From a95966425abd325a3b28df19657e02343594c3b2 Mon Sep 17 00:00:00 2001
From: chaitanyagiri <girichaitanya11@gmail.com>
Date: Fri, 23 Oct 2026 09:57:49 +0530
Subject: [PATCH 1/3] seo-engine: day 26 AM, brief, Claude Duet app, agent
 office apps on GitHub

Three new posts dated 23 Oct 2026, scenes as code with stills, media.json
entries, and one link sentence each in what-is-claude-duet and
open-source-ai-agents. Built output (docs/blog, sitemap) is not in this
commit: no local build today, the Mac is low on disk.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 blog/src/_data/media.json                     |  34 ++
 .../agent-tools-today-2026-10-23/motion.css   |  13 +
 .../agent-tools-today-2026-10-23/motion.js    | 176 +++++++++
 .../agent-tools-today-2026-10-23/today.png    | Bin 0 -> 67167 bytes
 .../media/ai-agent-office-github/bins.png     | Bin 0 -> 100939 bytes
 .../ai-agent-office-github/corkboard.png      | Bin 0 -> 82930 bytes
 .../media/ai-agent-office-github/hero.png     | Bin 0 -> 80614 bytes
 .../media/ai-agent-office-github/lamps.png    | Bin 0 -> 66592 bytes
 .../media/ai-agent-office-github/motion.css   |  13 +
 .../media/ai-agent-office-github/motion.js    | 335 ++++++++++++++++
 .../media/ai-agent-office-github/shelf.png    | Bin 0 -> 72500 bytes
 .../src/assets/media/claude-duet-app/hero.png | Bin 0 -> 59751 bytes
 blog/src/assets/media/claude-duet-app/jar.png | Bin 0 -> 88962 bytes
 .../assets/media/claude-duet-app/keyring.png  | Bin 0 -> 72488 bytes
 .../assets/media/claude-duet-app/motion.css   |  13 +
 .../assets/media/claude-duet-app/motion.js    | 368 ++++++++++++++++++
 .../assets/media/claude-duet-app/parcel.png   | Bin 0 -> 92475 bytes
 .../assets/media/claude-duet-app/stands.png   | Bin 0 -> 75482 bytes
 .../src/posts/agent-tools-today-2026-10-23.md |  59 +++
 blog/src/posts/ai-agent-office-github.md      | 108 +++++
 blog/src/posts/claude-duet-app.md             |  98 +++++
 blog/src/posts/open-source-ai-agents.md       |   2 +-
 blog/src/posts/what-is-claude-duet.md         |   2 +
 23 files changed, 1220 insertions(+), 1 deletion(-)
 create mode 100644 blog/src/assets/media/agent-tools-today-2026-10-23/motion.css
 create mode 100644 blog/src/assets/media/agent-tools-today-2026-10-23/motion.js
 create mode 100644 blog/src/assets/media/agent-tools-today-2026-10-23/today.png
 create mode 100644 blog/src/assets/media/ai-agent-office-github/bins.png
 create mode 100644 blog/src/assets/media/ai-agent-office-github/corkboard.png
 create mode 100644 blog/src/assets/media/ai-agent-office-github/hero.png
 create mode 100644 blog/src/assets/media/ai-agent-office-github/lamps.png
 create mode 100644 blog/src/assets/media/ai-agent-office-github/motion.css
 create mode 100644 blog/src/assets/media/ai-agent-office-github/motion.js
 create mode 100644 blog/src/assets/media/ai-agent-office-github/shelf.png
 create mode 100644 blog/src/assets/media/claude-duet-app/hero.png
 create mode 100644 blog/src/assets/media/claude-duet-app/jar.png
 create mode 100644 blog/src/assets/media/claude-duet-app/keyring.png
 create mode 100644 blog/src/assets/media/claude-duet-app/motion.css
 create mode 100644 blog/src/assets/media/claude-duet-app/motion.js
 create mode 100644 blog/src/assets/media/claude-duet-app/parcel.png
 create mode 100644 blog/src/assets/media/claude-duet-app/stands.png
 create mode 100644 blog/src/posts/agent-tools-today-2026-10-23.md
 create mode 100644 blog/src/posts/ai-agent-office-github.md
 create mode 100644 blog/src/posts/claude-duet-app.md

diff --git a/blog/src/_data/media.json b/blog/src/_data/media.json
index 1ed15a3a19..afb04f2805 100644
--- a/blog/src/_data/media.json
+++ b/blog/src/_data/media.json
@@ -5224,5 +5224,39 @@
       "status": "ready"
     },
     "inline": {}
+  },
+  "agent-tools-today-2026-10-23": {
+    "title": "Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell",
+    "category": "news",
+    "hero": {
+      "file": "assets/media/agent-tools-today/hero.png",
+      "alt": "Hand drawn sketch: a front page with five numbered lines, a clock, and a yellow character reading it out",
+      "prompt": "Series hero for the Agent Tools Today daily brief, drawn in code (media-src/topic-tiles.html?t=news). Reused by every brief.",
+      "status": "ready"
+    },
+    "inline": {},
+    "youtube": []
+  },
+  "claude-duet-app": {
+    "title": "Claude Duet App: iPhone, Android and Web, and How to Get It",
+    "category": "guides",
+    "hero": {
+      "file": "assets/media/claude-duet-app/hero.png",
+      "alt": "Title card on white. A pill reading App, the title Claude Duet app, the line iPhone, Android and web and a Checked 23 Oct 2026 line. A phone outline, a second phone outline and a browser window light up in turn, joined by a dotted line to a small card reading Claude Duet.",
+      "prompt": "Title card: the hero scene in assets/media/claude-duet-app/motion.js, shot at 1600 by 900.",
+      "status": "ready"
+    },
+    "inline": {}
+  },
+  "ai-agent-office-github": {
+    "title": "Open Source AI Agent Office Apps on GitHub (Oct 2026)",
+    "category": "comparisons",
+    "hero": {
+      "file": "assets/media/ai-agent-office-github/hero.png",
+      "alt": "Title card on white. A pill reading GitHub, the title AI agent office apps, the line Open source, on GitHub and a Checked 23 Oct 2026 line. An office floor plan seen from above, with desks labelled Research, Write and Review, sends small cards to a board in turn.",
+      "prompt": "Title card: the hero scene in assets/media/ai-agent-office-github/motion.js, shot at 1600 by 900.",
+      "status": "ready"
+    },
+    "inline": {}
   }
 }
diff --git a/blog/src/assets/media/agent-tools-today-2026-10-23/motion.css b/blog/src/assets/media/agent-tools-today-2026-10-23/motion.css
new file mode 100644
index 0000000000..7d3ae3b8e5
--- /dev/null
+++ b/blog/src/assets/media/agent-tools-today-2026-10-23/motion.css
@@ -0,0 +1,13 @@
+/* Bright coded scene for "Agent tools today, 23 Oct 2026". Pairs with motion.js. */
+.prose figure.mg { margin: 42px 0; }
+.prose figure.mg img, .mg .mg-svg { display: block; width: 100%; height: auto; border: 1px solid #1A1320; border-radius: 18px; background: #fff; }
+.mg figcaption { font: 500 13px/1.5 "Space Grotesk", system-ui, sans-serif; color: #6B5878; padding-top: 10px; text-align: center; }
+.mg .mg-svg { touch-action: manipulation; -webkit-tap-highlight-color: transparent; }
+.mg .mg-svg text { -webkit-user-select: none; user-select: none; pointer-events: none; }
+.mg .mg-hit { cursor: pointer; outline: none; }
+.mg [role="slider"] { cursor: grab; touch-action: none; }
+.mg .mg-ring { stroke-opacity: 0; transition: stroke-opacity 0.15s; }
+.mg .mg-hit:focus-visible .mg-ring { stroke-opacity: 1; }
+.mg [role="slider"]:focus-visible circle:nth-child(2) { stroke-width: 5; }
+@media (hover: hover) { .mg .mg-hit:hover .mg-ring { stroke-opacity: 0.5; } }
+@media (prefers-reduced-motion: reduce) { .mg .mg-ring { transition: none; } }
diff --git a/blog/src/assets/media/agent-tools-today-2026-10-23/motion.js b/blog/src/assets/media/agent-tools-today-2026-10-23/motion.js
new file mode 100644
index 0000000000..7f4e2ddaa5
--- /dev/null
+++ b/blog/src/assets/media/agent-tools-today-2026-10-23/motion.js
@@ -0,0 +1,176 @@
+/* Bright coded scene for "Agent tools today, 23 Oct 2026". Vanilla JS, no library.
+   <figure class="mg" data-scene="NAME"> holds a still image; this script swaps in a live SVG.
+   Plays only in view, honours reduced motion, "?mgstill" freezes each scene on its still frame. */
+(() => {
+  const NS = "http://www.w3.org/2000/svg";
+  const INK = "#1A1320", YEL = "#FFCA54", BLUE = "#6C8EF5", LIL = "#B69CFF", MINT = "#7FD8AE", SKY = "#9AD8FF", SOFT = "#F1ECF9", MUTE = "#7A6A88";
+  const SANS = '"Space Grotesk", system-ui, sans-serif', MONO = '"JetBrains Mono", ui-monospace, monospace';
+  const el = (t, a = {}, p) => { const n = document.createElementNS(NS, t); for (const k in a) n.setAttribute(k, a[k]); if (p) p.appendChild(n); return n; };
+  const txt = (p, x, y, s, a = {}) => { const n = el("text", Object.assign({ x, y, "font-family": SANS, "font-size": 24, "font-weight": 600, fill: INK }, a), p); n.textContent = s; return n; };
+  const cl = (v, a = 0, b = 1) => Math.max(a, Math.min(b, v));
+  const seg = (t, a, b) => cl((t - a) / (b - a));
+  const oc = (x) => 1 - Math.pow(1 - x, 3);
+  const ob = (x) => { const c = 1.70158; return 1 + (c + 1) * Math.pow(x - 1, 3) + c * Math.pow(x - 1, 2); };
+  const io = (x) => (x < 0.5 ? 4 * x * x * x : 1 - Math.pow(-2 * x + 2, 3) / 2);
+  const tf = (n, x, y, s = 1, r = 0) => n.setAttribute("transform", `translate(${x} ${y}) rotate(${r}) scale(${s})`);
+  const button = (g, label, fn) => {
+    g.setAttribute("role", "button"); g.setAttribute("tabindex", "0"); g.setAttribute("aria-label", label); g.classList.add("mg-hit");
+    g.addEventListener("click", fn);
+    g.addEventListener("keydown", (e) => { if (e.key === "Enter" || e.key === " ") { e.preventDefault(); fn(); } });
+  };
+
+  const SC = {};
+
+  /* ---- an agent in a sandbox sends three requests to a policy gate; two pass, one waits for review ---- */
+  SC.today = {
+    w: 1600, h: 1200, dur: 10, still: 9,
+    build(svg, api) {
+      const A = (o) => Object.assign({ stroke: INK, "stroke-width": 4, "stroke-linejoin": "round", "stroke-linecap": "round" }, o);
+      const lp = (a, b, p) => a + (b - a) * p;
+      const hx = (c) => [1, 3, 5].map((i) => parseInt(c.slice(i, i + 2), 16));
+      const mix = (a, b, p) => { const x = hx(a), y = hx(b); return "#" + x.map((v, i) => Math.round(lp(v, y[i], p)).toString(16).padStart(2, "0")).join(""); };
+      /* geometry */
+      const AX = 270, AY = 610, GX = 910, GW = 60, WX = 720, PX = 1240, TX = 1470, DH = 100;
+      const LANE = [450, 610, 770], NAME = ["File", "Package site", "New host"];
+      /* beats, in seconds: each request leaves the agent, reaches the gate, and (for the first two) passes */
+      const OUT = [1.0, 2.0, 3.0], T_HOLD = 6;
+
+      const inner = el("g", {}, svg);
+
+      /* the sandbox and the agent */
+      const box = el("g", {}, inner);
+      el("rect", A({ x: 70, y: 250, width: 400, height: 720, rx: 32, fill: SOFT }), box);
+      txt(box, AX, 334, "Sandbox", { "text-anchor": "middle", "font-size": 42, "font-weight": 700 });
+      el("rect", A({ x: AX - 80, y: AY - 80, width: 160, height: 160, rx: 22, fill: BLUE }), box);
+      txt(box, AX, AY + 12, "Agent", { "text-anchor": "middle", "font-size": 34, "font-weight": 700 });
+
+      /* the Policy gate: lilac posts with a door in each lane */
+      const gate = el("g", {}, inner);
+      txt(gate, GX, 336, "Policy", { "text-anchor": "middle", "font-size": 42, "font-weight": 700 });
+      el("rect", A({ x: GX - GW / 2, y: 360, width: GW, height: 500, rx: 14, fill: LIL }), gate);
+      const doors = LANE.map((y) => {
+        el("rect", { x: GX - GW / 2 + 2, y: y - DH / 2, width: GW - 4, height: DH, fill: "#fff" }, gate);
+        return el("rect", A({ x: GX - GW / 2, y: y - DH / 2, width: GW, height: DH, rx: 8, fill: SOFT, "stroke-width": 3 }), gate);
+      });
+
+      /* the three request cards, each with a tick; a key for Package site; a label for New host */
+      const cards = NAME.map((s) => {
+        const g = el("g", {}, inner);
+        el("rect", A({ x: -140, y: -42, width: 280, height: 84, rx: 20, fill: SKY }), g);
+        txt(g, 0, 11, s, { "text-anchor": "middle", "font-size": 31, "font-weight": 700 });
+        return g;
+      });
+      const ticks = LANE.map((y) => {
+        const g = el("g", {}, inner);
+        el("circle", A({ cx: 0, cy: 0, r: 34, fill: MINT }), g);
+        const p = el("path", { d: "M-15 1 L-4 13 L16 -12", fill: "none", stroke: INK, "stroke-width": 7, "stroke-linecap": "round", "stroke-linejoin": "round", pathLength: 1, "stroke-dasharray": "1 1" }, g);
+        return { g, p, y };
+      });
+      const key = el("g", {}, inner);
+      el("circle", A({ cx: 0, cy: 0, r: 30, fill: LIL }), key);
+      el("circle", A({ cx: -9, cy: 0, r: 9, fill: "#fff", "stroke-width": 3.5 }), key);
+      el("path", A({ d: "M0 0 H17 M10 0 V8 M17 0 V9", fill: "none", "stroke-width": 3.5 }), key);
+      const wait = el("g", {}, inner);
+      const waitBg = el("rect", A({ x: -155, y: -28, width: 310, height: 56, rx: 28, fill: YEL, "stroke-width": 3 }), wait);
+      txt(wait, 0, 10, "Waiting for review", { "text-anchor": "middle", "font-size": 28, "font-weight": 600 });
+
+      /* the Approve button and its hint */
+      const hint = txt(inner, 1262, 121, "Tap Approve", { "text-anchor": "end", "font-size": 30, "font-weight": 500, fill: MUTE });
+      const btn = el("g", {}, inner), face = el("g", {}, btn);
+      el("rect", { x: -10, y: -10, width: 250, height: 104, rx: 52, fill: "none", stroke: INK, "stroke-width": 3, "stroke-dasharray": "10 8", class: "mg-ring" }, face);
+      el("rect", A({ width: 230, height: 84, rx: 42, fill: BLUE }), face);
+      txt(face, 115, 55, "Approve", { "text-anchor": "middle", "font-size": 36, "font-weight": 700 });
+
+      /* press Approve, or Enter or Space on it: the label turns mint and New host goes through */
+      let approved = false, at = -99;
+      button(btn, "Approve: let the New host request through the policy gate", () => {
+        if (approved) return;
+        approved = true;
+        if (calm) { at = -99; api.redraw(); return; }
+        at = api.now();
+        api.seek(T_HOLD);
+      });
+
+      return (t, now = 0) => {
+        if (approved && !calm && t < 4) approved = false;
+        const pa = approved ? (calm ? 9 : now - at) : -1;
+        inner.setAttribute("opacity", (oc(seg(t, 0, 0.3)) * (1 - io(seg(t, 9.4, 9.9)))).toFixed(3));
+        box.setAttribute("opacity", io(seg(t, 0.1, 0.6)).toFixed(3));
+        gate.setAttribute("opacity", io(seg(t, 0.3, 0.8)).toFixed(3));
+
+        cards.forEach((g, k) => {
+          const t0 = OUT[k], y = LANE[k];
+          const go = oc(seg(t, t0, t0 + 1));
+          /* pass: 0 waiting at the gate, 1 through it */
+          let open, pass, tk;
+          if (k < 2) {
+            open = seg(t, t0 + 1.4, t0 + 1.7) * (1 - seg(t, t0 + 2.4, t0 + 2.7));
+            pass = io(seg(t, t0 + 1.6, t0 + 2.4));
+            tk = seg(t, t0 + 2.4, t0 + 2.9);
+          } else {
+            open = pa < 0 ? 0 : seg(pa, 0.3, 0.6) * (1 - seg(pa, 1.3, 1.6));
+            pass = pa < 0 ? 0 : io(seg(pa, 0.5, 1.3));
+            tk = pa < 0 ? 0 : seg(pa, 1.3, 1.8);
+          }
+          const x = pass > 0 ? lp(WX, PX, pass) : lp(AX, WX, go), cy = pass > 0 ? y : lp(AY, y, oc(seg(t, t0, t0 + 1)));
+          const s = lp(0.3, 1, oc(seg(t, t0, t0 + 0.6)));
+          tf(g, x.toFixed(1), cy.toFixed(1), s.toFixed(3));
+          g.setAttribute("opacity", seg(t, t0, t0 + 0.15).toFixed(3));
+          doors[k].setAttribute("height", (DH * (1 - open)).toFixed(1));
+          doors[k].setAttribute("opacity", open > 0.97 ? 0 : 1);
+          const T = ticks[k];
+          tf(T.g, TX, T.y, ob(seg(tk, 0, 0.5)).toFixed(3));
+          T.g.setAttribute("opacity", tk > 0 ? 1 : 0);
+          T.p.setAttribute("stroke-dashoffset", (1 - seg(tk, 0.3, 1)).toFixed(3));
+        });
+
+        /* the key attaches to Package site once it is through */
+        const kp = seg(t, 4.7, 5.2);
+        tf(key, PX + 140, LANE[1] - 42, ob(kp).toFixed(3), -20 * (1 - kp));
+        key.setAttribute("opacity", kp > 0 ? 1 : 0);
+
+        /* New host waits at the gate with a yellow label; Approve turns it mint */
+        const wp = seg(t, 4.6, 5.1);
+        tf(wait, WX - 15, LANE[2] + 86, ob(wp).toFixed(3));
+        wait.setAttribute("opacity", wp > 0 ? 1 : 0);
+        waitBg.setAttribute("fill", mix(YEL, MINT, pa < 0 ? 0 : seg(pa, 0, 0.3)));
+
+        const bo = io(seg(t, 0.8, 1.2));
+        btn.setAttribute("opacity", bo); hint.setAttribute("opacity", bo);
+        tf(btn, 1290, 66);
+        face.setAttribute("transform", `translate(115 42) scale(${(1 - 0.06 * Math.sin(Math.PI * seg(now - at, 0, 0.2))).toFixed(3)}) translate(-115 -42)`);
+      };
+    },
+  };
+
+  /* ---- player ---- */
+  const q = new URLSearchParams(location.search), frozen = q.has("mgstill"), fixed = parseFloat(q.get("mgstill"));
+  const calm = matchMedia("(prefers-reduced-motion: reduce)").matches;
+  const mount = (fig) => {
+    const sc = SC[fig.dataset.scene], img = fig.querySelector("img"); if (!sc || !img) return;
+    const W = sc.w || 800, H = sc.h || 600;
+    const svg = el("svg", { viewBox: `0 0 ${W} ${H}`, class: "mg-svg", role: "group", "aria-label": img.alt || "" });
+    svg.style.aspectRatio = `${W} / ${H}`;
+    el("rect", { width: W, height: H, fill: "#fff" }, svg);
+    img.replaceWith(svg);
+    let off = 0, raf = 0, seen = false, held = calm;
+    const base = performance.now(), clock = () => (performance.now() - base) / 1000;
+    let draw = () => {};
+    const frame = () => { const now = clock(); draw(held ? sc.still : (((now + off) % sc.dur) + sc.dur) % sc.dur, now); };
+    const tick = () => { cancelAnimationFrame(raf); frame(); if (seen && !held) raf = requestAnimationFrame(tick); };
+    const api = { now: clock, seek: (s) => { off = s - clock(); held = false; tick(); }, poke: () => { held = false; tick(); }, redraw: () => frame() };
+    draw = sc.build(svg, api);
+    if (frozen) { draw(isNaN(fixed) ? sc.still : fixed, 0); return; }
+    new IntersectionObserver(([e]) => {
+      seen = e.isIntersecting;
+      if (seen) { tick(); if (!fig.dataset.sent && window.posthog) { fig.dataset.sent = 1; window.posthog.capture("blog_scene_view", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } }
+      else cancelAnimationFrame(raf);
+    }, { threshold: 0.25 }).observe(fig);
+    svg.addEventListener("click", () => { if (!fig.dataset.hit && window.posthog) { fig.dataset.hit = 1; window.posthog.capture("blog_scene_interact", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } });
+    frame();
+  };
+  const go = () => document.querySelectorAll("figure.mg[data-scene]").forEach(mount);
+  const fonts = document.fonts && document.fonts.load ? Promise.all([document.fonts.load('700 32px "Space Grotesk"'), document.fonts.load('500 20px "Space Grotesk"'), document.fonts.load('700 20px "JetBrains Mono"')]).catch(() => {}) : Promise.resolve();
+  const start = () => fonts.then(go, go);
+  if (document.readyState === "loading") document.addEventListener("DOMContentLoaded", start); else start();
+})();
diff --git a/blog/src/assets/media/agent-tools-today-2026-10-23/today.png b/blog/src/assets/media/agent-tools-today-2026-10-23/today.png
new file mode 100644
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diff --git a/blog/src/assets/media/ai-agent-office-github/motion.css b/blog/src/assets/media/ai-agent-office-github/motion.css
new file mode 100644
index 0000000000..41bd58387e
--- /dev/null
+++ b/blog/src/assets/media/ai-agent-office-github/motion.css
@@ -0,0 +1,13 @@
+/* Bright coded scenes for "Open Source AI Agent Office Apps on GitHub". Pairs with motion.js. */
+.prose figure.mg { margin: 42px 0; }
+.prose figure.mg img, .mg .mg-svg { display: block; width: 100%; height: auto; border: 1px solid #1A1320; border-radius: 18px; background: #fff; }
+.mg figcaption { font: 500 13px/1.5 "Space Grotesk", system-ui, sans-serif; color: #6B5878; padding-top: 10px; text-align: center; }
+.mg .mg-svg { touch-action: manipulation; -webkit-tap-highlight-color: transparent; }
+.mg .mg-svg text { -webkit-user-select: none; user-select: none; pointer-events: none; }
+.mg .mg-hit { cursor: pointer; outline: none; }
+.mg [role="slider"] { cursor: grab; touch-action: none; }
+.mg .mg-ring { stroke-opacity: 0; transition: stroke-opacity 0.15s; }
+.mg .mg-hit:focus-visible .mg-ring { stroke-opacity: 1; }
+.mg [role="slider"]:focus-visible circle:nth-child(2) { stroke-width: 5; }
+@media (hover: hover) { .mg .mg-hit:hover .mg-ring { stroke-opacity: 0.5; } }
+@media (prefers-reduced-motion: reduce) { .mg .mg-ring { transition: none; } }
diff --git a/blog/src/assets/media/ai-agent-office-github/motion.js b/blog/src/assets/media/ai-agent-office-github/motion.js
new file mode 100644
index 0000000000..f7bf5bdf7d
--- /dev/null
+++ b/blog/src/assets/media/ai-agent-office-github/motion.js
@@ -0,0 +1,335 @@
+/* Bright coded scenes for "Open Source AI Agent Office Apps on GitHub". Vanilla JS, no library.
+   <figure class="mg" data-scene="NAME"> holds a still image; this script swaps in a live SVG.
+   Plays only in view, honours reduced motion, "?mgstill" freezes each scene on its still frame. */
+(() => {
+  const NS = "http://www.w3.org/2000/svg";
+  const INK = "#1A1320", YEL = "#FFCA54", BLUE = "#6C8EF5", LIL = "#B69CFF", MINT = "#7FD8AE", SKY = "#9AD8FF", SOFT = "#F1ECF9", MUTE = "#7A6A88", CAP = "#6B5878", GREY = "#D9D0E4";
+  const SANS = '"Space Grotesk", system-ui, sans-serif', MONO = '"JetBrains Mono", ui-monospace, monospace';
+  const el = (t, a = {}, p) => { const n = document.createElementNS(NS, t); for (const k in a) n.setAttribute(k, a[k]); if (p) p.appendChild(n); return n; };
+  const txt = (p, x, y, s, a = {}) => { const n = el("text", Object.assign({ x, y, "font-family": SANS, "font-size": 24, "font-weight": 600, fill: INK }, a), p); n.textContent = s; return n; };
+  const cl = (v, a = 0, b = 1) => Math.max(a, Math.min(b, v));
+  const seg = (t, a, b) => cl((t - a) / (b - a));
+  const oc = (x) => 1 - Math.pow(1 - x, 3);
+  const ob = (x) => { const c = 1.70158; return 1 + (c + 1) * Math.pow(x - 1, 3) + c * Math.pow(x - 1, 2); };
+  const io = (x) => (x < 0.5 ? 4 * x * x * x : 1 - Math.pow(-2 * x + 2, 3) / 2);
+  const tf = (n, x, y, s = 1, r = 0) => n.setAttribute("transform", `translate(${x} ${y}) rotate(${r}) scale(${s})`);
+  const button = (g, label, fn) => {
+    g.setAttribute("role", "button"); g.setAttribute("tabindex", "0"); g.setAttribute("aria-label", label); g.classList.add("mg-hit");
+    g.addEventListener("click", fn);
+    g.addEventListener("keydown", (e) => { if (e.key === "Enter" || e.key === " ") { e.preventDefault(); fn(); } });
+  };
+  const ring = (g, a) => el("rect", Object.assign({ fill: "none", stroke: INK, "stroke-width": 2, class: "mg-ring" }, a), g);
+  const pill = (svg, x, y, w, label, col, fn) => {
+    const g = el("g", {}, svg);
+    el("rect", { x, y, width: w, height: 48, rx: 24, fill: col, stroke: INK, "stroke-width": 3 }, g);
+    ring(g, { x: x - 6, y: y - 6, width: w + 12, height: 60, rx: 30 });
+    txt(g, x + w / 2, y + 31, label, { "text-anchor": "middle", "font-size": 21, "font-weight": 700 });
+    button(g, label, fn); return g;
+  };
+  const hint = (svg, x, y, s) => txt(svg, x, y, s, { "text-anchor": "end", "font-size": 16, fill: MUTE, "font-weight": 500 });
+  const envelope = (p) => {
+    const g = el("g", {}, p);
+    el("rect", { x: -17, y: -12, width: 34, height: 24, rx: 3, fill: "#fff", stroke: INK, "stroke-width": 2 }, g);
+    el("path", { d: "M-17 -11 L0 2 L17 -11", stroke: INK, "stroke-width": 2, fill: "none", "stroke-linejoin": "round" }, g);
+    return g;
+  };
+
+  const SC = {};
+
+  /* ---- 1. roles, a shared board and messages ---- */
+  SC.corkboard = {
+    dur: 12, still: 10.6,
+    build(svg, api) {
+      const TR = [["Researcher", SKY], ["Writer", LIL], ["Reviewer", MINT]], TY = [96, 186, 276];
+      [52, 230].forEach((x) => el("rect", { x, y: 120, width: 8, height: 200, fill: "#fff", stroke: INK, "stroke-width": 2 }, svg));
+      const trays = TR.map(([name, col], i) => {
+        const g = el("g", {}, svg), y = TY[i];
+        el("rect", { x: 64, y: y - 12, width: 150, height: 30, rx: 3, fill: "#fff", stroke: INK, "stroke-width": 2 }, g);
+        el("rect", { x: 40, y, width: 210, height: 62, rx: 10, fill: col, stroke: INK, "stroke-width": 3 }, g);
+        txt(g, 145, y + 40, name, { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+        return g;
+      });
+      el("rect", { x: 300, y: 60, width: 460, height: 330, rx: 18, fill: YEL, stroke: INK, "stroke-width": 3 }, svg);
+      el("rect", { x: 316, y: 104, width: 428, height: 270, rx: 10, fill: "#fff", stroke: INK, "stroke-width": 2 }, svg);
+      txt(svg, 530, 92, "Shared board", { "text-anchor": "middle", "font-size": 24, "font-weight": 700 });
+      txt(svg, 425, 138, "To do", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      txt(svg, 625, 138, "Done", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      el("circle", { cx: 670, cy: 131, r: 10, fill: MINT, stroke: INK, "stroke-width": 2 }, svg);
+      el("path", { d: "M665 131 l3.5 4 l6.5 -8", stroke: INK, "stroke-width": 2.5, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, svg);
+      el("path", { d: "M530 118 V362", stroke: INK, "stroke-width": 2, "stroke-dasharray": "2 8", "stroke-linecap": "round" }, svg);
+      const BAR = [SKY, LIL, MINT, YEL, BLUE], cardsG = el("g", {}, svg);
+      const cards = BAR.map((c) => {
+        const g = el("g", {}, cardsG);
+        el("rect", { x: -85, y: -17, width: 170, height: 34, rx: 8, fill: "#fff", stroke: INK, "stroke-width": 2 }, g);
+        el("circle", { cx: -69, cy: 0, r: 5, fill: c, stroke: INK, "stroke-width": 1.5 }, g);
+        el("rect", { x: -55, y: -7, width: 92, height: 6, rx: 3, fill: c }, g);
+        el("rect", { x: -55, y: 3, width: 58, height: 5, rx: 2.5, fill: GREY }, g);
+        const tk = el("g", {}, g);
+        el("circle", { cx: 65, cy: 0, r: 9, fill: MINT, stroke: INK, "stroke-width": 1.5 }, tk);
+        el("path", { d: "M60.5 0 l3 3.5 l6 -7", stroke: INK, "stroke-width": 2, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, tk);
+        return { g, tk };
+      });
+      el("rect", { x: 40, y: 436, width: 720, height: 60, rx: 8, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      for (let h = 0; h < 8; h++) {
+        el("rect", { x: 47 + h * 90, y: 443, width: 76, height: 46, rx: 5, fill: SOFT }, svg);
+        if (h) el("path", { d: `M${40 + h * 90} 436 V496`, stroke: INK, "stroke-width": 2 }, svg);
+      }
+      txt(svg, 40, 534, "Messages", { "font-size": 20, "font-weight": 700 });
+      const RX = 276;
+      const route = (i, hx) => {
+        const y = TY[i] + 31, d = hx >= RX ? 1 : -1;
+        const tail = Math.abs(hx - RX) < 28 ? `V430 L${hx} 466` : `V407 Q${RX} 420 ${RX + 13 * d} 420 H${hx - 13 * d} Q${hx} 420 ${hx} 433 V466`;
+        return el("path", { d: `M250 ${y} H${RX - 13} Q${RX} ${y} ${RX} ${y + 13} ${tail}`, fill: "none", stroke: "none" }, svg);
+      };
+      const M = [[0, 1, 1], [1, 5, 2], [2, 3, 0], [0, 6, 2], [1, 0, 0], [2, 4, 1], [0, 2, 1]].map(([a, h, b], k) => {
+        const hx = 85 + h * 90, pin = route(a, hx), pout = route(b, hx);
+        return { t0: 0.4 + k * 1.4, a, b, hx, pin, pout, Lin: pin.getTotalLength(), Lout: pout.getTotalLength(), n: envelope(svg) };
+      });
+      const T = [1.6, 3.9, 6.2];
+      let clicks = [], lastT = 0;
+      hint(svg, 584, 547, "tap Next card");
+      pill(svg, 600, 516, 160, "Next card", YEL, () => {
+        const done = T.filter((x) => lastT >= x).length + clicks.length;
+        if (done >= 5) { clicks = []; api.seek(0.6); } else { clicks.push(api.now()); api.poke(); }
+      });
+      return (t, now) => {
+        if (t < lastT - 0.5) clicks = [];
+        lastT = t;
+        const fade = 1 - seg(t, 11.3, 11.9);
+        let p = 0;
+        T.forEach((x) => (p += io(seg(t, x, x + 1.1))));
+        clicks.forEach((c) => (p += io(seg(now, c, c + 0.9))));
+        p = Math.min(p, 5);
+        cardsG.setAttribute("opacity", seg(t, 0, 0.5) * fade);
+        cards.forEach((c, i) => {
+          const k = cl(p - i); let s = 0;
+          for (let j = 0; j < i; j++) s += io(seg(cl(p - j), 0.55, 1));
+          let x = 425, y = 167 + 42 * (i - s), sc = 1, r = 0;
+          if (k > 0) { const a = Math.sin(Math.PI * k); x = 425 + 210 * io(k); y = 167 + 42 * i * io(k) - 24 * a; sc = 1 + 0.08 * a; r = 5 * a; }
+          tf(c.g, x, y, sc, r); c.tk.setAttribute("opacity", seg(k, 0.85, 1));
+        });
+        const bump = [0, 0, 0];
+        M.forEach((m) => {
+          const a = t - m.t0; let x = m.hx, y = 466, op = 1;
+          if (a < 0 || a > 5.6) op = 0;
+          else if (a < 0.7) { const pt = m.pin.getPointAtLength(m.Lin * io(a / 0.7)); x = pt.x; y = pt.y; op = seg(a, 0, 0.12); }
+          else if (a > 4.9) { const pt = m.pout.getPointAtLength(m.Lout * (1 - io((a - 4.9) / 0.7))); x = pt.x; y = pt.y; op = 1 - seg(a, 5.45, 5.6); }
+          if (a >= 0 && a < 0.3) bump[m.a] = Math.max(bump[m.a], Math.sin((Math.PI * a) / 0.3));
+          if (a > 5.3 && a <= 5.6) bump[m.b] = Math.max(bump[m.b], Math.sin((Math.PI * (a - 5.3)) / 0.3));
+          tf(m.n, x, y); m.n.setAttribute("opacity", op * fade);
+        });
+        trays.forEach((g, i) => g.setAttribute("transform", `translate(0 ${-5 * bump[i]})`));
+      };
+    },
+  };
+
+  /* ---- 2. eight boxes land on a shelf, each with its licence tag ---- */
+  SC.shelf = {
+    dur: 12, still: 10,
+    build(svg, api) {
+      const B = [["ChatDev"], ["Munder", "Difflin"], ["OpenHands"], ["CrewAI"], ["AG2"], ["Pixel", "Agents"], ["AgentOffice"], ["Claude", "Squad"]];
+      const LIC = ["Apache 2.0", "MIT", "MIT", "MIT", "Apache 2.0", "MIT", "MIT", "AGPL 3.0"];
+      const H = [190, 208, 180, 198, 172, 204, 186, 196], COL = [YEL, SKY, LIL, MINT, YEL, SKY, LIL, MINT];
+      const W = B.map((b) => Math.max(70, Math.max(...b.map((s) => s.length)) * 9.6 + 18)), GAP = 7, SY = 440;
+      let x0 = (800 - W.reduce((a, b) => a + b, 0) - GAP * 7) / 2;
+      hint(svg, 756, 46, "tap a box");
+      [130, 670].forEach((x) => el("path", { d: `M${x} ${SY + 18} V${SY + 64} L${x - 34} ${SY + 18} Z`, fill: SOFT, stroke: INK, "stroke-width": 2.5, "stroke-linejoin": "round" }, svg));
+      el("rect", { x: 18, y: SY, width: 764, height: 18, rx: 5, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      const call = el("g", { opacity: 0 }, svg);
+      el("rect", { x: 220, y: 62, width: 360, height: 118, rx: 22, fill: "#fff", stroke: INK, "stroke-width": 3 }, call);
+      const cName = txt(call, 400, 104, "", { "text-anchor": "middle", "font-family": MONO, "font-size": 24, "font-weight": 700 });
+      const cLic = txt(call, 400, 160, "", { "text-anchor": "middle", "font-size": 46, "font-weight": 700 });
+      let sel = -1, prev = -1, selAt = -99, lastT = 0;
+      const boxes = B.map((lines, i) => {
+        const w = W[i], h = H[i], x = x0 + w / 2; x0 += w + GAP;
+        const g = el("g", {}, svg);
+        el("rect", { x: -w / 2, y: -h, width: w, height: h, rx: 8, fill: COL[i], stroke: INK, "stroke-width": 3 }, g);
+        el("path", { d: `M${-w / 2 + 10} ${-h + 14} H${w / 2 - 10}`, stroke: INK, "stroke-width": 2, "stroke-dasharray": "2 6", "stroke-linecap": "round" }, g);
+        lines.forEach((s, j) => txt(g, 0, -h + 44 + j * 22, s, { "text-anchor": "middle", "font-family": MONO, "font-size": 16, "font-weight": 700 }));
+        ring(g, { x: -w / 2 - 7, y: -h - 7, width: w + 14, height: h + 14, rx: 12 });
+        const tag = el("g", {}, g), tl = LIC[i].split(" ");
+        el("rect", { x: -30, y: -54, width: 60, height: 44, rx: 7, fill: "#fff", stroke: INK, "stroke-width": 2 }, tag);
+        tl.forEach((s, j) => txt(tag, 0, tl.length > 1 ? -35 + j * 17 : -26, s, { "text-anchor": "middle", "font-size": 14, "font-weight": 700 }));
+        button(g, `${lines.join(" ")}: ${LIC[i]}`, () => { prev = sel; sel = sel === i ? -1 : i; selAt = api.now(); if (lastT < 8.4) api.seek(8.6); else api.poke(); });
+        return { g, tag, x, h, s: 0.5 + i * 0.85 };
+      });
+      return (t, now) => {
+        if (t < lastT - 0.5) { sel = -1; prev = -1; }
+        lastT = t;
+        const fade = 1 - seg(t, 11.3, 11.9), u = oc(seg(now - selAt, 0, 0.35));
+        boxes.forEach((b, i) => {
+          const k = oc(seg(t, b.s, b.s + 0.8)), dk = ob(seg(t, b.s + 0.8, b.s + 1.3));
+          const lift = i === sel ? u : i === prev ? 1 - u : 0;
+          tf(b.g, b.x + (900 - b.x) * (1 - k), SY - 36 * lift, 1, -4 * Math.sin(Math.PI * k));
+          b.g.setAttribute("opacity", (t > b.s ? 1 : 0) * fade);
+          b.tag.setAttribute("transform", `translate(0 ${-(b.h + 10) * (1 - dk)})`);
+          b.tag.setAttribute("opacity", seg(t, b.s + 0.8, b.s + 0.95));
+        });
+        const show = sel >= 0 ? sel : prev, co = sel >= 0 ? u : 1 - u;
+        call.setAttribute("opacity", show >= 0 ? co * fade : 0);
+        call.setAttribute("transform", `translate(400 121) scale(${0.9 + 0.1 * co}) translate(-400 -121)`);
+        if (show >= 0) { cName.textContent = B[show].join(" "); cLic.textContent = LIC[show]; }
+      };
+    },
+  };
+
+  /* ---- 3. name cards drop into three bins ---- */
+  SC.bins = {
+    dur: 12, still: 10,
+    build(svg, api) {
+      const BX = [40, 290, 540], BC = [SKY, LIL, MINT], BL = [["Apps", "you run"], ["Frameworks", "you code"], ["Viewers", "you watch"]];
+      hint(svg, 624, 64, "tap Sort");
+      pill(svg, 640, 34, 120, "Sort", YEL, () => api.seek(0));
+      BX.forEach((x) => el("path", { d: `M${x} 256 H${x + 220} L${x + 206} 524 H${x + 14} Z`, fill: "#fff", stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg));
+      const CARDS = [["ChatDev", 0], ["Munder Difflin", 0], ["OpenHands", 0], ["CrewAI", 1], ["AG2", 1], ["Pixel Agents", 2]];
+      const cnt = [0, 0, 0], ROT = [-2, 1.5, -1, 2, -1.5, 1];
+      const cards = CARDS.map(([s, b], j) => {
+        const g = el("g", {}, svg);
+        el("rect", { x: -90, y: -21, width: 180, height: 42, rx: 10, fill: YEL, stroke: INK, "stroke-width": 2.5 }, g);
+        txt(g, 0, 7, s, { "text-anchor": "middle", "font-family": MONO, "font-size": 19, "font-weight": 700 });
+        const slot = cnt[b]++;
+        return { g, tx: BX[b] + 110, ty: 418 - slot * 52, s: 0.7 + j * 1.25, r: ROT[j] };
+      });
+      BX.forEach((x, i) => {
+        el("rect", { x: x - 6, y: 248, width: 232, height: 16, rx: 8, fill: BC[i], stroke: INK, "stroke-width": 3 }, svg);
+        BL[i].forEach((s, j) => txt(svg, x + 110, 478 + j * 28, s, { "text-anchor": "middle", "font-size": 22, "font-weight": 700 }));
+      });
+      return (t) => {
+        const fade = 1 - seg(t, 11.3, 11.9);
+        cards.forEach((c) => {
+          const a = t - c.s, pop = ob(seg(a, 0, 0.3)), k = seg(a, 0.45, 1.05);
+          let x = 400, y = 150, sc = pop, r = 0;
+          if (k > 0) { x = 400 + (c.tx - 400) * io(k); y = 150 + (c.ty - 150) * k * k - 8 * Math.sin(Math.PI * seg(a, 1.05, 1.3)); sc = 1; r = c.r * k; }
+          tf(c.g, x, y, Math.max(sc, 0.001), r); c.g.setAttribute("opacity", (a > 0 ? 1 : 0) * fade);
+        });
+      };
+    },
+  };
+
+  /* ---- 4. two lamps dim, AG2 relights one ---- */
+  SC.lamps = {
+    dur: 11, still: 9,
+    build(svg, api) {
+      const LX = [100, 330, 560], TOP = 400;
+      hint(svg, 624, 64, "tap Swap");
+      pill(svg, 640, 34, 120, "Swap", YEL, () => api.seek(4.6));
+      const lamps = LX.map((bx) => {
+        const cx = bx + 64, d = `M${cx - 30} 272 H${cx + 30} L${cx + 76} ${TOP} H${cx - 76} Z`;
+        return { bx, cx, cone: el("path", { d, fill: YEL, opacity: 0.35 }, svg), bcone: el("path", { d, fill: BLUE, opacity: 0 }, svg) };
+      });
+      [56, 728].forEach((x) => el("rect", { x, y: TOP + 18, width: 16, height: 110, rx: 4, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg));
+      el("rect", { x: 30, y: TOP, width: 740, height: 22, rx: 6, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      lamps.forEach((L) => {
+        const { bx, cx } = L;
+        el("rect", { x: bx - 34, y: TOP - 14, width: 68, height: 14, rx: 7, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+        el("path", { d: `M${bx} ${TOP - 12} L${bx - 18} 316 L${cx} 230`, stroke: INK, "stroke-width": 5, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, svg);
+        el("circle", { cx: bx - 18, cy: 316, r: 6, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, svg);
+        L.halo = el("circle", { cx, cy: 266, r: 28, fill: YEL, opacity: 0.4 }, svg);
+        L.bhalo = el("circle", { cx, cy: 266, r: 28, fill: BLUE, opacity: 0 }, svg);
+        el("circle", { cx, cy: 266, r: 13, fill: GREY, stroke: INK, "stroke-width": 2.5 }, svg);
+        L.lit = el("circle", { cx, cy: 266, r: 13, fill: YEL, stroke: INK, "stroke-width": 2.5 }, svg);
+        L.blue = el("circle", { cx, cy: 266, r: 13, fill: BLUE, stroke: INK, "stroke-width": 2.5, opacity: 0 }, svg);
+        el("path", { d: `M${cx - 22} 222 Q${cx} 208 ${cx + 22} 222 L${cx + 38} 264 H${cx - 38} Z`, fill: "#fff", stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg);
+      });
+      txt(svg, LX[1] + 64, 470, "MetaGPT", { "text-anchor": "middle", "font-family": MONO, "font-size": 22, "font-weight": 700 });
+      txt(svg, LX[1] + 64, 496, "last commit 21 Jan 2026", { "text-anchor": "middle", "font-size": 17, "font-weight": 500 });
+      txt(svg, LX[2] + 64, 470, "AutoGen", { "text-anchor": "middle", "font-family": MONO, "font-size": 22, "font-weight": 700 });
+      txt(svg, LX[2] + 64, 496, "archived", { "text-anchor": "middle", "font-size": 17, "font-weight": 500 });
+      const card = el("g", {}, svg);
+      el("rect", { x: -40, y: -19, width: 80, height: 38, rx: 8, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, card);
+      txt(card, 0, 8, "AG2", { "text-anchor": "middle", "font-family": MONO, "font-size": 22, "font-weight": 700 });
+      const CX = LX[2] + 84;
+      return (t) => {
+        const back = seg(t, 10.2, 10.9);
+        const flick = (a, b) => { const k = seg(t, a, b); if (k <= 0) return 1; if (k >= 1) return 0; return (1 - k) * (Math.sin(t * 47) > 0.2 ? 1 : 0.35); };
+        const lv = [1, Math.max(flick(1.4, 2.4), back), Math.max(flick(3.0, 4.0), back)];
+        const blue = oc(seg(t, 6.1, 6.7)) * (1 - back);
+        lamps.forEach((L, i) => {
+          const b = i === 2 ? blue : 0, y = lv[i] * (1 - b);
+          L.lit.setAttribute("opacity", y); L.halo.setAttribute("opacity", 0.4 * y); L.cone.setAttribute("opacity", 0.35 * y);
+          L.blue.setAttribute("opacity", b); L.bhalo.setAttribute("opacity", 0.35 * b); L.bcone.setAttribute("opacity", 0.22 * b);
+        });
+        const k = oc(seg(t, 4.8, 6.0));
+        tf(card, CX + 340 * (1 - k), TOP - 20); card.setAttribute("opacity", (t >= 4.8 ? 1 : 0) * (1 - back));
+      };
+    },
+  };
+
+  /* ---- title card, 16 by 9 ---- */
+  SC.hero = {
+    w: 960, h: 540, dur: 9, still: 7.8,
+    build(svg) {
+      el("rect", { x: 56, y: 62, width: 104, height: 38, rx: 19, fill: YEL, stroke: INK, "stroke-width": 2.5 }, svg);
+      txt(svg, 108, 88, "GitHub", { "text-anchor": "middle", "font-family": MONO, "font-size": 18, "font-weight": 700 });
+      txt(svg, 56, 190, "AI agent", { "font-size": 70, "font-weight": 700 });
+      txt(svg, 56, 268, "office apps", { "font-size": 70, "font-weight": 700 });
+      el("path", { d: "M58 294 H420", stroke: YEL, "stroke-width": 14, "stroke-linecap": "round" }, svg);
+      const sub = txt(svg, 56, 348, "Open source, on ", { "font-size": 26, "font-weight": 500, fill: MUTE });
+      el("tspan", { "font-family": MONO, "font-weight": 700 }, sub).textContent = "GitHub";
+      txt(svg, 56, 470, "Checked 23 Oct 2026", { "font-size": 18, "font-weight": 500, fill: CAP });
+      const R = { x: 528, y: 56, w: 392, h: 428 };
+      el("rect", { x: R.x, y: R.y, width: R.w, height: R.h, rx: 10, fill: "#fff" }, svg);
+      for (let x = R.x + 28; x < R.x + R.w; x += 28) el("path", { d: `M${x} ${R.y} V${R.y + R.h}`, stroke: SOFT, "stroke-width": 1.5 }, svg);
+      for (let y = R.y + 28; y < R.y + R.h; y += 28) el("path", { d: `M${R.x} ${y} H${R.x + R.w}`, stroke: SOFT, "stroke-width": 1.5 }, svg);
+      el("rect", { x: R.x, y: R.y, width: R.w, height: R.h, rx: 10, fill: "none", stroke: INK, "stroke-width": 4 }, svg);
+      el("rect", { x: 737, y: R.y + R.h - 4, width: 48, height: 8, fill: "#fff" }, svg);
+      el("path", { d: `M737 ${R.y + R.h} V${R.y + R.h - 48}`, stroke: INK, "stroke-width": 3, "stroke-linecap": "round" }, svg);
+      el("path", { d: `M737 ${R.y + R.h - 48} A48 48 0 0 1 785 ${R.y + R.h}`, stroke: MUTE, "stroke-width": 1.5, "stroke-dasharray": "3 5", fill: "none" }, svg);
+      const D = [["Research", SKY], ["Write", LIL], ["Review", MINT]], DY = [175, 283, 391];
+      D.forEach(([s, c], i) => {
+        el("rect", { x: 548, y: DY[i] - 16, width: 26, height: 32, rx: 8, fill: SOFT, stroke: INK, "stroke-width": 2.5 }, svg);
+        el("rect", { x: 586, y: DY[i] - 32, width: 150, height: 64, rx: 8, fill: c, stroke: INK, "stroke-width": 3 }, svg);
+        txt(svg, 646, DY[i] + 8, s, { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+      });
+      el("rect", { x: 790, y: 96, width: 110, height: 350, rx: 10, fill: YEL, stroke: INK, "stroke-width": 3 }, svg);
+      el("rect", { x: 800, y: 132, width: 90, height: 304, rx: 6, fill: "#fff", stroke: INK, "stroke-width": 2 }, svg);
+      txt(svg, 845, 122, "Board", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      const cards = Array.from({ length: 6 }, (_, m) => {
+        const g = el("g", {}, svg);
+        el("rect", { x: -17, y: -12, width: 34, height: 24, rx: 4, fill: YEL, stroke: INK, "stroke-width": 2 }, g);
+        el("rect", { x: -10, y: -5, width: 20, height: 4, rx: 2, fill: "#fff" }, g);
+        el("rect", { x: -10, y: 2, width: 13, height: 3, rx: 1.5, fill: "#fff" }, g);
+        return { g, row: m % 3, col: 1 - Math.floor(m / 3), s: 0.5 + m * 1.1 };
+      });
+      return (t) => {
+        const fade = 1 - seg(t, 8.3, 8.9);
+        cards.forEach((c) => {
+          const a = t - c.s, pop = ob(seg(a, 0, 0.25)), k = io(seg(a, 0.3, 1.0)), x0 = 716, x1 = 826 + 40 * c.col;
+          tf(c.g, x0 + (x1 - x0) * k, DY[c.row] - 22 * Math.sin(Math.PI * k), Math.max(0.001, pop), 0);
+          c.g.setAttribute("opacity", (a > 0 ? 1 : 0) * fade);
+        });
+      };
+    },
+  };
+
+  /* ---- player ---- */
+  const q = new URLSearchParams(location.search), frozen = q.has("mgstill"), fixed = parseFloat(q.get("mgstill"));
+  const calm = matchMedia("(prefers-reduced-motion: reduce)").matches;
+  const mount = (fig) => {
+    const sc = SC[fig.dataset.scene], img = fig.querySelector("img"); if (!sc || !img) return;
+    const W = sc.w || 800, H = sc.h || 600;
+    const svg = el("svg", { viewBox: `0 0 ${W} ${H}`, class: "mg-svg", role: "group", "aria-label": img.alt || "" });
+    svg.style.aspectRatio = `${W} / ${H}`;
+    el("rect", { width: W, height: H, fill: "#fff" }, svg);
+    img.replaceWith(svg);
+    let off = 0, raf = 0, seen = false, held = calm;
+    const base = performance.now(), clock = () => (performance.now() - base) / 1000;
+    let draw = () => {};
+    const frame = () => { const now = clock(); draw(held ? sc.still : (((now + off) % sc.dur) + sc.dur) % sc.dur, now); };
+    const tick = () => { cancelAnimationFrame(raf); frame(); if (seen && !held) raf = requestAnimationFrame(tick); };
+    const api = { now: clock, seek: (s) => { off = s - clock(); held = false; tick(); }, poke: () => { held = false; tick(); } };
+    draw = sc.build(svg, api);
+    if (frozen) { draw(isNaN(fixed) ? sc.still : fixed, 0); return; }
+    new IntersectionObserver(([e]) => {
+      seen = e.isIntersecting;
+      if (seen) { tick(); if (!fig.dataset.sent && window.posthog) { fig.dataset.sent = 1; window.posthog.capture("blog_scene_view", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } }
+      else cancelAnimationFrame(raf);
+    }, { threshold: 0.25 }).observe(fig);
+    svg.addEventListener("click", () => { if (!fig.dataset.hit && window.posthog) { fig.dataset.hit = 1; window.posthog.capture("blog_scene_interact", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } });
+    frame();
+  };
+  const go = () => document.querySelectorAll("figure.mg[data-scene]").forEach(mount);
+  const fonts = document.fonts && document.fonts.load ? Promise.all([document.fonts.load('700 32px "Space Grotesk"'), document.fonts.load('500 20px "Space Grotesk"'), document.fonts.load('700 20px "JetBrains Mono"')]).catch(() => {}) : Promise.resolve();
+  const start = () => fonts.then(go, go);
+  if (document.readyState === "loading") document.addEventListener("DOMContentLoaded", start); else start();
+})();
diff --git a/blog/src/assets/media/ai-agent-office-github/shelf.png b/blog/src/assets/media/ai-agent-office-github/shelf.png
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diff --git a/blog/src/assets/media/claude-duet-app/motion.css b/blog/src/assets/media/claude-duet-app/motion.css
new file mode 100644
index 0000000000..4966d72c36
--- /dev/null
+++ b/blog/src/assets/media/claude-duet-app/motion.css
@@ -0,0 +1,13 @@
+/* Bright coded scenes for "Claude Duet app". Pairs with motion.js. */
+.prose figure.mg { margin: 42px 0; }
+.prose figure.mg img, .mg .mg-svg { display: block; width: 100%; height: auto; border: 1px solid #1A1320; border-radius: 18px; background: #fff; }
+.mg figcaption { font: 500 13px/1.5 "Space Grotesk", system-ui, sans-serif; color: #6B5878; padding-top: 10px; text-align: center; }
+.mg .mg-svg { touch-action: manipulation; -webkit-tap-highlight-color: transparent; }
+.mg .mg-svg text { -webkit-user-select: none; user-select: none; pointer-events: none; }
+.mg .mg-hit { cursor: pointer; outline: none; }
+.mg [role="slider"] { cursor: grab; touch-action: none; }
+.mg .mg-ring { stroke-opacity: 0; transition: stroke-opacity 0.15s; }
+.mg .mg-hit:focus-visible .mg-ring { stroke-opacity: 1; }
+.mg [role="slider"]:focus-visible circle:nth-child(2) { stroke-width: 5; }
+@media (hover: hover) { .mg .mg-hit:hover .mg-ring { stroke-opacity: 0.5; } }
+@media (prefers-reduced-motion: reduce) { .mg .mg-ring { transition: none; } }
diff --git a/blog/src/assets/media/claude-duet-app/motion.js b/blog/src/assets/media/claude-duet-app/motion.js
new file mode 100644
index 0000000000..ad771dc2e4
--- /dev/null
+++ b/blog/src/assets/media/claude-duet-app/motion.js
@@ -0,0 +1,368 @@
+/* Bright coded scenes for "Claude Duet app". Vanilla JS, no library.
+   <figure class="mg" data-scene="NAME"> holds a still image; this script swaps in a live SVG.
+   Plays only in view, honours reduced motion, "?mgstill" freezes each scene on its still frame. */
+(() => {
+  const NS = "http://www.w3.org/2000/svg";
+  const INK = "#1A1320", YEL = "#FFCA54", BLUE = "#6C8EF5", LIL = "#B69CFF", MINT = "#7FD8AE", SKY = "#9AD8FF", SOFT = "#F1ECF9", MUTE = "#7A6A88", CAP = "#6B5878";
+  const SANS = '"Space Grotesk", system-ui, sans-serif', MONO = '"JetBrains Mono", ui-monospace, monospace';
+  const el = (t, a = {}, p) => { const n = document.createElementNS(NS, t); for (const k in a) n.setAttribute(k, a[k]); if (p) p.appendChild(n); return n; };
+  const txt = (p, x, y, s, a = {}) => { const n = el("text", Object.assign({ x, y, "font-family": SANS, "font-size": 24, "font-weight": 600, fill: INK }, a), p); n.textContent = s; return n; };
+  const cl = (v, a = 0, b = 1) => Math.max(a, Math.min(b, v));
+  const seg = (t, a, b) => cl((t - a) / (b - a));
+  const oc = (x) => 1 - Math.pow(1 - x, 3);
+  const ob = (x) => { const c = 1.70158; return 1 + (c + 1) * Math.pow(x - 1, 3) + c * Math.pow(x - 1, 2); };
+  const io = (x) => (x < 0.5 ? 4 * x * x * x : 1 - Math.pow(-2 * x + 2, 3) / 2);
+  const tf = (n, x, y, s = 1, r = 0) => n.setAttribute("transform", `translate(${x} ${y}) rotate(${r}) scale(${s})`);
+  const button = (g, label, fn) => {
+    g.setAttribute("role", "button"); g.setAttribute("tabindex", "0"); g.setAttribute("aria-label", label); g.classList.add("mg-hit");
+    g.addEventListener("click", fn);
+    g.addEventListener("keydown", (e) => { if (e.key === "Enter" || e.key === " ") { e.preventDefault(); fn(); } });
+  };
+  let uid = 0;
+  const pill = (svg, cx, cy, w, label, fn) => {
+    const g = el("g", {}, svg);
+    el("rect", { x: cx - w / 2 - 7, y: cy - 32, width: w + 14, height: 64, rx: 32, fill: "none", stroke: INK, "stroke-width": 2.5, class: "mg-ring" }, g);
+    el("rect", { x: cx - w / 2, y: cy - 25, width: w, height: 50, rx: 25, fill: YEL, stroke: INK, "stroke-width": 3 }, g);
+    txt(g, cx, cy + 8, label, { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+    button(g, label, fn);
+    return g;
+  };
+  const hint = (svg, s, x = 756, y = 52, anchor = "end") => txt(svg, x, y, s, { "text-anchor": anchor, "font-size": 18, "font-weight": 500, fill: MUTE });
+
+  const SC = {};
+
+  /* ---- 1. one key ring moves from the Claude app hook to the Claude Duet hook ---- */
+  SC.keyring = {
+    dur: 7.2, still: 6.4,
+    build(svg, api) {
+      hint(svg, "tap Swing");
+      const HX = [240, 560], P = [[252, 205], [572, 205]];
+      HX.forEach((x, i) => {
+        txt(svg, x, 112, i ? "Claude Duet" : "Claude app", { "text-anchor": "middle", "font-family": MONO, "font-size": 24, "font-weight": 700 });
+        el("rect", { x: x - 34, y: 130, width: 68, height: 32, rx: 10, fill: i ? LIL : SKY, stroke: INK, "stroke-width": 3 }, svg);
+        [-20, 20].forEach((d) => el("circle", { cx: x + d, cy: 146, r: 3.5, fill: "#fff", stroke: INK, "stroke-width": 2 }, svg));
+      });
+      const ring = el("g", {}, svg), dang = el("g", {}, ring);
+      const T = [["Memory", BLUE, -140], ["Skills", LIL, 0], ["Connectors", MINT, 140]];
+      T.forEach(([, , x]) => el("path", { d: `M0 60 L${x} 176`, stroke: INK, "stroke-width": 2 }, dang));
+      T.forEach(([s, c, x]) => {
+        el("rect", { x: x - 62, y: 176, width: 124, height: 40, rx: 10, fill: c, stroke: INK, "stroke-width": 3 }, dang);
+        txt(dang, x, 202.5, s, { "text-anchor": "middle", "font-size": 18, "font-weight": 700 });
+      });
+      el("path", { d: "M0 60 V86", stroke: INK, "stroke-width": 2.5 }, ring);
+      el("rect", { x: -128, y: 86, width: 256, height: 48, rx: 12, fill: YEL, stroke: INK, "stroke-width": 3 }, ring);
+      el("circle", { cx: -108, cy: 110, r: 5, fill: "#fff", stroke: INK, "stroke-width": 2 }, ring);
+      txt(ring, 10, 117, "Your Claude account", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      el("circle", { cx: 0, cy: 30, r: 30, fill: "none", stroke: INK, "stroke-width": 10 }, ring);
+      el("circle", { cx: 0, cy: 30, r: 30, fill: "none", stroke: YEL, "stroke-width": 4.5 }, ring);
+      HX.forEach((x) => el("path", { d: `M${x} 160 V188 Q${x} 208 ${x + 12} 208 Q${x + 26} 208 ${x + 26} 192`, stroke: INK, "stroke-width": 7, fill: "none", "stroke-linecap": "round" }, svg));
+      pill(svg, 400, 528, 150, "Swing", () => api.seek(0.75));
+      const ang = (t) => {
+        if (t < 0.9) return 3 * Math.sin(t * 2.6) * (1 - seg(t, 0.6, 0.9));
+        if (t < 3) return 14 * Math.sin(2 * Math.PI * io(seg(t, 0.9, 3)));
+        const s = t - 3; return -12 * Math.exp(-1.6 * s) * Math.sin(4.8 * s);
+      };
+      return (t) => {
+        const u = io(seg(t, 0.9, 3)), th = ang(t);
+        const x = P[0][0] + (P[1][0] - P[0][0]) * u, y = P[0][1] - 50 * Math.sin(Math.PI * u);
+        ring.setAttribute("transform", `translate(${x} ${y}) rotate(${th})`);
+        dang.setAttribute("transform", `rotate(${(ang(t - 0.18) - th) * 0.8} 0 60)`);
+        ring.setAttribute("opacity", seg(t, 0, 0.35) * (1 - seg(t, 6.85, 7.2)));
+      };
+    },
+  };
+
+  /* ---- 2. four stands on a shelf, three get a lamp, one stays empty ---- */
+  SC.stands = {
+    dur: 8.4, still: 7.8,
+    build(svg, api) {
+      const X = [130, 310, 490, 670], ON = [1.0, 2.2, 3.4], CARD = 4.6, LITC = [SKY, MINT, LIL];
+      const LAB = [["iPhone"], ["Android"], ["Web at", "claude.ai"], ["Mac or", "Windows app"]];
+      const tap = [null, null, null, null];
+      const cones = X.map((x) => el("path", { d: `M${x - 26} 108 L${x + 26} 108 L${x + 76} 398 L${x - 76} 398 Z`, fill: YEL, opacity: 0 }, svg));
+      const lamps = X.map((x) => {
+        el("path", { d: `M${x} 0 V72`, stroke: INK, "stroke-width": 2.5 }, svg);
+        const bulb = el("circle", { cx: x, cy: 106, r: 9, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, svg);
+        const shade = el("path", { d: `M${x - 30} 104 L${x - 15} 70 H${x + 15} L${x + 30} 104 Z`, fill: SOFT, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg);
+        return { bulb, shade };
+      });
+      el("rect", { x: 40, y: 400, width: 720, height: 20, rx: 6, fill: YEL, stroke: INK, "stroke-width": 3 }, svg);
+      [220, 580].forEach((x) => el("path", { d: `M${x - 18} 420 V462 L${x + 22} 420 Z`, fill: SOFT, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg));
+      LAB.forEach((ls, i) => ls.forEach((s, j) => txt(svg, X[i], 456 + j * 26, s, Object.assign({ "text-anchor": "middle", "font-size": 20, "font-weight": 600 }, s === "claude.ai" ? { "font-family": MONO } : {}))));
+      hint(svg, "tap a stand", 400, 562, "middle");
+      const screens = [];
+      let card;
+      X.forEach((x, i) => {
+        const g = el("g", {}, svg);
+        el("rect", { x: x - 84, y: 172, width: 168, height: 238, rx: 18, fill: "#fff", "fill-opacity": 0, stroke: INK, "stroke-width": 2.5, "stroke-dasharray": "5 6", class: "mg-ring" }, g);
+        if (i === 2) {
+          el("path", { d: `M${x - 60} 400 L${x - 44} 378 H${x + 44} L${x + 60} 400 Z`, fill: LIL, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, g);
+          el("rect", { x: x - 52, y: 290, width: 104, height: 78, rx: 8, fill: "#fff", stroke: INK, "stroke-width": 3 }, g);
+          screens[i] = el("rect", { x: x - 44, y: 298, width: 88, height: 62, rx: 4, fill: SOFT }, g);
+          el("rect", { x: x - 66, y: 366, width: 132, height: 12, rx: 5, fill: "#fff", stroke: INK, "stroke-width": 3 }, g);
+        } else {
+          el("path", { d: `M${x + 10} 386 L${x + 40} 310`, stroke: INK, "stroke-width": 4, "stroke-linecap": "round" }, g);
+          el("rect", { x: x - 42, y: 386, width: 84, height: 14, rx: 4, fill: LIL, stroke: INK, "stroke-width": 3 }, g);
+          if (i < 3) {
+            el("rect", { x: x - 28, y: 280, width: 56, height: 104, rx: 11, fill: "#fff", stroke: INK, "stroke-width": 3 }, g);
+            screens[i] = el("rect", { x: x - 21, y: 291, width: 42, height: 78, rx: 4, fill: SOFT }, g);
+          } else {
+            el("rect", { x: x - 28, y: 280, width: 56, height: 104, rx: 11, fill: "none", stroke: MUTE, "stroke-width": 2, "stroke-dasharray": "6 6" }, g);
+            card = el("g", {}, g);
+            el("rect", { x: x - 80, y: 184, width: 160, height: 74, rx: 12, fill: SOFT, stroke: INK, "stroke-width": 2.5 }, card);
+            txt(card, x, 215, "Not named", { "text-anchor": "middle", "font-size": 19, "font-weight": 700 });
+            txt(card, x, 241, "by Anthropic", { "text-anchor": "middle", "font-size": 19, "font-weight": 700 });
+          }
+          el("rect", { x: x - 36, y: 374, width: 72, height: 12, rx: 4, fill: LIL, stroke: INK, "stroke-width": 3 }, g);
+        }
+        button(g, LAB[i].join(" "), () => { tap[i] = api.now(); api.poke(); });
+      });
+      return (t, now) => {
+        for (let i = 0; i < 3; i++) {
+          const tapped = tap[i] != null, k = tapped ? 1 : oc(seg(t, ON[i], ON[i] + 0.4));
+          const p = Math.sin((tapped ? seg(now - tap[i], 0, 0.5) : seg(t, ON[i], ON[i] + 0.4)) * Math.PI);
+          cones[i].setAttribute("opacity", 0.32 * k);
+          lamps[i].bulb.setAttribute("fill", k > 0.4 ? YEL : "#fff");
+          lamps[i].shade.setAttribute("fill", k > 0.4 ? YEL : SOFT);
+          lamps[i].bulb.setAttribute("r", 9 + 4 * p);
+          screens[i].setAttribute("fill", k > 0.4 ? LITC[i] : SOFT);
+        }
+        if (tap[3] != null) { card.setAttribute("opacity", 1); card.setAttribute("transform", `translate(670 221) scale(${1 + 0.12 * Math.sin(seg(now - tap[3], 0, 0.5) * Math.PI)}) translate(-670 -221)`); }
+        else { const k = ob(seg(t, CARD, CARD + 0.45)); card.setAttribute("opacity", cl(k * 3)); card.setAttribute("transform", `translate(670 221) scale(${Math.max(0.01, k)}) translate(-670 -221)`); }
+      };
+    },
+  };
+
+  /* ---- 3. invitation parcel, sign in key, a few minutes, ready lamp ---- */
+  SC.parcel = {
+    dur: 9.6, still: 9.0,
+    build(svg, api) {
+      hint(svg, "tap Open");
+      const defs = el("defs", {}, svg);
+      // doormat
+      el("rect", { x: 70, y: 228, width: 260, height: 24, rx: 8, fill: LIL, stroke: INK, "stroke-width": 3 }, svg);
+      for (let x = 92; x <= 308; x += 18) el("path", { d: `M${x} 234 V246`, stroke: "#fff", "stroke-width": 3, "stroke-linecap": "round" }, svg);
+      // parcel with its tag behind the front
+      const box = el("g", {}, svg), pid = "mgc" + (++uid);
+      el("rect", { x: 0, y: -400, width: 800, height: 626 }, el("clipPath", { id: pid }, defs));
+      const tagG = el("g", {}, el("g", { "clip-path": `url(#${pid})` }, box));
+      el("path", { d: "M200 84 V150", stroke: INK, "stroke-width": 2.5 }, tagG);
+      el("rect", { x: 112, y: 46, width: 176, height: 38, rx: 10, fill: SKY, stroke: INK, "stroke-width": 2.5 }, tagG);
+      txt(tagG, 200, 71, "iPhone or Android", { "text-anchor": "middle", "font-size": 17, "font-weight": 700 });
+      el("rect", { x: 115, y: 138, width: 170, height: 90, rx: 6, fill: YEL, stroke: INK, "stroke-width": 3 }, box);
+      txt(box, 200, 191, "Invitation email", { "text-anchor": "middle", "font-size": 18, "font-weight": 700 });
+      const fl = el("rect", { x: 115, y: 130, width: 85, height: 10, rx: 3, fill: YEL, stroke: INK, "stroke-width": 3 }, box);
+      const fr = el("rect", { x: 200, y: 130, width: 85, height: 10, rx: 3, fill: YEL, stroke: INK, "stroke-width": 3 }, box);
+      // lock
+      const shackle = el("g", {}, svg);
+      el("path", { d: "M595 142 V108 A30 30 0 0 1 655 108 V142", stroke: INK, "stroke-width": 11, fill: "none" }, shackle);
+      el("path", { d: "M595 142 V108 A30 30 0 0 1 655 108 V142", stroke: SOFT, "stroke-width": 5, fill: "none" }, shackle);
+      const body = el("rect", { x: 570, y: 138, width: 110, height: 92, rx: 14, fill: BLUE, stroke: INK, "stroke-width": 3 }, svg);
+      el("circle", { cx: 625, cy: 178, r: 8, fill: INK }, svg);
+      el("path", { d: "M621 180 L618 200 H632 L629 180 Z", fill: INK }, svg);
+      txt(svg, 625, 264, "Sign in", { "text-anchor": "middle", "font-size": 20, "font-weight": 600 });
+      // key with its tag
+      const slide = el("g", {}, svg);
+      el("path", { d: "M-118 16 L-152 54", stroke: INK, "stroke-width": 2.5 }, slide);
+      el("rect", { x: -250, y: 54, width: 196, height: 34, rx: 10, fill: MINT, stroke: INK, "stroke-width": 2.5 }, slide);
+      txt(slide, -152, 77, "Your Claude account", { "text-anchor": "middle", "font-size": 17, "font-weight": 700 });
+      const key = el("g", {}, slide);
+      el("rect", { x: -104, y: -5, width: 104, height: 10, rx: 3, fill: YEL, stroke: INK, "stroke-width": 2.5 }, key);
+      el("path", { d: "M-24 5 V15 H-16 V5 M-12 5 V12 H-4 V5", fill: YEL, stroke: INK, "stroke-width": 2.5, "stroke-linejoin": "round" }, key);
+      el("circle", { cx: -118, cy: 0, r: 18, fill: YEL, stroke: INK, "stroke-width": 3 }, key);
+      el("circle", { cx: -118, cy: 0, r: 5, fill: "#fff", stroke: INK, "stroke-width": 2 }, key);
+      // sand timer
+      const gid = "mgc" + (++uid), glass = "M168 322 C168 360 196 372 196 385 C196 398 168 410 168 448 H232 C232 410 204 398 204 385 C204 372 232 360 232 322 Z";
+      el("path", { d: glass }, el("clipPath", { id: gid }, defs));
+      el("path", { d: glass, fill: "#fff" }, svg);
+      const sand = el("g", { "clip-path": `url(#${gid})` }, svg);
+      const top = el("rect", { x: 160, y: 326, width: 80, height: 60, fill: YEL }, sand);
+      const bot = el("rect", { x: 160, y: 448, width: 80, height: 0, fill: YEL }, sand);
+      const stream = el("path", { d: "M200 384 V448", stroke: YEL, "stroke-width": 4 }, sand);
+      el("path", { d: glass, fill: "none", stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg);
+      [158, 242].forEach((x) => el("path", { d: `M${x} 322 V448`, stroke: INK, "stroke-width": 4 }, svg));
+      [310, 448].forEach((y) => el("rect", { x: 148, y, width: 104, height: 12, rx: 5, fill: LIL, stroke: INK, "stroke-width": 3 }, svg));
+      txt(svg, 200, 494, "A few minutes", { "text-anchor": "middle", "font-size": 20, "font-weight": 600 });
+      // desk lamp
+      el("path", { d: "M470 460 H740", stroke: INK, "stroke-width": 3, "stroke-linecap": "round" }, svg);
+      const beam = el("path", { d: "M582 366 L662 366 L716 458 L528 458 Z", fill: YEL, opacity: 0 }, svg);
+      el("path", { d: "M600 446 L566 386 L618 332", stroke: INK, "stroke-width": 7, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, svg);
+      el("circle", { cx: 566, cy: 386, r: 7, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      el("rect", { x: 550, y: 444, width: 100, height: 16, rx: 8, fill: BLUE, stroke: INK, "stroke-width": 3 }, svg);
+      const bulb = el("circle", { cx: 622, cy: 366, r: 10, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, svg);
+      const shade = el("path", { d: "M600 326 L644 326 L662 366 L582 366 Z", fill: SOFT, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg);
+      txt(svg, 600, 494, "Ready", { "text-anchor": "middle", "font-size": 20, "font-weight": 600 });
+      pill(svg, 400, 548, 130, "Open", () => api.seek(0));
+      return (t) => {
+        const d = seg(t, 0.4, 1.1), bump = Math.sin(seg(t, 1.1, 1.35) * Math.PI) * 12;
+        box.setAttribute("transform", `translate(0 ${-260 * (1 - oc(d)) - bump})`);
+        box.setAttribute("opacity", seg(t, 0.4, 0.5));
+        const f = io(seg(t, 1.4, 1.9));
+        fl.setAttribute("transform", `rotate(${-125 * f} 115 140)`);
+        fr.setAttribute("transform", `rotate(${125 * f} 285 140)`);
+        tagG.setAttribute("transform", `translate(0 ${100 * (1 - ob(seg(t, 1.7, 2.3)))})`);
+        const s = oc(seg(t, 2.6, 3.3)), turn = io(seg(t, 3.3, 3.9));
+        slide.setAttribute("transform", `translate(${625 - 60 * (1 - s)} 182)`);
+        slide.setAttribute("opacity", seg(t, 2.6, 2.9));
+        key.setAttribute("transform", `scale(1 ${Math.cos(Math.PI * turn)})`);
+        const open = ob(seg(t, 3.9, 4.25));
+        shackle.setAttribute("transform", `translate(0 ${-16 * open})`);
+        body.setAttribute("fill", open > 0.5 ? MINT : BLUE);
+        const k = io(seg(t, 4.6, 6.8));
+        top.setAttribute("y", 326 + 58 * k); top.setAttribute("height", 60 - 58 * k);
+        bot.setAttribute("y", 448 - 56 * k); bot.setAttribute("height", 56 * k);
+        stream.setAttribute("opacity", k > 0 && k < 1 ? 1 : 0);
+        const on = oc(seg(t, 7.0, 7.3));
+        beam.setAttribute("opacity", 0.34 * on);
+        bulb.setAttribute("fill", on > 0.3 ? YEL : "#fff"); shade.setAttribute("fill", on > 0.3 ? YEL : SOFT);
+      };
+    },
+  };
+
+  /* ---- 4. three spoons scoop from one jar, the price tag reads None ---- */
+  SC.jar = {
+    dur: 9.2, still: 8.6,
+    build(svg, api) {
+      hint(svg, "tap Scoop");
+      const defs = el("defs", {}, svg), S = [0.7, 2.5, 4.3], FLIP = 6.3;
+      const lvl = (n) => 0.35 + 0.55 * Math.pow(0.85, n), LY = (f) => 466 - f * 236;
+      el("rect", { x: 30, y: 470, width: 740, height: 16, rx: 6, fill: SOFT, stroke: INK, "stroke-width": 3 }, svg);
+      el("rect", { x: 486, y: 248, width: 262, height: 222, rx: 18, fill: SOFT }, svg);
+      // lid leaning on the left, with its price tag
+      el("circle", { cx: 122, cy: 404, r: 62, fill: LIL, stroke: INK, "stroke-width": 3 }, svg);
+      el("circle", { cx: 122, cy: 404, r: 48, fill: "none", stroke: INK, "stroke-width": 2 }, svg);
+      el("circle", { cx: 122, cy: 350, r: 6, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, svg);
+      el("path", { d: "M122 356 V396", stroke: INK, "stroke-width": 2.5 }, svg);
+      const tag = el("g", {}, svg);
+      const tagR = el("rect", { x: 47, y: 388, width: 150, height: 48, rx: 10, fill: YEL, stroke: INK, "stroke-width": 3 }, tag);
+      el("circle", { cx: 122, cy: 397, r: 4, fill: "#fff", stroke: INK, "stroke-width": 2 }, tag);
+      const tagT = txt(tag, 122, 426, "Extra charge", { "text-anchor": "middle", "font-size": 19, "font-weight": 700 });
+      // jar contents
+      const jarD = "M250 200 V222 Q210 226 210 260 V430 Q210 470 250 470 H390 Q430 470 430 430 V260 Q430 226 390 222 V200";
+      const cid = "mgc" + (++uid);
+      el("path", { d: jarD + " Z" }, el("clipPath", { id: cid }, defs));
+      const fillG = el("g", { "clip-path": `url(#${cid})` }, svg);
+      const goo = el("rect", { x: 205, y: 254, width: 230, height: 300, fill: YEL }, fillG);
+      const surf = el("path", { d: "M205 254 H435", stroke: INK, "stroke-width": 2.5 }, fillG);
+      el("path", { d: "M228 272 V420", stroke: "#fff", "stroke-width": 6, "stroke-linecap": "round", opacity: 0.8 }, fillG);
+      // spoons
+      const SP = [["Chats", SKY], ["Background checks", LIL], ["Large tasks", MINT]];
+      const REST = [[612, 290], [612, 360], [612, 430]];
+      const spoons = SP.map(([s, c]) => {
+        const g = el("g", {}, svg);
+        el("rect", { x: -58, y: -14, width: 172, height: 28, rx: 14, fill: c, stroke: INK, "stroke-width": 3 }, g);
+        txt(g, 30, 5, s, { "text-anchor": "middle", "font-size": 14, "font-weight": 700 });
+        el("ellipse", { cx: -80, cy: 0, rx: 25, ry: 17, fill: "#fff", stroke: INK, "stroke-width": 3 }, g);
+        const scoop = el("circle", { cx: -80, cy: 0, r: 12, fill: YEL, stroke: INK, "stroke-width": 2 }, g);
+        return { g, scoop };
+      });
+      // glass on top so a dipping spoon reads as inside
+      el("path", { d: jarD, fill: "none", stroke: INK, "stroke-width": 4, "stroke-linecap": "round", "stroke-linejoin": "round" }, svg);
+      el("rect", { x: 242, y: 192, width: 156, height: 14, rx: 7, fill: "none", stroke: INK, "stroke-width": 3 }, svg);
+      el("rect", { x: 252, y: 360, width: 136, height: 66, rx: 10, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, svg);
+      txt(svg, 320, 388, "Your plan's", { "text-anchor": "middle", "font-size": 18, "font-weight": 700 });
+      txt(svg, 320, 412, "usage limits", { "text-anchor": "middle", "font-size": 18, "font-weight": 700 });
+      let extra = 0, tapAt = null;
+      pill(svg, 400, 545, 140, "Scoop", () => { extra++; tapAt = api.now(); api.poke(); });
+      // r: seconds into one scoop; y: level line; returns [x, y, angle]
+      const pose = (j, r, y) => {
+        const [rx, ry] = REST[j], st = [341, 112], dip = [341, y + 18 - 77];
+        const a = io(seg(r, 0, 0.45)), dn = io(seg(r, 0.45, 0.75)), up = io(seg(r, 0.75, 1.0)), back = io(seg(r, 1.0, 1.45));
+        if (r < 0.45) return [rx + (st[0] - rx) * a, ry + (st[1] - ry) * a, -75 * a];
+        if (r < 0.75) return [st[0], st[1] + (dip[1] - st[1]) * dn, -75];
+        if (r < 1.0) return [st[0], dip[1] + (st[1] - dip[1]) * up, -75];
+        return [st[0] + (rx - st[0]) * back, st[1] + (ry - st[1]) * back, -75 * (1 - back)];
+      };
+      return (t, now) => {
+        const T = extra > 0 ? 8.6 : t;
+        let n = 0, f = lvl(0);
+        S.forEach((s0, j) => { if (T >= s0 + 0.62) n = j + 1; });
+        S.forEach((s0, j) => { const r = T - s0; if (r >= 0.55 && r < 0.8) f = lvl(j) + (lvl(j + 1) - lvl(j)) * oc(seg(r, 0.55, 0.8)); });
+        if (!S.some((s0) => T - s0 >= 0.55 && T - s0 < 0.8)) f = lvl(n);
+        let busy = -1, rr = 0;
+        if (extra > 0) {
+          const r = now - tapAt, m = 3 + extra;
+          busy = (extra - 1) % 3; rr = r;
+          f = r < 0.55 ? lvl(m - 1) : lvl(m - 1) + (lvl(m) - lvl(m - 1)) * oc(seg(r, 0.55, 0.8));
+        }
+        const y = LY(f);
+        goo.setAttribute("y", y); surf.setAttribute("d", `M205 ${y} H435`);
+        spoons.forEach((sp, j) => {
+          let r = T - S[j], has = r >= 0.75;
+          if (busy === j) { r = rr; has = true; }
+          const [x, yy, a] = r > 0 && r < 1.45 ? pose(j, r, y) : REST[j].concat(0);
+          tf(sp.g, x, yy, 1, a);
+          sp.scoop.setAttribute("opacity", has ? 1 : 0);
+        });
+        const k = io(seg(T, FLIP, FLIP + 0.6)), c = Math.cos(Math.PI * k), back = c < 0;
+        tag.setAttribute("transform", `translate(122 0) scale(${Math.max(0.02, Math.abs(c))} 1) translate(-122 0)`);
+        tagR.setAttribute("fill", back ? MINT : YEL);
+        tagT.textContent = back ? "None" : "Extra charge";
+      };
+    },
+  };
+
+  /* ---- title card, 16 by 9 ---- */
+  SC.hero = {
+    w: 960, h: 540, dur: 6, still: 5.6,
+    build(svg) {
+      el("rect", { x: 64, y: 62, width: 84, height: 40, rx: 20, fill: YEL, stroke: INK, "stroke-width": 2.5 }, svg);
+      txt(svg, 106, 89, "App", { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+      txt(svg, 64, 194, "Claude Duet app", { "font-size": 84, "font-weight": 700 });
+      el("path", { d: "M66 222 H560", stroke: YEL, "stroke-width": 14, "stroke-linecap": "round" }, svg);
+      txt(svg, 64, 278, "iPhone, Android and web", { "font-size": 30, "font-weight": 500, fill: MUTE });
+      txt(svg, 64, 320, "Checked 23 Oct 2026", { "font-size": 20, "font-weight": 500, fill: CAP });
+      el("path", { d: "M150 436 H820", stroke: SOFT, "stroke-width": 22, "stroke-linecap": "round" }, svg);
+      const links = [[178, 262], [318, 400], [620, 730]].map(([a, b]) => el("path", { d: `M${a} 436 H${b}`, stroke: INK, "stroke-width": 2.5, "stroke-dasharray": "2 12", "stroke-linecap": "round" }, svg));
+      const screens = [];
+      [150, 290].forEach((x) => {
+        el("rect", { x: x - 28, y: 384, width: 56, height: 104, rx: 12, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+        screens.push(el("rect", { x: x - 20, y: 396, width: 40, height: 76, rx: 4, fill: SOFT }, svg));
+        el("path", { d: `M${x - 7} 480 H${x + 7}`, stroke: INK, "stroke-width": 2.5, "stroke-linecap": "round" }, svg);
+      });
+      el("rect", { x: 400, y: 380, width: 220, height: 112, rx: 12, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      el("path", { d: "M400 404 H620", stroke: INK, "stroke-width": 2.5 }, svg);
+      [418, 432, 446].forEach((x) => el("circle", { cx: x, cy: 392, r: 4, fill: SOFT, stroke: INK, "stroke-width": 1.5 }, svg));
+      screens.push(el("rect", { x: 412, y: 414, width: 196, height: 66, rx: 6, fill: SOFT }, svg));
+      const card = el("rect", { x: 730, y: 404, width: 180, height: 66, rx: 14, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      txt(svg, 820, 445, "Claude Duet", { "text-anchor": "middle", "font-family": MONO, "font-size": 24, "font-weight": 700 });
+      const ON = [0.6, 1.6, 2.6], CARDT = 3.6, COL = [SKY, MINT, LIL];
+      return (t) => {
+        screens.forEach((s, i) => s.setAttribute("fill", t >= ON[i] ? COL[i] : SOFT));
+        links.forEach((l, i) => l.setAttribute("stroke", t >= (i < 2 ? ON[i + 1] : CARDT) ? BLUE : INK));
+        card.setAttribute("fill", t >= CARDT ? YEL : "#fff");
+      };
+    },
+  };
+
+  /* ---- player ---- */
+  const q = new URLSearchParams(location.search), frozen = q.has("mgstill"), fixed = parseFloat(q.get("mgstill"));
+  const calm = matchMedia("(prefers-reduced-motion: reduce)").matches;
+  const mount = (fig) => {
+    const sc = SC[fig.dataset.scene], img = fig.querySelector("img"); if (!sc || !img) return;
+    const W = sc.w || 800, H = sc.h || 600;
+    const svg = el("svg", { viewBox: `0 0 ${W} ${H}`, class: "mg-svg", role: "group", "aria-label": img.alt || "" });
+    svg.style.aspectRatio = `${W} / ${H}`;
+    el("rect", { width: W, height: H, fill: "#fff" }, svg);
+    img.replaceWith(svg);
+    let off = 0, raf = 0, seen = false, held = calm;
+    const base = performance.now(), clock = () => (performance.now() - base) / 1000;
+    let draw = () => {};
+    const frame = () => { const now = clock(); draw(held ? sc.still : (((now + off) % sc.dur) + sc.dur) % sc.dur, now); };
+    const tick = () => { cancelAnimationFrame(raf); frame(); if (seen && !held) raf = requestAnimationFrame(tick); };
+    const api = { now: clock, seek: (s) => { off = s - clock(); held = false; tick(); }, poke: () => { held = false; tick(); } };
+    draw = sc.build(svg, api);
+    if (frozen) { draw(isNaN(fixed) ? sc.still : fixed, 0); return; }
+    new IntersectionObserver(([e]) => {
+      seen = e.isIntersecting;
+      if (seen) { tick(); if (!fig.dataset.sent && window.posthog) { fig.dataset.sent = 1; window.posthog.capture("blog_scene_view", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } }
+      else cancelAnimationFrame(raf);
+    }, { threshold: 0.25 }).observe(fig);
+    svg.addEventListener("click", () => { if (!fig.dataset.hit && window.posthog) { fig.dataset.hit = 1; window.posthog.capture("blog_scene_interact", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } });
+    frame();
+  };
+  const go = () => document.querySelectorAll("figure.mg[data-scene]").forEach(mount);
+  const fonts = document.fonts && document.fonts.load ? Promise.all([document.fonts.load('700 32px "Space Grotesk"'), document.fonts.load('500 20px "Space Grotesk"'), document.fonts.load('700 20px "JetBrains Mono"')]).catch(() => {}) : Promise.resolve();
+  const start = () => fonts.then(go, go);
+  if (document.readyState === "loading") document.addEventListener("DOMContentLoaded", start); else start();
+})();
diff --git a/blog/src/assets/media/claude-duet-app/parcel.png b/blog/src/assets/media/claude-duet-app/parcel.png
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diff --git a/blog/src/posts/agent-tools-today-2026-10-23.md b/blog/src/posts/agent-tools-today-2026-10-23.md
new file mode 100644
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+---
+title: "Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell"
+seoTitle: "Agent Tools Today (23 Oct 2026): Launches, Skills, MCP Servers"
+description: "The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source."
+date: 2026-10-23
+category: news
+categoryLabel: News
+type: Non-technical
+series: agent-tools-today
+primaryKeyword: "agent tools today 23 oct 2026"
+secondaryKeywords: ["claude duet", "openai cli", "nvidia openshell", "omnara", "copilot cli 1.0.103", "openclaw 2026.10.6"]
+tags: ["Daily Brief", "Claude Code", "MCP", "Open Source"]
+---
+
+Agent tools today, 23 Oct 2026, in one line: Anthropic opened a waitlist for Claude Duet, a proactive agent app, OpenAI shipped an official CLI for its API, and Nvidia's OpenShell sandbox reached the Hacker News front page. Every number was checked on 23 Oct. The last edition is [22 Oct](/blog/agent-tools-today-2026-10-22/).
+
+[Munder Difflin](https://harnessmd.com/download) is free and open source: a desktop app that runs a team of AI agents for all kinds of knowledge work, coding included, on your own computer. It is not ranked in the lists below.
+
+<figure class="mg" data-scene="today"><img src="/blog/assets/media/agent-tools-today-2026-10-23/today.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. On a white background, a small square labelled Agent sits inside a box labelled Sandbox. The square sends three requests outward: one to a file, one to a package site and one to a new host. A gate labelled Policy lets the first two through with a green tick and adds a key only to the approved one. The third request stops at the gate with a label that reads Waiting for review. Tap Approve to let it through."><figcaption>How OpenShell checks each agent request against a policy, drawn from its README on 23 Oct 2026.</figcaption></figure>
+
+## Top 3 launches
+
+1. **Claude Duet.** Anthropic opened a research preview of "a new app where Claude works as a proactive agent": it sends a morning brief across your connected apps, takes on tasks, keeps working when you step away and checks with you before it acts for you. Built on Claude Opus 5.5, by waitlist, starting with US Pro and Max plans. Announced 21 Oct, more than 540 points and 500 comments on Hacker News. Our [waitlist guide](/blog/claude-duet-waitlist/) covers who gets in first. [Source](https://claude.com/resources/articles/claude-duet), and [Anthropic's post on X](https://x.com/claudeai/status/2112984664256241837)
+2. **OpenAI CLI.** The official command line tool for the OpenAI REST API: generate images, upload files and run batches from a shell script. Its README says to use Codex CLI instead when you want a coding agent to work on a project. More than 230 points on Hacker News on 22 Oct, v1.40.5 on 23 Oct, Apache 2.0, more than 1,050 stars. [Source](https://github.com/openai/openai-cli)
+3. **Omnara.** A Show HN for an open source managed agent platform and a self hosted alternative to Claude Managed Agents and OpenAI's Agents API, with tools, secrets and permissions built in. 110 points on Hacker News on 21 Oct, a release on 23 Oct, Apache 2.0, more than 3,150 stars. [Source](https://github.com/omnara-ai/omnara)
+
+## Top 3 skills, MCP servers and plugins
+
+1. **Co-op Anything.** An MCP server and playbook: point your coding agent at a single player PC game and it reverse engineers the game, builds the multiplayer, tests it with bots inside the game and packages it for friends to join over Steam. Created 16 Oct. MIT, more than 840 stars on 23 Oct. [Source](https://github.com/cranebeaker/coop-anything)
+2. **NS game Apple ARM port.** An instruction skill, written in Chinese, for porting Nintendo Switch games to Apple silicon on macOS, iPadOS and iOS with a Rust compatibility layer and Metal. It asks for real run evidence before a port counts as done. Created 18 Oct. MIT, more than 470 stars on 23 Oct. [Source](https://github.com/realskyrin/ns-game-apple-arm-port)
+3. **Archestra 1.4.** A gateway for LLM calls and MCP servers that gives Claude Code, Codex and Cursor one token, with cost limits and guardrails. Version 1.4 swaps in OpenAPPA guardrails and adds a remote agent runtime that takes work off your laptop and hands it back; v1.4.2 followed on 23 Oct. AGPL 3.0 or an enterprise licence, more than 4,350 stars. [Source](https://github.com/archestra-ai/archestra/releases/tag/platform-v1.4.0)
+
+## Top 3 moves from multi agent tools
+
+1. **GitHub Copilot CLI 1.0.103.** Published 22 Oct. ACP sessions now honour saved sandbox settings and the `--sandbox` flags, including on resume, cloud replies keep their full text after a dropped connection, and cached MCP tool lists are shared across Git worktrees of one repository. See [Copilot CLI vs Claude Code](/blog/github-copilot-cli-vs-claude-code-for-hive-work/). [Source](https://github.com/github/copilot-cli/releases/tag/v1.0.103)
+2. **OpenClaw 2026.10.6.** Published 22 Oct, a patch with "focused reliability fixes only" across 293 pull requests. It now requires a patched Node runtime, 24.22.1 or 26.12.1 and up, which rejects TLS chains signed with the certificate keys exposed in the October Node security releases, and `openclaw update` refuses to install on an older Node. Compare it in [Hermes Agent vs OpenClaw](/blog/hermes-agent-vs-openclaw/). [Source](https://github.com/openclaw/openclaw/releases/tag/v2026.10.6)
+3. **OpenCode v1.19.4.** Published 22 Oct. It bundles Bun 1.4.4, which carries security fixes for Brotli, TLS, HTTP, WebSocket and `fetch`, and updates root certificates. [Source](https://github.com/anomalyco/opencode/releases/tag/v1.19.4)
+
+Also out: [Claude Code v2.1.308](https://github.com/anthropics/claude-code/releases/tag/v2.1.308), published 22 Oct, with notes that say only "Bug fixes and reliability improvements."
+
+## Top 3 rising repos
+
+1. **earshot.** "Ears for coding agents": it turns sound into evidence an agent can reason about, and lets an agent make sound effects in code. Runs locally on CPU as a CLI, a Python API and an MCP server. Created 15 Oct. MIT, more than 2,200 stars on 23 Oct. [Source](https://github.com/Leonxlnx/earshot)
+2. **PandaCode.** A native desktop workspace that runs Claude Code, Codex, OpenCode, Copilot CLI and other agent CLIs side by side, with a task board and an architect with up to three workers. Built on Tauri, with no account and no telemetry. Created 18 Oct. More than 500 stars on 23 Oct under the PandaCode License, MIT with a rule that public or commercial forks must say so. [Source](https://github.com/aicodeking/pandacode)
+3. **OpenGCUA.** Tongyi's open stack for generalist computer use agents that read the accessibility tree, call app APIs and run shell commands as well as click, with a paper and released trajectories from eight models. Created 15 Oct. Apache 2.0, more than 430 stars on 23 Oct. [Source](https://github.com/Tongyi-MAI/OpenGCUA)
+
+New repos can gain stars quickly for reasons other than use, so treat these as names to watch, not recommendations.
+
+## Top 3 things people are arguing about
+
+1. **Should an agent sandbox send telemetry by default?** Nvidia's OpenShell runs each agent in an isolated sandbox, checks every file access and network call against a policy, adds credentials only to requests bound for approved endpoints, and uses formal verification to hold risky policy changes for review. Its README also says it collects anonymous operational telemetry unless you turn it off, and that drew the sharpest replies. More than 320 points on Hacker News on 22 Oct; v0.1.5 shipped 20 Oct. Our [sandboxing guide](/blog/agent-security-and-sandboxing/) covers the wider choice. [Source](https://github.com/NVIDIA/OpenShell)
+2. **Can Claude prove code safe, or only the model of it?** Anthropic and Theorem report that Claude proved security properties at the RISC V assembly level in more than 100 open source libraries and found bugs that years of testing missed. Replies asked how anyone knows the proof matches the real program, and whether agents can scale the method past small libraries. More than 180 points on Hacker News on 22 Oct. [Source](https://www.anthropic.com/research/formal-verification)
+3. **Why every model gives the same "controversial" take.** ModelCompare asked 12 models from ten labs for their most controversial take on humans, three times each. All of them said at least once that people pick what their group believes and then invent the reasons; 7 said it every time. More than 270 points and 320 comments on Hacker News on 22 Oct. [Source](https://www.modelcompare.ai/blog/ai-models-controversial-take-on-humans)
+
+## How this list is built
+
+Each day our agents read GitHub releases and new repos, vendor posts, official accounts on X and the Hacker News front page about coding agents. A name only makes a list with a link that was opened and a signal that can be shown: points, stars or a dated release. Repos are checked against the GitHub API before they appear, and a claim that exists only as a social post is left out. New here? Start with the [install guide](/blog/how-to-install-and-use-munder-difflin/).
+
+<link rel="stylesheet" href="/blog/assets/media/agent-tools-today-2026-10-23/motion.css"><script defer src="/blog/assets/media/agent-tools-today-2026-10-23/motion.js"></script>
diff --git a/blog/src/posts/ai-agent-office-github.md b/blog/src/posts/ai-agent-office-github.md
new file mode 100644
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+---
+title: "Open Source AI Agent Office Apps on GitHub (Oct 2026)"
+description: "Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences."
+date: 2026-10-23
+category: comparisons
+categoryLabel: Comparisons
+type: Non-technical
+primaryKeyword: "ai agent office github"
+secondaryKeywords: ["agent office github", "ai agent office", "open source ai agent office", "ai office agents open source", "virtual office ai agents github"]
+tags: ["Comparisons", "Open Source", "AI Agents"]
+faq:
+  - q: "What is an AI agent office?"
+    a: "A desktop or web app that runs several AI agents as one team. Each agent has a role, the tasks sit on a shared board, and the agents pass messages to each other and to you. The work can be code, research, writing or any other knowledge work."
+  - q: "Is there a free, open source AI agent office app?"
+    a: "Yes. All eight projects on this list carry an open source licence on GitHub, checked on 23 Oct 2026. The software is free; you still pay for the model behind it, unless you run a local one. AgentOffice, for example, runs on local models through Ollama."
+  - q: "Is MetaGPT still maintained?"
+    a: "Not actively, as far as GitHub shows. On 23 Oct 2026 its last commit was from 21 Jan 2026 and its last release, v0.8.1, was from April 2024. The code is still MIT licensed and usable."
+  - q: "What happened to AutoGen?"
+    a: "Microsoft's AutoGen README now says the project is archived and no longer maintained, and points new users to Microsoft Agent Framework. AG2, which describes itself as formerly AutoGen, is still active and Apache 2.0 licensed."
+  - q: "Can an AI agent office do work that is not coding?"
+    a: "Yes, if the app is built for it. ChatDev 2.0 describes itself as a platform for developing everything, and Munder Difflin runs agents for all kinds of knowledge work, coding included. OpenHands, Pixel Agents and Claude Squad are built around coding agents."
+---
+
+An AI agent office is an app that runs several AI agents as one team, with roles, a shared board and messages. The open source ones on GitHub worth a look are ChatDev, [Munder Difflin](https://harnessmd.com/download), OpenHands, CrewAI, AG2, Pixel Agents, AgentOffice and Claude Squad. Checked 23 Oct 2026.
+
+Licences and dates come from GitHub, read on 23 Oct 2026. This list sits in our [Comparisons hub](/blog/topics/comparisons/), next to our wider pick of [open source AI agents](/blog/open-source-ai-agents/).
+
+## What is an AI agent office app?
+
+It is a desktop or web app where several AI agents work as one team on your jobs. Three parts make it an office rather than a chat window:
+
+- **Roles.** Each agent has a job, such as researcher, writer or reviewer.
+- **A shared board.** Tasks sit where you and every agent can see them.
+- **Messages.** Agents hand work to each other and ask you when they are stuck.
+
+The work does not have to be code; research, reports and spreadsheets fit the same shape. Our [multi agent harness explainer](/blog/what-is-a-multi-agent-harness/) covers the idea, and [Run an office of AI agents](/blog/run-an-office-of-ai-agents/) shows a working day.
+
+<figure class="mg" data-scene="corkboard"><img src="/blog/assets/media/ai-agent-office-github/corkboard.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. On a white desk, three stacked trays are labelled Researcher, Writer and Reviewer. A corkboard labelled Shared board holds cards that slide from a To do column to a Done column. A row of pigeonholes labelled Messages fills and empties as small envelopes pass between the trays."><figcaption>The three parts of an AI agent office: roles, a shared board and messages.</figcaption></figure>
+
+## Which open source agent office apps are on GitHub?
+
+Eight projects pass three tests: an open source licence, a commit in the last three months, and a README that describes several agents working together.
+
+**1. ChatDev.** [ChatDev](https://github.com/OpenBMB/ChatDev) from OpenBMB began as a "Virtual Software Company" with agents such as CEO, CTO and Programmer. Its README calls version 2.0, released on 7 Jan 2026, "a Zero-Code Multi-Agent Platform for Developing Everything", run from a web console. Apache 2.0. Best for: designing an agent team without code.
+
+**2. Munder Difflin.** This is what we make. [Munder Difflin](https://harnessmd.com/download) is free and open source: a desktop app that runs a team of AI agents for all kinds of knowledge work, coding included, on your own computer. MIT licence, code at [HarnessMD/munder-difflin](https://github.com/HarnessMD/munder-difflin). A Cloud Office and a mobile app are coming soon. The [install guide](/blog/how-to-install-and-use-munder-difflin/) goes from download to a first agent. Best for: a ready office for technical and non technical work.
+
+**3. OpenHands.** [OpenHands](https://github.com/OpenHands/OpenHands) now leads its README with Agent Canvas, which "turns your coding agents into a self-hosted, always-on engineering team". It runs its own agent or Claude Code, Codex, Gemini, Pi and OpenCode, on a laptop or a server. MIT. Best for: a coding team that keeps working with your laptop shut.
+
+**4. CrewAI.** [CrewAI](https://github.com/crewAIInc/crewAI) is "an open-source Python framework" for multi agent workflows, with "role-based AI agents". It is a library you code against, not an app; a paid AMP Suite adds a control plane. MIT. Best for: Python developers building their own office.
+
+**5. AG2.** [AG2](https://github.com/ag2ai/ag2), formerly AutoGen, is "an open-source programming framework for building AI agents and facilitating cooperation among multiple agents". Apache 2.0. Best for: AutoGen style teams that still get updates.
+
+**6. Pixel Agents.** [Pixel Agents](https://github.com/pixel-agents-hq/pixel-agents) turns the coding agents in your terminals into "animated pixel-art characters working in a tiny office", in VS Code or a browser. Claude Code is the agent it supports today, and its README lists a task board as a plan: "Most of this is still ahead." MIT, v1.5.0 on 17 Oct 2026. Best for: seeing which agent is busy.
+
+**7. AgentOffice.** [AgentOffice](https://github.com/harishkotra/agent-office) promises "Self-growing AI teams in a pixel-art virtual office" on local models through Ollama. Agents talk, take tasks from a TaskBoard and can hire new team members on their own, which is more autonomy than most interns get. MIT, last commit 25 Sep 2026. Best for: tinkering with a local, visual team.
+
+**8. Claude Squad.** [Claude Squad](https://github.com/smtg-ai/claude-squad) is "a terminal app that manages multiple" agents such as Claude Code, Codex and Gemini, each task in "its own isolated git workspace". No roles or board; it is the lean option. AGPL 3.0, v1.0.20 on 20 Aug 2026. See [Claude Squad vs Munder Difflin](/blog/claude-squad-vs-munder-difflin/).
+
+<figure class="mg" data-scene="shelf"><img src="/blog/assets/media/ai-agent-office-github/shelf.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. Eight plain boxes slide one by one onto a long white shelf, labelled ChatDev, Munder Difflin, OpenHands, CrewAI, AG2, Pixel Agents, AgentOffice and Claude Squad. As each box lands, a small tag drops onto it with its licence: Apache 2.0, MIT or AGPL 3.0."><figcaption>Eight open source agent office projects, licences checked on 23 Oct 2026.</figcaption></figure>
+
+## Agent office apps compared, checked 23 Oct 2026
+
+| Project | Kind | Licence | Latest activity |
+| --- | --- | --- | --- |
+| ChatDev | Web app | Apache 2.0 | Commit 16 Oct 2026 |
+| Munder Difflin | Desktop app | MIT | Commit 22 Oct 2026 |
+| OpenHands | Self hosted app | MIT | Commit 23 Oct 2026 |
+| CrewAI | Python framework | MIT | Commit 23 Oct 2026 |
+| AG2 | Python framework | Apache 2.0 | Commit 22 Oct 2026 |
+| Pixel Agents | Viewer | MIT | v1.5.0, 17 Oct 2026 |
+| AgentOffice | Browser app | MIT | Commit 25 Sep 2026 |
+| Claude Squad | Terminal app | AGPL 3.0 | v1.0.20, 20 Aug 2026 |
+
+Licences come from the GitHub API, dates from commit histories and releases. The kinds are our labels.
+
+## Is an agent framework the same as an agent office app?
+
+No. A framework is a library you write code against; an office app is something you open and use. ChatDev, Munder Difflin, OpenHands and AgentOffice are apps you run. CrewAI and AG2 are what you would build one with. Our view: if you do not want to write Python, start with an app. [How to choose a multi-agent tool](/blog/how-to-choose-a-multi-agent-tool/) has a checklist, and [CrewAI and AutoGen vs a local agent harness](/blog/crewai-autogen-vs-a-local-agent-harness/) covers the split.
+
+<figure class="mg" data-scene="bins"><img src="/blog/assets/media/ai-agent-office-github/bins.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. Three white bins stand in a row, labelled Apps you run, Frameworks you code and Viewers you watch. Name cards drop from above: ChatDev, Munder Difflin and OpenHands land in Apps you run, CrewAI and AG2 in Frameworks you code, and Pixel Agents in Viewers you watch."><figcaption>Apps you run, frameworks you code against, and a viewer, as their READMEs described them on 23 Oct 2026.</figcaption></figure>
+
+## Which projects did we leave out, and why?
+
+Six well known names failed the check on 23 Oct 2026:
+
+- **MetaGPT.** MIT and famous for its AI software company, but its last commit was 21 Jan 2026 and its last release, v0.8.1, is from April 2024.
+- **AutoGen.** Its [README](https://github.com/microsoft/autogen) says "Project archived and no longer maintained" and points to Microsoft Agent Framework. AG2 carries the AutoGen line on.
+- **AI Town.** MIT, but it is "a virtual town where AI characters live, chat and socialize". Nobody files a report.
+- **Claw Empire** and **Star Office UI.** Pixel offices with no commit since March 2026; GitHub could not match Star Office UI's licence to a standard one.
+- **AionUi.** Apache 2.0 and busy, but we read it as a cowork app with many agents in one window, not a team with roles and a board.
+
+<figure class="mg" data-scene="lamps"><img src="/blog/assets/media/ai-agent-office-github/lamps.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A row of white desk lamps sits on a long table. Lamps labelled MetaGPT, last commit 21 Jan 2026, and AutoGen, archived, dim to grey one after the other. A card labelled AG2 slides under the AutoGen lamp and its bulb glows blue again."><figcaption>MetaGPT has had no commit since 21 Jan 2026 and AutoGen's README says it is archived, checked on 23 Oct 2026.</figcaption></figure>
+
+## Which agent office app should you pick?
+
+Pick by whether you want to write code and what work the team does.
+
+- **ChatDev** to design an agent team without code.
+- **Munder Difflin** for a ready desktop office for any knowledge work, coding included.
+- **OpenHands** for an always on coding team on a server.
+- **CrewAI** or **AG2** to build your own in Python.
+- **Pixel Agents** or **AgentOffice** to watch agents as pixel art.
+- **Claude Squad** for parallel coding sessions in the terminal.
+
+For Claude Code in particular, see [the best Claude Code multi agent tools](/blog/best-claude-code-multi-agent-tools/).
+
+<link rel="stylesheet" href="/blog/assets/media/ai-agent-office-github/motion.css"><script defer src="/blog/assets/media/ai-agent-office-github/motion.js"></script>
diff --git a/blog/src/posts/claude-duet-app.md b/blog/src/posts/claude-duet-app.md
new file mode 100644
index 0000000000..deb468e61d
--- /dev/null
+++ b/blog/src/posts/claude-duet-app.md
@@ -0,0 +1,98 @@
+---
+title: "Claude Duet App: iPhone, Android and Web, and How to Get It"
+description: "Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost."
+date: 2026-10-23
+category: guides
+categoryLabel: Guides
+type: Non-technical
+primaryKeyword: "claude duet app"
+secondaryKeywords: ["claude duet download", "claude duet ios", "claude duet android", "claude duet desktop", "claude duet apply", "claude duet access"]
+tags: ["Guides", "AI Agents"]
+faq:
+  - q: "Is there a Claude Duet app for Mac or Windows?"
+    a: "Anthropic does not name one. Its Claude Duet product page says that on a computer you open Duet on the web at claude.ai. That was the wording when we checked on 23 Oct 2026."
+  - q: "Where do I download the Claude Duet app?"
+    a: "Through your invitation. Anthropic's help article says to open the invitation email on your phone and follow the setup steps for iPhone or Android, using the Apple or Google account linked to the email you gave when you joined the waitlist."
+  - q: "Is the Claude Duet app the same as the Claude app?"
+    a: "No. Anthropic's announcement says that for now Claude Duet lives in its own app, separate from the main Claude app. It uses the same Claude account, including memory, skills and connectors."
+  - q: "Can I apply for Claude Duet outside the US?"
+    a: "Not yet. Anthropic's help article lists a Pro or Max plan, a US Claude account and an invitation from the waitlist. Anthropic gives no date for other countries."
+  - q: "Does the Claude Duet app cost extra?"
+    a: "Not during the research preview. Anthropic says Claude Duet is included in Pro and Max plans and shares your plan's usage limits with the rest of Claude, and its background checks count toward those limits."
+---
+
+Yes, there is a Claude Duet app: a standalone app for iOS and Android, and on a computer you open it on the web at claude.ai. To get it you need a Pro or Max plan in the US and an invitation from the waitlist. Checked 23 Oct 2026.
+
+Claude Duet is Anthropic's proactive agent app, in research preview since 21 Oct 2026. Our [explainer](/blog/what-is-claude-duet/) covers what it does; this page covers the app itself. Sources: Anthropic's [product page](https://claude.com/product/claude-duet), its [announcement](https://claude.com/resources/articles/claude-duet) and its help article [Get started with Claude Duet](https://support.claude.com/en/articles/17631495-get-started-with-claude-duet), all opened on 23 Oct 2026.
+
+## Is there a Claude Duet app?
+
+Yes. The product page says, word for word: "Claude Duet is a standalone app for iOS and Android." The announcement of 21 Oct 2026 puts it the same way: "It's available as a standalone app on iOS and Android, and on claude.ai."
+
+It is a separate app, not a tab inside the Claude app you may already have. The announcement says: "For now, Claude Duet lives in its own app, separate from the main Claude app." It still runs on your Claude account. The product page says Duet uses "your Claude account, including memory, skills, and connectors."
+
+<figure class="mg" data-scene="keyring"><img src="/blog/assets/media/claude-duet-app/keyring.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. Two hooks on a white wall are labelled Claude app and Claude Duet. A key ring labelled Your Claude account, carrying three tags for Memory, Skills and Connectors, swings from the first hook to the second. Both hooks stay on the wall, side by side."><figcaption>Claude Duet is its own app, separate from the main Claude app, on the same Claude account (Anthropic, 21 Oct 2026).</figcaption></figure>
+
+## Which phones does it run on?
+
+iPhone and Android. Those are the only two phones Anthropic names, and the help article asks you to choose "your phone type (iPhone or Android)" when you join the waitlist. Anthropic's Duet pages do not list minimum iOS or Android versions, so we will not guess them.
+
+| Platform, checked 23 Oct 2026 | What Anthropic says |
+| --- | --- |
+| iPhone (iOS) | Standalone app |
+| Android | Standalone app |
+| Any computer | "open it on the web at claude.ai" |
+| Mac or Windows app | Not named on Anthropic's Duet pages |
+| Minimum iOS or Android version | Not listed |
+
+The first three rows are Anthropic's own words; the last two are our selection of things readers ask about that Anthropic does not cover.
+
+<figure class="mg" data-scene="stands"><img src="/blog/assets/media/claude-duet-app/stands.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. Four stands sit on a white shelf. A small lamp lights over each in turn: a phone stand labelled iPhone, a phone stand labelled Android and a laptop stand labelled Web at claude.ai. The fourth stand, labelled Mac or Windows app, stays empty with a card reading Not named by Anthropic."><figcaption>Where Claude Duet runs, from Anthropic's product page on 23 Oct 2026.</figcaption></figure>
+
+## Can I use Claude Duet on a Mac or PC?
+
+Yes, in a browser. The product page says: "On a computer, you can open it on the web at claude.ai." We read that as any computer with a browser, Mac or Windows alike, since it is a web page rather than an install. Anthropic does not name a Mac or Windows download for Duet, and on 23 Oct 2026 the Duet banner on Claude's [download page](https://claude.com/download) only led to the waitlist.
+
+Your computer does not have to stay on, either. The product page says that when you hand it a task, "it works on its own computer in the cloud, using apps you connect." The announcement adds that its virtual machine means it "doesn't require your laptop or phone to be on."
+
+## How do I download it?
+
+Through your invitation, not a store search. Anthropic's help article gives this order:
+
+1. Open the [Claude Duet page](https://claude.com/product/claude-duet), press Join the waitlist, and enter your name and the email on your Claude account.
+2. Choose your Claude plan and your phone type, iPhone or Android.
+3. Wait for the email. "Invitations go out in waves, so joining the waitlist doesn't guarantee a specific date."
+4. When it is your turn, "open the invitation email on your phone and follow the setup steps for iPhone or Android", using "the Apple or Google account linked to the email address you gave us."
+5. Open Claude Duet and sign in with your Claude account. It "can take a few minutes for the app to become available after you accept the invitation."
+
+Anthropic's Duet pages link no App Store or Google Play listing, so we do not link one either. Our view: if a store search turns up an app called Duet without an invitation, check who made it before you install anything.
+
+<figure class="mg" data-scene="parcel"><img src="/blog/assets/media/claude-duet-app/parcel.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A parcel labelled Invitation email lands on a doormat and its lid lifts to show a tag reading iPhone or Android. A key labelled Your Claude account turns in a lock labelled Sign in. A small sand timer labelled A few minutes runs out, and a desk lamp labelled Ready switches on."><figcaption>From invitation to first sign in, as Anthropic's help article described it on 23 Oct 2026.</figcaption></figure>
+
+## Who can get it?
+
+US subscribers on Pro or Max, once invited. The help article lists three things you need: a Pro or Max plan, a US Claude account and an invitation from the waitlist. The product page adds: "Team and Enterprise plans are not included yet." Free plans are not on the list.
+
+Anthropic says it built Duet "for professionals and small business owners with more on their plates than they can track." Our [waitlist guide](/blog/claude-duet-waitlist/) covers the wait itself: what Anthropic says about timing (very little) and what to set up before your invite arrives.
+
+## Does the app cost extra?
+
+No, not during the research preview. The announcement says "Claude Duet is included in Pro and Max plans," and the product page says it "shares your plan's usage limits with the rest of Claude." The catch is in the next line: "Its background checks count toward those limits," and larger tasks, "like building a financial model or a deck, require more model turns and background work." So there is no extra charge, but Duet spends the same allowance as your chats.
+
+<figure class="mg" data-scene="jar"><img src="/blog/assets/media/claude-duet-app/jar.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. One glass jar labelled Your plan's usage limits sits on a white table. Three spoons labelled Chats, Background checks and Large tasks dip in and lift out scoops in turn, and the level drops a little each time. A price tag on the lid labelled Extra charge flips over to read None in the preview."><figcaption>Claude Duet is included in Pro and Max and shares your plan's usage limits during the preview, from Anthropic's pages on 23 Oct 2026.</figcaption></figure>
+
+## What does the app do once you are in?
+
+It messages you first. You talk to it "through text or voice", the product page says it is "Powered by Opus 5.5", and the announcement says it "messages you only when something needs your attention." Before it sends a message, makes a payment, signs a document or deletes anything, "it shows you exactly what it's about to do and waits for your approval." The [explainer](/blog/what-is-claude-duet/) covers the morning brief and the approval rules in full.
+
+## What if you cannot get it yet?
+
+Use something with no waitlist. If you are outside the US, on a Team plan, or simply still waiting, three places to start:
+
+1. [Claude Duet alternatives](/blog/claude-duet-alternatives/): our list of proactive agents you can use today.
+2. [Munder Difflin](https://harnessmd.com/download): free and open source: a desktop app that runs a team of AI agents for all kinds of knowledge work, coding included, on your own computer. The Cloud Office and a mobile app are coming soon. Setup is in our [install guide](/blog/how-to-install-and-use-munder-difflin/). Unlike Duet, it runs on your computer, so that computer has to be on while it works.
+3. [Build your own Claude Duet](/blog/build-your-own-claude-duet/): a daily brief you set up yourself.
+
+More guides like this one sit on our [guides page](/blog/topics/guides/).
+
+<link rel="stylesheet" href="/blog/assets/media/claude-duet-app/motion.css"><script defer src="/blog/assets/media/claude-duet-app/motion.js"></script>
diff --git a/blog/src/posts/open-source-ai-agents.md b/blog/src/posts/open-source-ai-agents.md
index adc4e580fe..9d95f0fd84 100644
--- a/blog/src/posts/open-source-ai-agents.md
+++ b/blog/src/posts/open-source-ai-agents.md
@@ -94,7 +94,7 @@ Most top results list frameworks, and some have aged. As of 1 Oct 2026, Modal's
 
 ## Which open source AI agent should you pick?
 
-Match the agent to the job.
+Match the agent to the job. For agent teams, see [agent office apps on GitHub](/blog/ai-agent-office-github/).
 
 * Pick **OpenClaw** if you want one assistant in your chat apps.
 * Pick **Munder Difflin** if you want several named agents with roles, each on the CLI you already use.
diff --git a/blog/src/posts/what-is-claude-duet.md b/blog/src/posts/what-is-claude-duet.md
index 3a2ee082fa..05ff061471 100644
--- a/blog/src/posts/what-is-claude-duet.md
+++ b/blog/src/posts/what-is-claude-duet.md
@@ -39,6 +39,8 @@ Claude Duet is Anthropic's new app in which Claude acts as a proactive agent. An
 | Where | Standalone app on iOS and Android, and on claude.ai |
 | Apps it can use | "over 6,000 connectors and plugins in the Claude Marketplace" |
 
+For the phones it runs on, using it on a computer and how the download works, see our [Claude Duet app guide](/blog/claude-duet-app/).
+
 ## How does Claude Duet work?
 
 It starts from your Claude account. Your memory, skills and connected apps carry over, and you talk to Duet in one ongoing thread, by typing or by voice. Each morning it sends a short brief on the most important items across your connected apps. During the day it checks those apps every few hours and messages you only when something needs you. Anthropic says it does not check nonstop "because checking nonstop would use up your plan's limits much faster," and you can tell it what you want to hear about and how often.

From aa4db04305cdee18837edaefe709837deae5ac8e Mon Sep 17 00:00:00 2001
From: chaitanyagiri <girichaitanya11@gmail.com>
Date: Fri, 23 Oct 2026 10:59:03 +0530
Subject: [PATCH 2/3] seo-engine: add Black October, what PHP2Shell is and how
 to patch

Founder request, 23 Oct 2026. New news post with a title card and four
scenes as code with stills, a media.json entry, and one link sentence in
the 22 Oct brief. Independent fact review failed 8 lines; all fixed.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 blog/src/_data/media.json                     |  11 +
 .../black-october-php2shell/calendar.png      | Bin 0 -> 109812 bytes
 .../black-october-php2shell/clipboard.png     | Bin 0 -> 93772 bytes
 .../black-october-php2shell/conveyor.png      | Bin 0 -> 54273 bytes
 .../media/black-october-php2shell/hero.png    | Bin 0 -> 88709 bytes
 .../media/black-october-php2shell/motion.css  |  13 +
 .../media/black-october-php2shell/motion.js   | 314 ++++++++++++++++++
 .../media/black-october-php2shell/tally.png   | Bin 0 -> 87496 bytes
 .../src/posts/agent-tools-today-2026-10-22.md |   2 +-
 blog/src/posts/black-october-php2shell.md     |  95 ++++++
 10 files changed, 434 insertions(+), 1 deletion(-)
 create mode 100644 blog/src/assets/media/black-october-php2shell/calendar.png
 create mode 100644 blog/src/assets/media/black-october-php2shell/clipboard.png
 create mode 100644 blog/src/assets/media/black-october-php2shell/conveyor.png
 create mode 100644 blog/src/assets/media/black-october-php2shell/hero.png
 create mode 100644 blog/src/assets/media/black-october-php2shell/motion.css
 create mode 100644 blog/src/assets/media/black-october-php2shell/motion.js
 create mode 100644 blog/src/assets/media/black-october-php2shell/tally.png
 create mode 100644 blog/src/posts/black-october-php2shell.md

diff --git a/blog/src/_data/media.json b/blog/src/_data/media.json
index afb04f2805..0e3b531aec 100644
--- a/blog/src/_data/media.json
+++ b/blog/src/_data/media.json
@@ -5258,5 +5258,16 @@
       "status": "ready"
     },
     "inline": {}
+  },
+  "black-october-php2shell": {
+    "title": "Black October: What PHP2Shell Is and How to Patch (Oct 2026)",
+    "category": "news",
+    "hero": {
+      "file": "assets/media/black-october-php2shell/hero.png",
+      "alt": "Title card on white. A pill reading Security, the title Black October, the line What PHP2Shell is and how to patch and a Checked 23 Oct 2026 line. A white server rack with four slots labelled 8.5.12, 8.4.27, 8.3.36 and 8.2.35 lights a green tick beside each slot in turn.",
+      "prompt": "Title card: the hero scene in assets/media/black-october-php2shell/motion.js, shot at 1600 by 900.",
+      "status": "ready"
+    },
+    "inline": {}
   }
 }
diff --git a/blog/src/assets/media/black-october-php2shell/calendar.png b/blog/src/assets/media/black-october-php2shell/calendar.png
new file mode 100644
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diff --git a/blog/src/assets/media/black-october-php2shell/motion.css b/blog/src/assets/media/black-october-php2shell/motion.css
new file mode 100644
index 0000000000..9d9dd697d0
--- /dev/null
+++ b/blog/src/assets/media/black-october-php2shell/motion.css
@@ -0,0 +1,13 @@
+/* Bright coded scenes for "Black October: What PHP2Shell Is and How to Patch". Pairs with motion.js. */
+.prose figure.mg { margin: 42px 0; }
+.prose figure.mg img, .mg .mg-svg { display: block; width: 100%; height: auto; border: 1px solid #1A1320; border-radius: 18px; background: #fff; }
+.mg figcaption { font: 500 13px/1.5 "Space Grotesk", system-ui, sans-serif; color: #6B5878; padding-top: 10px; text-align: center; }
+.mg .mg-svg { touch-action: manipulation; -webkit-tap-highlight-color: transparent; }
+.mg .mg-svg text { -webkit-user-select: none; user-select: none; pointer-events: none; }
+.mg .mg-hit { cursor: pointer; outline: none; }
+.mg [role="slider"] { cursor: grab; touch-action: none; }
+.mg .mg-ring { stroke-opacity: 0; transition: stroke-opacity 0.15s; }
+.mg .mg-hit:focus-visible .mg-ring { stroke-opacity: 1; }
+.mg [role="slider"]:focus-visible circle:nth-child(2) { stroke-width: 5; }
+@media (hover: hover) { .mg .mg-hit:hover .mg-ring { stroke-opacity: 0.5; } }
+@media (prefers-reduced-motion: reduce) { .mg .mg-ring { transition: none; } }
diff --git a/blog/src/assets/media/black-october-php2shell/motion.js b/blog/src/assets/media/black-october-php2shell/motion.js
new file mode 100644
index 0000000000..d484424c65
--- /dev/null
+++ b/blog/src/assets/media/black-october-php2shell/motion.js
@@ -0,0 +1,314 @@
+/* Bright coded scenes for "Black October: What PHP2Shell Is and How to Patch". Vanilla JS, no library.
+   <figure class="mg" data-scene="NAME"> holds a still image; this script swaps in a live SVG.
+   Plays only in view, honours reduced motion, "?mgstill" freezes each scene on its still frame. */
+(() => {
+  const NS = "http://www.w3.org/2000/svg";
+  const INK = "#1A1320", YEL = "#FFCA54", BLUE = "#6C8EF5", LIL = "#B69CFF", MINT = "#7FD8AE", SKY = "#9AD8FF", SOFT = "#F1ECF9", MUTE = "#7A6A88", CAP = "#6B5878", GREY = "#DCD6E3";
+  const SANS = '"Space Grotesk", system-ui, sans-serif', MONO = '"JetBrains Mono", ui-monospace, monospace';
+  const el = (t, a = {}, p) => { const n = document.createElementNS(NS, t); for (const k in a) n.setAttribute(k, a[k]); if (p) p.appendChild(n); return n; };
+  const txt = (p, x, y, s, a = {}) => { const n = el("text", Object.assign({ x, y, "font-family": SANS, "font-size": 24, "font-weight": 600, fill: INK }, a), p); n.textContent = s; return n; };
+  /* text with mono runs: parts is a list of [string, isMono] */
+  const rich = (p, x, y, parts, a = {}) => { const n = el("text", Object.assign({ x, y, "font-family": SANS, "font-size": 24, "font-weight": 600, fill: INK }, a), p); parts.forEach(([s, m]) => { const t = el("tspan", m ? { "font-family": MONO, "font-weight": 700 } : {}, n); t.textContent = s; }); return n; };
+  const cl = (v, a = 0, b = 1) => Math.max(a, Math.min(b, v));
+  const seg = (t, a, b) => cl((t - a) / (b - a));
+  const oc = (x) => 1 - Math.pow(1 - x, 3);
+  const ob = (x) => { const c = 1.70158; return 1 + (c + 1) * Math.pow(x - 1, 3) + c * Math.pow(x - 1, 2); };
+  const io = (x) => (x < 0.5 ? 4 * x * x * x : 1 - Math.pow(-2 * x + 2, 3) / 2);
+  const tf = (n, x, y, s = 1, r = 0) => n.setAttribute("transform", `translate(${x} ${y}) rotate(${r}) scale(${s})`);
+  const button = (g, label, fn) => {
+    g.setAttribute("role", "button"); g.setAttribute("tabindex", "0"); g.setAttribute("aria-label", label); g.classList.add("mg-hit");
+    g.addEventListener("click", fn);
+    g.addEventListener("keydown", (e) => { if (e.key === "Enter" || e.key === " ") { e.preventDefault(); fn(); } });
+  };
+  /* a pill button with a focus ring, and the muted hint beside it */
+  const pill = (svg, x, y, w, label, col, fn) => {
+    const g = el("g", {}, svg);
+    el("rect", { x: x - 6, y: y - 6, width: w + 12, height: 56, rx: 28, fill: "none", stroke: INK, "stroke-width": 2.5, class: "mg-ring" }, g);
+    el("rect", { x, y, width: w, height: 44, rx: 22, fill: col, stroke: INK, "stroke-width": 3 }, g);
+    txt(g, x + w / 2, y + 29, label, { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+    button(g, label, fn);
+    return g;
+  };
+  const hint = (svg, x, y, s, anchor = "end") => txt(svg, x, y, s, { "text-anchor": anchor, "font-size": 16, "font-weight": 500, fill: MUTE });
+  /* a mint tick in a round badge, drawn around 0,0 */
+  const badge = (p, r = 18) => {
+    const g = el("g", {}, p);
+    el("circle", { r, fill: MINT, stroke: INK, "stroke-width": 2.5 }, g);
+    el("path", { d: `M${-r * 0.42} ${r * 0.02} L${-r * 0.1} ${r * 0.34} L${r * 0.44} ${-r * 0.32}`, stroke: INK, "stroke-width": 3, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, g);
+    return g;
+  };
+
+  const SC = {};
+
+  /* ---- 1. the October 2026 calendar: the 21st gets ringed and the page turns into Black October ---- */
+  SC.calendar = {
+    dur: 10, still: 9.6,
+    build(svg, api) {
+      const X = 50, Y = 64, W = 420, CW = 56, CH = 60, GX = X + (W - 7 * CW) / 2, GY = Y + 104;
+      el("circle", { cx: X + W / 2, cy: 24, r: 6, fill: INK }, svg);
+      el("path", { d: `M${X + W / 2} 24 L${X + 80} ${Y} M${X + W / 2} 24 L${X + W - 80} ${Y}`, stroke: INK, "stroke-width": 2, fill: "none" }, svg);
+      el("rect", { x: X + 10, y: Y + 10, width: W, height: 480, rx: 20, fill: SOFT }, svg);
+      el("rect", { x: X, y: Y, width: W, height: 480, rx: 20, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      const head = el("path", { d: `M${X} ${Y + 84} V${Y + 20} Q${X} ${Y} ${X + 20} ${Y} H${X + W - 20} Q${X + W} ${Y} ${X + W} ${Y + 20} V${Y + 84} Z`, fill: LIL, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg);
+      [X + 80, X + W - 80].forEach((x) => el("circle", { cx: x, cy: Y, r: 7, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, svg));
+      const hg = el("g", {}, svg);
+      const h1 = txt(hg, 0, 13, "October 2026", { "text-anchor": "middle", "font-size": 36, "font-weight": 700 });
+      const h2 = txt(hg, 0, 13, "Black October", { "text-anchor": "middle", "font-size": 36, "font-weight": 700 });
+      for (let r = 1; r < 5; r++) el("path", { d: `M${GX} ${GY + r * CH} H${GX + 7 * CW}`, stroke: SOFT, "stroke-width": 2 }, svg);
+      let c21 = null;
+      for (let d = 1; d <= 31; d++) {
+        const i = d + 2, cx = GX + (i % 7) * CW + CW / 2, cy = GY + Math.floor(i / 7) * CH + CH / 2;
+        txt(svg, cx, cy + 8, String(d), { "text-anchor": "middle", "font-size": 22, "font-weight": d === 21 ? 700 : 500, fill: d === 21 ? INK : CAP });
+        if (d === 21) c21 = [cx, cy];
+      }
+      const ring = el("circle", { cx: c21[0], cy: c21[1], r: 25, fill: "none", stroke: YEL, "stroke-width": 7, pathLength: 1, "stroke-dasharray": 1, "stroke-linecap": "round", transform: `rotate(-90 ${c21[0]} ${c21[1]})` }, svg);
+      const lx = GX + 3 * CW;
+      const lead = el("path", { d: `M${c21[0] + 19} ${c21[1] + 18} Q${lx} ${c21[1] + 24} ${lx} ${c21[1] + 44} V${GY + 5 * CH + 18}`, stroke: INK, "stroke-width": 2.5, fill: "none", pathLength: 1, "stroke-dasharray": 1, "stroke-linecap": "round" }, svg);
+      const lab = el("g", {}, svg);
+      el("rect", { x: -90, y: 0, width: 180, height: 40, rx: 20, fill: YEL, stroke: INK, "stroke-width": 2.5 }, lab);
+      txt(lab, 0, 27, "Fixes released", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      const tag = el("g", {}, svg);
+      el("path", { d: "M10 52 L48 14 H250 V196 H48 L10 158 Z", fill: YEL, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, tag);
+      el("circle", { cx: 42, cy: 105, r: 9, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, tag);
+      txt(tag, 72, 74, "PHP2Shell", { "font-family": MONO, "font-size": 28, "font-weight": 700 });
+      el("path", { d: "M72 94 H230", stroke: INK, "stroke-width": 2, "stroke-dasharray": "2 7", "stroke-linecap": "round" }, tag);
+      txt(tag, 72, 134, "2 CVEs", { "font-size": 26, "font-weight": 700 });
+      txt(tag, 72, 172, "CVSS 9.2", { "font-size": 26, "font-weight": 700 });
+      hint(svg, 604, 559, "tap Replay");
+      pill(svg, 622, 530, 130, "Replay", SKY, () => api.seek(0));
+      return (t) => {
+        ring.setAttribute("stroke-dashoffset", 1 - io(seg(t, 1.2, 2.2)));
+        lead.setAttribute("stroke-dashoffset", 1 - seg(t, 2.1, 2.6));
+        const p = ob(seg(t, 2.5, 2.9)); tf(lab, lx, GY + 5 * CH + 18, p); lab.setAttribute("opacity", seg(t, 2.5, 2.6));
+        const s = oc(seg(t, 3.4, 4.2)); tf(tag, 508 + 300 * (1 - s), 196, 1, 4 * (1 - s) - 2); tag.setAttribute("opacity", seg(t, 3.4, 3.7));
+        const f = seg(t, 5.6, 6.4), first = f < 0.5, sy = first ? 1 - io(f * 2) : io(f * 2 - 1);
+        hg.setAttribute("transform", `translate(${X + W / 2} ${Y + 42}) scale(1 ${Math.max(sy, 0.001)})`);
+        h1.setAttribute("opacity", first ? 1 : 0); h2.setAttribute("opacity", first ? 0 : 1);
+        head.setAttribute("fill", first ? LIL : BLUE);
+      };
+    },
+  };
+
+  /* ---- 2. a conveyor: Request 1 hits the memory limit, leaves a stale note, Request 2 takes it ---- */
+  SC.conveyor = {
+    dur: 11, still: 10.6,
+    build(svg, api) {
+      const BY = 430, NX = 480, S = 1.25;
+      el("path", { d: `M90 ${BY + 34} V505 M710 ${BY + 34} V505 M70 505 H110 M690 505 H730`, stroke: INK, "stroke-width": 3, "stroke-linecap": "round" }, svg);
+      el("rect", { x: 30, y: BY, width: 740, height: 34, rx: 17, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      const rollers = Array.from({ length: 11 }, (_, i) => { const g = el("g", {}, svg); el("circle", { r: 10, fill: SOFT, stroke: INK, "stroke-width": 2 }, g); el("path", { d: "M-6 0 H6", stroke: INK, "stroke-width": 2, "stroke-linecap": "round" }, g); return { g, x: 64 + i * 67 }; });
+      /* gauge */
+      txt(svg, 700, 100, "Memory limit", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      el("rect", { x: 680, y: 118, width: 40, height: 230, rx: 20, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      const gf = el("rect", { x: 686, width: 28, rx: 14, fill: BLUE }, svg);
+      el("path", { d: "M670 132 H730", stroke: INK, "stroke-width": 3, "stroke-linecap": "round" }, svg);
+      const tray = (label, col) => {
+        const g = el("g", {}, svg), blocks = [];
+        el("path", { d: "M-95 -100 V0 H95 V-100", fill: "#fff", stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, g);
+        for (let r = 0; r < 3; r++) for (let c = 0; c < 4; c++) blocks.push(el("rect", { x: -86 + c * 44, y: -55 - r * 20, width: 40, height: 17, rx: 5, fill: [BLUE, LIL, SKY][(r + c) % 3], stroke: INK, "stroke-width": 2 }, g));
+        el("rect", { x: -95, y: -36, width: 190, height: 36, fill: col, stroke: INK, "stroke-width": 3 }, g);
+        txt(g, 0, -12, label, { "text-anchor": "middle", "font-size": 18, "font-weight": 700 });
+        return { g, blocks };
+      };
+      const t1 = tray("Request 1", SKY), t2 = tray("Request 2", LIL);
+      t2.blocks.forEach((b) => b.setAttribute("opacity", 0));
+      const note = el("g", {}, svg);
+      el("path", { d: "M-38 -38 H38 V24 L24 38 H-38 Z", fill: YEL, stroke: INK, "stroke-width": 2.5, "stroke-linejoin": "round" }, note);
+      el("path", { d: "M38 24 H24 V38", fill: "none", stroke: INK, "stroke-width": 2, "stroke-linejoin": "round" }, note);
+      txt(note, 0, -6, "Stale", { "text-anchor": "middle", "font-size": 17, "font-weight": 700 });
+      txt(note, 0, 16, "state", { "text-anchor": "middle", "font-size": 17, "font-weight": 700 });
+      hint(svg, 584, 559, "tap Next request");
+      pill(svg, 600, 530, 160, "Next request", YEL, () => api.seek(6));
+      const x1 = (t) => -130 + 430 * seg(t, 0.3, 4.4);
+      const x2 = (t) => -140 + 400 * oc(seg(t, 6.2, 7.6)) + 270 * io(seg(t, 8.5, 9.8));
+      return (t) => {
+        const a = x1(t), b = x2(t), travel = a + 110 + b + 120;
+        rollers.forEach((r) => tf(r.g, r.x, BY + 17, 1, (travel / 10) * 57.3));
+        const k = seg(t, 1.0, 4.4), drain = seg(t, 5.4, 6.2), lvl = k * (1 - drain), h = 218 * lvl;
+        gf.setAttribute("y", 342 - h); gf.setAttribute("height", Math.max(h, 0)); gf.setAttribute("opacity", h > 1 ? 1 : 0);
+        gf.setAttribute("fill", k >= 1 && drain < 0.5 ? YEL : BLUE);
+        const jolt = Math.sin(seg(t, 4.4, 4.9) * Math.PI * 4) * 3 * (1 - seg(t, 4.4, 4.9)), lift = io(seg(t, 5.3, 5.9));
+        tf(t1.g, a, BY - 120 * lift, S, jolt); t1.g.setAttribute("opacity", 1 - lift);
+        t1.blocks.forEach((n, i) => n.setAttribute("opacity", k * 12 > i ? 1 : 0));
+        tf(t2.g, b, BY, S);
+        /* the note: pops out of tray 1, lands on the belt, then hops into tray 2 and rides along */
+        const pop = seg(t, 4.7, 5.2), hop = seg(t, 7.7, 8.2);
+        let nx, ny, nr, no = 1;
+        if (t < 4.7) { nx = a; ny = BY - 75; nr = 0; no = 0; }
+        else if (hop <= 0) { const q = io(pop); nx = a + (NX - a) * q; ny = BY - 75 - 90 * Math.sin(q * Math.PI) + 21 * q; nr = -4 * q; }
+        else { const q = io(hop); nx = NX + (b - NX) * q; ny = BY - 54 - 70 * Math.sin(q * Math.PI) - 41 * q; nr = -4 + 7 * q; }
+        if (t >= 8.2) { nx = b; ny = BY - 95; nr = 3; }
+        tf(note, nx, ny, S, nr); note.setAttribute("opacity", no);
+      };
+    },
+  };
+
+  /* ---- 3. a tally counter clicks through four stops ---- */
+  SC.tally = {
+    dur: 11.5, still: 11,
+    build(svg, api) {
+      const ST = [1.0, 3.2, 5.4, 7.6], SX = [115, 305, 495, 685], TY = 420;
+      const STOP = [["10 hours before", "thousands"], ["45 minutes after", "tens of thousands"], ["2 hours after", "hundreds of thousands"], ["later", "millions"]];
+      el("path", { d: "M30 280 H770", stroke: INK, "stroke-width": 3, "stroke-linecap": "round" }, svg);
+      el("path", { d: "M30 290 H770", stroke: SOFT, "stroke-width": 8, "stroke-linecap": "round" }, svg);
+      const plunger = el("g", {}, svg);
+      el("rect", { x: 382, y: 82, width: 36, height: 30, fill: GREY, stroke: INK, "stroke-width": 3 }, plunger);
+      el("rect", { x: 362, y: 62, width: 76, height: 26, rx: 13, fill: LIL, stroke: INK, "stroke-width": 3 }, plunger);
+      el("circle", { cx: 660, cy: 192, r: 28, fill: "none", stroke: INK, "stroke-width": 9 }, svg);
+      el("circle", { cx: 660, cy: 192, r: 28, fill: "none", stroke: GREY, "stroke-width": 4 }, svg);
+      el("rect", { x: 170, y: 104, width: 460, height: 176, rx: 70, fill: GREY, stroke: INK, "stroke-width": 3.5 }, svg);
+      el("rect", { x: 210, y: 154, width: 380, height: 76, rx: 14, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      const defs = el("defs", {}, svg), cp = el("clipPath", { id: "mg-bo-tally-win" }, defs);
+      el("rect", { x: 212, y: 156, width: 376, height: 72, rx: 12 }, cp);
+      const win = el("g", { "clip-path": "url(#mg-bo-tally-win)" }, svg);
+      const vals = STOP.map((s) => txt(win, 400, 202, s[1], { "text-anchor": "middle", "font-size": 28, "font-weight": 700 }));
+      const tag = el("g", {}, svg);
+      el("path", { d: "M-210 0 H200 L216 22 L200 44 H-210 Z", fill: YEL, stroke: INK, "stroke-width": 2.5, "stroke-linejoin": "round" }, tag);
+      el("circle", { cx: 196, cy: 22, r: 5, fill: "#fff", stroke: INK, "stroke-width": 2 }, tag);
+      txt(tag, -6, 30, "Attempts, not confirmed breaches", { "text-anchor": "middle", "font-size": 21, "font-weight": 700 });
+      el("path", { d: `M${SX[0]} ${TY} H${SX[3]}`, stroke: SOFT, "stroke-width": 10, "stroke-linecap": "round" }, svg);
+      const track = el("path", { stroke: LIL, "stroke-width": 10, "stroke-linecap": "round" }, svg);
+      const dots = STOP.map((s, i) => {
+        const halo = el("circle", { cx: SX[i], cy: TY, r: 20, fill: "none", stroke: LIL, "stroke-width": 3 }, svg);
+        const d = el("circle", { cx: SX[i], cy: TY, r: 12, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+        txt(svg, SX[i], TY + 46, s[0], { "text-anchor": "middle", "font-size": 19, "font-weight": 700 });
+        txt(svg, SX[i], TY + 72, s[1], { "text-anchor": "middle", "font-size": 16, "font-weight": 500, fill: CAP });
+        return { d, halo };
+      });
+      let man = -1, at = 0, last = 0;
+      const idxAt = (t) => { let i = -1; ST.forEach((s, j) => { if (t >= s) i = j; }); return i; };
+      hint(svg, 646, 51, "tap Step");
+      pill(svg, 660, 22, 104, "Step", SKY, () => {
+        const cur = man >= 0 ? man : idxAt(last);
+        if (cur >= 3) { man = 3; at = api.now() - 9; } else { man = cur + 1; at = api.now(); }
+        api.poke();
+      });
+      return (t, now) => {
+        last = t;
+        const tt = man < 0 ? t : man === 3 ? Math.min(ST[3] + (now - at), 11) : Math.min(ST[man] + (now - at), ST[man] + 1.2);
+        const i = idxAt(tt), k = i < 0 ? 1 : oc(seg(tt, ST[i], ST[i] + 0.4));
+        const press = i < 0 ? 0 : Math.sin(seg(tt, ST[i], ST[i] + 0.3) * Math.PI);
+        plunger.setAttribute("transform", `translate(0 ${12 * press})`);
+        vals.forEach((v, j) => {
+          const y = j === i ? 40 * (1 - k) : j === i - 1 ? -40 * k : 0, o = j === i ? k : j === i - 1 ? 1 - k : 0;
+          v.setAttribute("transform", `translate(0 ${y})`); v.setAttribute("opacity", o);
+        });
+        track.setAttribute("d", `M${SX[0]} ${TY} H${i > 0 ? SX[i - 1] + (SX[i] - SX[i - 1]) * k : SX[0]}`);
+        track.setAttribute("opacity", i > 0 ? 1 : 0);
+        dots.forEach((d, j) => {
+          d.d.setAttribute("fill", j <= i ? LIL : "#fff");
+          const q = j === i ? seg(tt, ST[i], ST[i] + 0.6) : 1;
+          d.halo.setAttribute("opacity", j === i ? 1 - q * 0.4 : 0); d.halo.setAttribute("r", 14 + 8 * oc(q));
+        });
+        const g = oc(seg(tt, 8.6, 9.2)); tf(tag, 400, 316 - 16 * (1 - g)); tag.setAttribute("opacity", g);
+      };
+    },
+  };
+
+  /* ---- 4. a clipboard checklist ticks itself off ---- */
+  SC.clipboard = {
+    dur: 10, still: 9.6,
+    build(svg, api) {
+      const T = [1.2, 2.5, 3.8, 5.1], RY = [170, 255, 340, 425], BX = 190;
+      const ROWS = [[["Run ", 0], ["php -v", 1]], [["Update to the fixed release", 0]], [["Keep the WAF on", 0]], [["Check logs from 17 Oct", 0]]];
+      el("rect", { x: 152, y: 72, width: 520, height: 500, rx: 22, fill: LIL }, svg);
+      el("rect", { x: 140, y: 60, width: 520, height: 500, rx: 22, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      el("rect", { x: 330, y: 36, width: 140, height: 56, rx: 14, fill: GREY, stroke: INK, "stroke-width": 3 }, svg);
+      el("circle", { cx: 400, cy: 56, r: 9, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, svg);
+      const ticks = RY.map((y, i) => {
+        el("rect", { x: BX, y: y - 23, width: 46, height: 46, rx: 9, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+        rich(svg, 262, y + 9, ROWS[i], { "font-size": 26, "font-weight": 600 });
+        if (i < 3) el("path", { d: `M190 ${y + 42} H610`, stroke: SOFT, "stroke-width": 2 }, svg);
+        const g = el("g", {}, svg);
+        const d = "M-12 1 L-4 10 L13 -11";
+        el("path", { d, stroke: INK, "stroke-width": 10, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, g);
+        el("path", { d, stroke: MINT, "stroke-width": 5, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, g);
+        return { g, x: BX + 23, y };
+      });
+      const note = el("g", {}, svg);
+      el("rect", { x: -182, y: -30, width: 364, height: 60, rx: 6, fill: YEL, stroke: INK, "stroke-width": 2.5 }, note);
+      txt(note, 0, 8, "Plugins alone do not fix it", { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+      let man = -1, at = 0, last = 0;
+      const countAt = (t) => T.filter((s) => t >= s).length;
+      hint(svg, 778, 510, "tap Check");
+      pill(svg, 682, 528, 96, "Check", MINT, () => {
+        const cur = man >= 0 ? man : countAt(last);
+        man = cur >= 4 ? 1 : cur + 1; at = api.now(); api.poke();
+      });
+      const land = (g, x, y, k) => { tf(g, x, y - 34 * (1 - k), 1.5 - 0.5 * k, -12 * (1 - k)); g.setAttribute("opacity", k > 0 ? 1 : 0); };
+      return (t, now) => {
+        last = t;
+        let nk;
+        if (man < 0) {
+          ticks.forEach((s, i) => land(s.g, s.x, s.y, oc(seg(t, T[i], T[i] + 0.35))));
+          nk = ob(seg(t, 6.6, 7.1));
+        } else {
+          const e = now - at;
+          ticks.forEach((s, i) => land(s.g, s.x, s.y, i < man - 1 ? 1 : i === man - 1 ? oc(seg(e, 0, 0.35)) : 0));
+          nk = man === 4 ? ob(seg(e, 0.4, 0.9)) : 0;
+        }
+        tf(note, 400, 510 + 20 * (1 - nk), 1, -2); note.setAttribute("opacity", cl(nk));
+      };
+    },
+  };
+
+  /* ---- title card, 16 by 9: a server rack whose four PHP versions get a tick in turn ---- */
+  SC.hero = {
+    w: 960, h: 540, dur: 6, still: 5.8,
+    build(svg) {
+      el("rect", { x: 64, y: 90, width: 132, height: 42, rx: 21, fill: LIL, stroke: INK, "stroke-width": 2.5 }, svg);
+      txt(svg, 130, 118, "Security", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      txt(svg, 60, 238, "Black", { "font-size": 100, "font-weight": 700 });
+      txt(svg, 60, 336, "October", { "font-size": 100, "font-weight": 700 });
+      el("path", { d: "M66 364 H468", stroke: YEL, "stroke-width": 14, "stroke-linecap": "round" }, svg);
+      rich(svg, 64, 418, [["What ", 0], ["PHP2Shell", 1], [" is and how to patch", 0]], { "font-size": 25, "font-weight": 500, fill: MUTE });
+      txt(svg, 64, 464, "Checked 23 Oct 2026", { "font-size": 18, "font-weight": 500, fill: CAP });
+      const RX = 600, RW = 250;
+      el("rect", { x: RX + 12, y: 82, width: RW, height: 400, rx: 18, fill: SOFT }, svg);
+      el("rect", { x: RX, y: 70, width: RW, height: 400, rx: 18, fill: "#fff", stroke: INK, "stroke-width": 3.5 }, svg);
+      el("path", { d: `M${RX + 30} 470 V490 H${RX + 60} V470 M${RX + RW - 60} 470 V490 H${RX + RW - 30} V470`, fill: GREY, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg);
+      const V = ["8.5.12", "8.4.27", "8.3.36", "8.2.35"];
+      const ticks = V.map((v, i) => {
+        const y = 96 + i * 92;
+        el("rect", { x: RX + 22, y, width: RW - 44, height: 72, rx: 10, fill: SOFT, stroke: INK, "stroke-width": 2.5 }, svg);
+        txt(svg, RX + 42, y + 46, v, { "font-family": MONO, "font-size": 28, "font-weight": 700 });
+        [0, 1, 2].forEach((j) => el("path", { d: `M${RX + 172 + j * 12} ${y + 24} V${y + 48}`, stroke: INK, "stroke-width": 3, "stroke-linecap": "round" }, svg));
+        el("circle", { cx: RX + RW + 42, cy: y + 36, r: 18, fill: "#fff", stroke: INK, "stroke-width": 2, "stroke-dasharray": "3 5" }, svg);
+        const b = badge(svg, 18);
+        return { b, x: RX + RW + 42, y: y + 36, at: 0.8 + i * 0.9 };
+      });
+      return (t) => ticks.forEach((s) => { const k = ob(seg(t, s.at, s.at + 0.4)); tf(s.b, s.x, s.y, cl(k, 0, 1.3)); s.b.setAttribute("opacity", t >= s.at ? 1 : 0); });
+    },
+  };
+
+  /* ---- player ---- */
+  const q = new URLSearchParams(location.search), frozen = q.has("mgstill"), fixed = parseFloat(q.get("mgstill"));
+  const calm = matchMedia("(prefers-reduced-motion: reduce)").matches;
+  const mount = (fig) => {
+    const sc = SC[fig.dataset.scene], img = fig.querySelector("img"); if (!sc || !img) return;
+    const W = sc.w || 800, H = sc.h || 600;
+    const svg = el("svg", { viewBox: `0 0 ${W} ${H}`, class: "mg-svg", role: "group", "aria-label": img.alt || "" });
+    svg.style.aspectRatio = `${W} / ${H}`;
+    el("rect", { width: W, height: H, fill: "#fff" }, svg);
+    img.replaceWith(svg);
+    let off = 0, raf = 0, seen = false, held = calm;
+    const base = performance.now(), clock = () => (performance.now() - base) / 1000;
+    let draw = () => {};
+    const frame = () => { const now = clock(); draw(held ? sc.still : (((now + off) % sc.dur) + sc.dur) % sc.dur, now); };
+    const tick = () => { cancelAnimationFrame(raf); frame(); if (seen && !held) raf = requestAnimationFrame(tick); };
+    const api = { now: clock, seek: (s) => { off = s - clock(); held = false; tick(); }, poke: () => { held = false; tick(); } };
+    draw = sc.build(svg, api);
+    if (frozen) { draw(isNaN(fixed) ? sc.still : fixed, 0); return; }
+    new IntersectionObserver(([e]) => {
+      seen = e.isIntersecting;
+      if (seen) { tick(); if (!fig.dataset.sent && window.posthog) { fig.dataset.sent = 1; window.posthog.capture("blog_scene_view", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } }
+      else cancelAnimationFrame(raf);
+    }, { threshold: 0.25 }).observe(fig);
+    svg.addEventListener("click", () => { if (!fig.dataset.hit && window.posthog) { fig.dataset.hit = 1; window.posthog.capture("blog_scene_interact", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } });
+    frame();
+  };
+  const go = () => document.querySelectorAll("figure.mg[data-scene]").forEach(mount);
+  const fonts = document.fonts && document.fonts.load ? Promise.all([document.fonts.load('700 32px "Space Grotesk"'), document.fonts.load('500 20px "Space Grotesk"'), document.fonts.load('700 20px "JetBrains Mono"')]).catch(() => {}) : Promise.resolve();
+  const start = () => fonts.then(go, go);
+  if (document.readyState === "loading") document.addEventListener("DOMContentLoaded", start); else start();
+})();
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diff --git a/blog/src/posts/agent-tools-today-2026-10-22.md b/blog/src/posts/agent-tools-today-2026-10-22.md
index f4ca898059..5a614c7c61 100644
--- a/blog/src/posts/agent-tools-today-2026-10-22.md
+++ b/blog/src/posts/agent-tools-today-2026-10-22.md
@@ -47,7 +47,7 @@ New repos can gain stars quickly for reasons other than use, so treat these as n
 ## Top 3 things people are arguing about
 
 1. **How the LiteLLM release was poisoned.** BerriAI's incident report says the attacker used GitHub CLI OAuth tokens from three engineers, which it believes were read from the logs of an internal LiteLLM deployment open to the internet. It adds that in specific situations "Claude Code will embed a user's GitHub CLI OAuth token into a response body." SafeDep's analysis of the release passed 450 points on Hacker News. [Source](https://docs.litellm.ai/blog/security-incident-oct-21-2026)
-2. **Is PHP2Shell as bad as it sounds?** Wiz says frontier AI helped find remote code execution and memory disclosure flaws in core PHP, with nearly every version back to 5.4 hit by at least one; PHP shipped fixes on 21 Oct. Elias Taylor replied that there is no easy exploit and that the public proofs of concept "do not work against a vanilla PHP instance." More than 430 and 240 points on Hacker News. [Source](https://www.wiz.io/blog/php2shell-php-rce)
+2. **Is PHP2Shell as bad as it sounds?** Wiz says frontier AI helped find remote code execution and memory disclosure flaws in core PHP, with nearly every version back to 5.4 hit by at least one; PHP shipped fixes on 21 Oct. Elias Taylor replied that there is no easy exploit and that the public proofs of concept "do not work against a vanilla PHP instance." More than 430 and 240 points on Hacker News. Fixed versions are in our [PHP2Shell guide](/blog/black-october-php2shell/). [Source](https://www.wiz.io/blog/php2shell-php-rce)
 3. **Claude shrank what strangers can reach in OpenSSH.** Anthropic's Frontier Red Team post of 20 Oct reports 493 issues across 25 open source projects with more than five million lines, using three attack surface methods. In OpenSSH, its fix removed roughly a fifth of the code an unauthenticated client could reach in a default build, shipped in 10.6. More than 130 points on Hacker News. [Source](https://www.anthropic.com/research/attack-surface-reduction)
 
 ## How this list is built
diff --git a/blog/src/posts/black-october-php2shell.md b/blog/src/posts/black-october-php2shell.md
new file mode 100644
index 0000000000..635850f16f
--- /dev/null
+++ b/blog/src/posts/black-october-php2shell.md
@@ -0,0 +1,95 @@
+---
+title: "Black October: What PHP2Shell Is and How to Patch (Oct 2026)"
+description: "Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch."
+date: 2026-10-23
+category: news
+categoryLabel: News
+type: Technical
+primaryKeyword: "black october php2shell"
+secondaryKeywords: ["php2shell", "cve-2026-109618", "cve-2026-109619", "php vulnerability october 2026", "php 8.4.27", "black october cyber"]
+tags: ["Security", "Open Source"]
+faq:
+  - q: "Which PHP version fixes PHP2Shell?"
+    a: "PHP 8.5.12, 8.4.27, 8.3.36 and 8.2.35, all released on 21 Oct 2026, according to php.net. PHP 8.1 and older get no release from the PHP project; some distributions and long term support vendors backport the fix."
+  - q: "Is my WordPress site affected by PHP2Shell?"
+    a: "It can be, because the flaws are in PHP itself, not in WordPress. The WordPress project said on 21 Oct 2026 that no WordPress update is required or planned, and that you can see your PHP version under Tools > Site Health > Info > Server."
+  - q: "Did AI find PHP2Shell?"
+    a: "AI helped. The PHP Foundation says Calif reported the root cause on 11 Aug 2026, OpenAI reported it independently, and Wiz added attack vectors on 24 Aug. Wiz says frontier models made building the exploit practical. A PHP core developer first spotted signs of the problem in 2024."
+  - q: "Is PHP2Shell being exploited?"
+    a: "Attempts are widespread. Cloudflare's CEO reported millions of attempts, and AWS saw one as early as 17 Oct 2026. The PHP Foundation told Wired that, to its knowledge, no attempt at remote code execution had succeeded."
+  - q: "Why is it called Black October?"
+    a: "Axios reported on 22 Oct 2026 that security professionals were calling the recent series of attacks Black October because of their volume and risk. PHP2Shell is the best known item in it, but not the only one."
+---
+
+Black October is the name some security people gave this month's run of hacks, bugs and emergency patches, with PHP2Shell at its centre: two critical flaws in PHP itself, CVE-2026-109618 and CVE-2026-109619, fixed on 21 Oct 2026. If you run PHP, update to 8.5.12, 8.4.27, 8.3.36 or 8.2.35. Checked 23 Oct 2026.
+
+Every source below was checked on 23 Oct 2026. We first flagged the story in our [22 Oct brief](/blog/agent-tools-today-2026-10-22/).
+
+## What is Black October?
+
+It is a nickname for a bad few weeks, not one bug. [Axios](https://www.axios.com/2026/10/22/php-vulnerability-security-update-websites) (we read its [Yahoo copy](https://www.yahoo.com/news/world/articles/black-october-why-bugs-discovered-180131955.html)) reported on 22 Oct that cyber pros use the name "due to the sheer volume and the level of risk." [404 Media](https://www.404media.co/php2shell-black-october-ai-is-changing-everything-about-hacking-no-one-knows-what-happens-next/) wrote the same day that infosec experts took it up after PHP2Shell, alongside incidents at GitLab, Plex, Railway and OpenCode. Axios added that many organisations had so far avoided massive real world harm.
+
+<figure class="mg" data-scene="calendar"><img src="/blog/assets/media/black-october-php2shell/calendar.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A white wall calendar shows October 2026. A yellow ring draws itself around the 21st, labelled Fixes released. A tag reading PHP2Shell, 2 CVEs, CVSS 9.2 slides in beside it, and the header of the page changes to read Black October."><figcaption>PHP fixed CVE-2026-109618 and CVE-2026-109619, both rated CVSS 9.2, on 21 Oct 2026 (php.net).</figcaption></figure>
+
+## What is PHP2Shell, in plain words?
+
+PHP2Shell is two memory bugs in the PHP engine that can let an attacker run code on a server without logging in. The [php.net advisory](https://www.php.net/archive/2026.php#2026-10-21-5) explains both. If a request hits PHP's memory limit, or another fatal error, at the wrong moment, PHP can leave half built data or a pointer to freed memory behind. The cleanup step, or the next request on the same worker, then trusts it.
+
+Both rate 9.2 on CVSS v4.0. Because the bug is in PHP, not the app, [Wiz](https://www.wiz.io/blog/php2shell-php-rce) says even a "Hello World" page can be vulnerable; it ran code on the latest WordPress, Drupal and Joomla container images. php.net puts mod_php at highest risk, with PHP-FPM, php-cgi, FrankenPHP and LiteSpeed also exposed.
+
+<figure class="mg" data-scene="conveyor"><img src="/blog/assets/media/black-october-php2shell/conveyor.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. On a white conveyor belt, a tray labelled Request 1 fills until a gauge labelled Memory limit reaches its top and the tray stops. It leaves a yellow sticky note labelled Stale state on the belt. The next tray, labelled Request 2, rolls up and carries the note away as if it were its own."><figcaption>Both PHP2Shell bugs leave bad state behind after a fatal error, which the cleanup step or a later request then trusts, from php.net's advisory of 21 Oct 2026.</figcaption></figure>
+
+## Who found it, and what did AI do?
+
+Several teams, close together. The [PHP Foundation](https://thephp.foundation/blog/2026/10/21/todays-php-security-release-and-how-were-strengthening-php-security/) says a PHP core developer spotted signs of the memory problem in 2024, but no exploit path turned up and the fix stalled. Calif began auditing PHP on 30 Jul 2026 under OpenAI's Patch the Planet program and reported remote code execution on 11 Aug; OpenAI independently reported the same root cause. Wiz added attack vectors on 24 Aug.
+
+Wiz says it used Gemini 4 Argon and GPT-5.6 Sol, and that frontier models made the exploit chain practical. [Calif's write up](https://calif.io/php2shell/) describes its agent tracing the bug through PHP's source. OpenAI, quoted by Axios: "To our knowledge, frontier AI found these vulnerabilities before attackers did." Our view: AI shortened the road from a known weak spot to a working exploit. People had noticed the weak spot two years earlier.
+
+## Which PHP versions are affected and fixed?
+
+Every supported branch got a fix on 21 Oct 2026. Wiz and Cloudflare say the flaws reach back to PHP 5.4. Our selection of rows from the php.net advisory and release notes:
+
+| Branch | Fixed release, 21 Oct 2026 | Note from php.net |
+| --- | --- | --- |
+| 8.5 | 8.5.12 | |
+| 8.4 | 8.4.27 | |
+| 8.3 | 8.3.36 | |
+| 8.2 | 8.2.35 | End of life 31 Dec 2026 |
+| 8.1, 8.0, 7.4 | None | Source backports only; ask your vendor |
+| Older | None | Upgrade |
+
+## How did governments and sites respond?
+
+Fast, and often by switching things off. The PHP Foundation says the CVE ids leaked on 20 Oct with a wrong score of 10.0, so the release moved up a day to 21 Oct, 14:00 UTC. It says Chainguard broke the embargo by publishing patched images more than six hours early.
+
+Axios reports the NSA told operators to take sites down if they could not patch in time, and the UK's [NCSC](https://www.ncsc.gov.uk/news/critical-security-issue-affecting-php) gave similar advice. Wikimedia took its Cloud Services offline on 20 Oct as a precaution. 404 Media says 4chan and Archive.org went down briefly too, and Axios counted dozens of sites in the US, UK and elsewhere.
+
+## Is anyone exploiting PHP2Shell?
+
+Attempts, yes. Confirmed breaches, not in any source we read. Cloudflare's CEO Matthew Prince posted, per 404 Media, that Cloudflare saw thousands of attempts in the 10 hours before the announcement, tens of thousands in the 45 minutes after, hundreds of thousands within 2 hours, then millions. [AWS](https://aws.amazon.com/blogs/security/amazon-threat-intelligence-identifies-php2shell-exploitation-prior-to-public-disclosure-in-madpot/) logged a honeypot attempt on 17 Oct, four days early. The PHP Foundation's executive director told [Wired](https://www.wired.com/story/hackers-exploited-the-php-vulnerabilities-days-before-they-were-patched/) there had been "no successful attempt at remote code execution" to its knowledge.
+
+<figure class="mg" data-scene="tally"><img src="/blog/assets/media/black-october-php2shell/tally.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A grey mechanical tally counter on a white desk clicks forward through four labelled stops: 10 hours before, thousands; 45 minutes after, tens of thousands; 2 hours after, hundreds of thousands; later, millions. A yellow tag under it reads Attempts, not confirmed breaches."><figcaption>Exploit attempts Cloudflare saw around disclosure, as its CEO posted and 404 Media reported on 22 Oct 2026.</figcaption></figure>
+
+## Do the public exploits even work?
+
+Many do not, says the loudest dissent. Elias Taylor [wrote on 21 Oct](https://eliastaylor.com/noexploit/) that public proofs of concept "do not work against a vanilla PHP instance", and that many need an existing file inclusion hole. PHP's security team also found no working one at release. Taylor still says patch.
+
+The other side: Wiz and Calif showed their own exploits on stock setups, and Trail of Bits' CEO posted that his firm built one in a day with Codex, 404 Media reported. Our view: a broken script on GitHub is no reason to wait.
+
+## What should you do now?
+
+Update PHP today, then check you were not hit first.
+
+1. Run `php -v` on servers you manage. In WordPress, look under Tools > Site Health > Info > Server, as the [WordPress project](https://wordpress.org/news/2026/10/critical-php-security-release/) says.
+2. Update to the fixed release for your branch. php.net says distributions and LTS vendors got the patch early, so check your vendor's packages, then restart PHP.
+3. On managed hosting, ask your host. [Cloudflare](https://blog.cloudflare.com/php-vulnerabilities-waf-protection) says updating site code or plugins alone does not fix this; WordPress plans no update.
+4. On 8.1 or older, upgrade. WordPress says that if you manage your own hosting, consider taking the server offline until you can; the NCSC says the same for any system you cannot patch or mitigate in time.
+5. Cannot patch today? php.net lists interim settings such as `memory_limit=-1` and `session.upload_progress.enabled=0`, which reduce exposure but do not make you safe.
+6. Cloudflare's WAF rules have protected free and paid WAF users by default since 03:02 UTC on 21 Oct; paid plans should check the Managed Ruleset is in block mode. Keep them on while you patch, not instead.
+7. Look back from at least 17 Oct, as AWS advises. Wiz lists signs: odd multipart requests followed by memory limit errors or repeated HTTP 500s, and malformed PHPSESSID cookies.
+
+<figure class="mg" data-scene="clipboard"><img src="/blog/assets/media/black-october-php2shell/clipboard.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A white clipboard holds a four line checklist: Run php -v, Update to the fixed release, Keep the WAF on, Check logs from 17 Oct. A green tick lands in each box in turn, and a small yellow note at the bottom reads Plugins alone do not fix it."><figcaption>What php.net, WordPress, Cloudflare and AWS told site owners to do, 21 Oct 2026.</figcaption></figure>
+
+If you look after many servers, agents in a [Munder Difflin](https://harnessmd.com/download) office (free and open source: a desktop app that runs a team of AI agents for all kinds of knowledge work, coding included, on your own computer) can be pointed at keeping that list patched; see our [install guide](/blog/how-to-install-and-use-munder-difflin/). Before giving agents server access, read our [security guide for AI coding agents](/blog/security-for-ai-coding-agents/) and [running AI agents safely](/blog/agent-security-and-sandboxing/).
+
+<link rel="stylesheet" href="/blog/assets/media/black-october-php2shell/motion.css"><script defer src="/blog/assets/media/black-october-php2shell/motion.js"></script>

From 76f07852c80560160a5d1e44dc10e642fc6528ae Mon Sep 17 00:00:00 2001
From: chaitanyagiri <girichaitanya11@gmail.com>
Date: Fri, 23 Oct 2026 14:31:39 +0530
Subject: [PATCH 3/3] blog: build docs for day 26 AM and Black October

npm run build in blog/ on the PR head after rebasing onto main (#780).

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 .../agent-security-and-sandboxing/index.html  |  32 +-
 .../agent-tools-today-2026-10-03/index.html   |  30 +-
 .../agent-tools-today-2026-10-04/index.html   |  30 +-
 .../agent-tools-today-2026-10-05/index.html   |  30 +-
 .../agent-tools-today-2026-10-06/index.html   |  30 +-
 .../agent-tools-today-2026-10-07/index.html   |  30 +-
 .../agent-tools-today-2026-10-08/index.html   |  30 +-
 .../agent-tools-today-2026-10-09/index.html   |  30 +-
 .../agent-tools-today-2026-10-10/index.html   |  30 +-
 .../agent-tools-today-2026-10-11/index.html   |  30 +-
 .../agent-tools-today-2026-10-12/index.html   |  30 +-
 .../agent-tools-today-2026-10-13/index.html   |  30 +-
 .../agent-tools-today-2026-10-15/index.html   |  30 +-
 .../agent-tools-today-2026-10-16/index.html   |  30 +-
 .../agent-tools-today-2026-10-17/index.html   |  30 +-
 .../agent-tools-today-2026-10-18/index.html   |  30 +-
 .../agent-tools-today-2026-10-19/index.html   |  30 +-
 .../agent-tools-today-2026-10-21/index.html   |  30 +-
 .../agent-tools-today-2026-10-22/index.html   |  34 +-
 .../agent-tools-today-2026-10-23/index.html   | 350 +++++++++++++
 docs/blog/ai-agent-office-github/index.html   | 467 ++++++++++++++++++
 .../ai-agent-use-cases-our-office/index.html  |  32 +-
 docs/blog/aider-vs-claude-code/index.html     |  28 +-
 docs/blog/asd-ste100-prompting/index.html     |  32 +-
 .../agent-tools-today-2026-10-23/motion.css   |  13 +
 .../agent-tools-today-2026-10-23/motion.js    | 176 +++++++
 .../agent-tools-today-2026-10-23/today.png    | Bin 0 -> 67167 bytes
 .../media/ai-agent-office-github/bins.png     | Bin 0 -> 100939 bytes
 .../ai-agent-office-github/corkboard.png      | Bin 0 -> 82930 bytes
 .../media/ai-agent-office-github/hero.png     | Bin 0 -> 80614 bytes
 .../media/ai-agent-office-github/lamps.png    | Bin 0 -> 66592 bytes
 .../media/ai-agent-office-github/motion.css   |  13 +
 .../media/ai-agent-office-github/motion.js    | 335 +++++++++++++
 .../media/ai-agent-office-github/shelf.png    | Bin 0 -> 72500 bytes
 .../black-october-php2shell/calendar.png      | Bin 0 -> 109812 bytes
 .../black-october-php2shell/clipboard.png     | Bin 0 -> 93772 bytes
 .../black-october-php2shell/conveyor.png      | Bin 0 -> 54273 bytes
 .../media/black-october-php2shell/hero.png    | Bin 0 -> 88709 bytes
 .../media/black-october-php2shell/motion.css  |  13 +
 .../media/black-october-php2shell/motion.js   | 314 ++++++++++++
 .../media/black-october-php2shell/tally.png   | Bin 0 -> 87496 bytes
 .../assets/media/claude-duet-app/hero.png     | Bin 0 -> 59751 bytes
 .../blog/assets/media/claude-duet-app/jar.png | Bin 0 -> 88962 bytes
 .../assets/media/claude-duet-app/keyring.png  | Bin 0 -> 72488 bytes
 .../assets/media/claude-duet-app/motion.css   |  13 +
 .../assets/media/claude-duet-app/motion.js    | 368 ++++++++++++++
 .../assets/media/claude-duet-app/parcel.png   | Bin 0 -> 92475 bytes
 .../assets/media/claude-duet-app/stands.png   | Bin 0 -> 75482 bytes
 docs/blog/best-ai-coding-agents/index.html    |  28 +-
 .../index.html                                |  28 +-
 docs/blog/black-october-php2shell/index.html  | 435 ++++++++++++++++
 .../build-your-own-claude-duet/index.html     |  32 +-
 .../index.html                                |  32 +-
 .../building-reliable-ai-agents/index.html    |  32 +-
 .../blog/chatgpt-dots-alternatives/index.html |  28 +-
 .../claude-api-version-2026-10-21/index.html  |  32 +-
 docs/blog/claude-code-alternatives/index.html |  28 +-
 .../index.html                                |  32 +-
 .../claude-code-best-practices/index.html     |  32 +-
 .../blog/claude-code-max-plan-tips/index.html |  32 +-
 .../index.html                                |  32 +-
 .../index.html                                |  28 +-
 docs/blog/claude-code-skills/index.html       |  32 +-
 .../index.html                                |  32 +-
 .../claude-code-vs-antigravity/index.html     |  28 +-
 docs/blog/claude-code-vs-cursor/index.html    |  28 +-
 .../claude-cowork-vs-claude-code/index.html   |  28 +-
 docs/blog/claude-duet-alternatives/index.html |  30 +-
 docs/blog/claude-duet-app/index.html          | 428 ++++++++++++++++
 .../claude-duet-for-developers/index.html     |  30 +-
 .../claude-duet-vs-munder-difflin/index.html  |  30 +-
 docs/blog/claude-duet-waitlist/index.html     |  32 +-
 docs/blog/claude-squad-alternative/index.html |  28 +-
 .../claude-squad-vs-munder-difflin/index.html |  28 +-
 docs/blog/cline-alternatives/index.html       |  28 +-
 docs/blog/cline-vs-munder-difflin/index.html  |  28 +-
 docs/blog/codex-cli-vs-claude-code/index.html |  28 +-
 docs/blog/codex-max-plan-tips/index.html      |  32 +-
 docs/blog/codex-pricing/index.html            |  32 +-
 .../index.html                                |  28 +-
 docs/blog/codex-vs-cursor/index.html          |  28 +-
 docs/blog/codex-vs-gemini-cli/index.html      |  28 +-
 docs/blog/command-center-guide/index.html     |  32 +-
 .../index.html                                |  28 +-
 .../index.html                                |  32 +-
 .../index.html                                |  32 +-
 .../index.html                                |  28 +-
 .../index.html                                |  28 +-
 docs/blog/cursor-alternatives/index.html      |  28 +-
 docs/blog/cursor-vs-cline/index.html          |  28 +-
 .../debugging-multi-agent-systems/index.html  |  32 +-
 .../index.html                                |  32 +-
 .../index.html                                |  32 +-
 docs/blog/feed.xml                            |  66 +--
 docs/blog/gemini-4-argon-pricing/index.html   |  32 +-
 .../index.html                                |  28 +-
 .../blog/gemini-cli-vs-claude-code/index.html |  28 +-
 .../index.html                                |  28 +-
 docs/blog/grok-bot-alternatives/index.html    |  28 +-
 docs/blog/grok-bot-pricing/index.html         |  28 +-
 docs/blog/herdr-alternatives/index.html       |  28 +-
 .../blog/hermes-agent-alternatives/index.html |  28 +-
 docs/blog/hermes-agent-vs-openclaw/index.html |  28 +-
 .../index.html                                |  28 +-
 .../index.html                                |  32 +-
 .../index.html                                |  32 +-
 .../index.html                                |  28 +-
 .../index.html                                |  32 +-
 .../index.html                                |  32 +-
 .../index.html                                |  32 +-
 docs/blog/how-to-install-codex-cli/index.html |  32 +-
 .../blog/how-to-install-gemini-cli/index.html |  32 +-
 .../index.html                                |  32 +-
 .../index.html                                |  32 +-
 .../index.html                                |  32 +-
 docs/blog/how-to-use-claude-code/index.html   |  32 +-
 .../blog/how-to-use-gemini-4-argon/index.html |  32 +-
 .../index.html                                |  32 +-
 .../index.html                                |  32 +-
 docs/blog/index.html                          | 104 +++-
 .../index.html                                |  28 +-
 docs/blog/kilo-code-vs-cline/index.html       |  28 +-
 .../litellm-1-107-0-compromise/index.html     |  32 +-
 .../index.html                                |  28 +-
 .../index.html                                |  32 +-
 docs/blog/mcp-and-skills-in-a-hive/index.html |  32 +-
 .../mcp-security-tool-poisoning/index.html    |  32 +-
 docs/blog/meta-muse-alternatives/index.html   |  28 +-
 .../meta-muse-grok-bot-privacy/index.html     |  28 +-
 docs/blog/meta-muse-vs-grok-bot/index.html    |  28 +-
 .../index.html                                |  32 +-
 .../munder-difflin-vs-chatgpt-dots/index.html |  28 +-
 docs/blog/muse-code-vs-claude-code/index.html |  28 +-
 docs/blog/omniagent-alternatives/index.html   |  28 +-
 docs/blog/open-source-ai-agents/index.html    |  30 +-
 docs/blog/openclaw-alternatives/index.html    |  28 +-
 docs/blog/opencode-alternatives/index.html    |  28 +-
 docs/blog/opencode-vs-claude-code/index.html  |  28 +-
 docs/blog/orca-vs-munder-difflin/index.html   |  28 +-
 .../prompt-caching-for-ai-agents/index.html   |  32 +-
 docs/blog/qm-vs-munder-difflin/index.html     |  28 +-
 .../blog/run-a-mixed-engine-office/index.html |  32 +-
 .../index.html                                |  32 +-
 .../index.html                                |  32 +-
 .../index.html                                |  32 +-
 .../security-for-ai-coding-agents/index.html  |  32 +-
 .../small-team-ai-agents-playbook/index.html  |  32 +-
 docs/blog/tags/ai-agents/index.html           |  36 +-
 docs/blog/tags/claude-code/index.html         |  18 +-
 docs/blog/tags/comparisons/index.html         |  18 +-
 docs/blog/tags/daily-brief/index.html         |  18 +-
 docs/blog/tags/guides/index.html              |  18 +-
 docs/blog/tags/mcp/index.html                 |  18 +-
 docs/blog/tags/open-source/index.html         |  50 +-
 docs/blog/tags/security/index.html            |  20 +-
 .../index.html                                |  32 +-
 .../the-multi-agent-cost-playbook/index.html  |  32 +-
 .../index.html                                |  28 +-
 docs/blog/topics/comparisons/index.html       |  24 +-
 docs/blog/topics/concepts/index.html          |   8 +-
 docs/blog/topics/guides/index.html            |  24 +-
 docs/blog/topics/index.html                   |  52 +-
 docs/blog/topics/internals/index.html         |   8 +-
 docs/blog/topics/memory/index.html            |   8 +-
 docs/blog/topics/news/index.html              |  40 +-
 docs/blog/topics/orchestration/index.html     |   8 +-
 docs/blog/topics/story/index.html             |   8 +-
 docs/blog/topics/use-cases/index.html         |   8 +-
 .../index.html                                |  32 +-
 .../trigger-ai-agents-from-slack/index.html   |  32 +-
 docs/blog/vibe-kanban-alternative/index.html  |  28 +-
 docs/blog/what-is-claude-duet/index.html      |   1 +
 .../index.html                                |  32 +-
 .../index.html                                |  32 +-
 .../index.html                                |  32 +-
 docs/llms.txt                                 | 166 ++++---
 docs/sitemap.xml                              |  30 +-
 177 files changed, 5367 insertions(+), 2109 deletions(-)
 create mode 100644 docs/blog/agent-tools-today-2026-10-23/index.html
 create mode 100644 docs/blog/ai-agent-office-github/index.html
 create mode 100644 docs/blog/assets/media/agent-tools-today-2026-10-23/motion.css
 create mode 100644 docs/blog/assets/media/agent-tools-today-2026-10-23/motion.js
 create mode 100644 docs/blog/assets/media/agent-tools-today-2026-10-23/today.png
 create mode 100644 docs/blog/assets/media/ai-agent-office-github/bins.png
 create mode 100644 docs/blog/assets/media/ai-agent-office-github/corkboard.png
 create mode 100644 docs/blog/assets/media/ai-agent-office-github/hero.png
 create mode 100644 docs/blog/assets/media/ai-agent-office-github/lamps.png
 create mode 100644 docs/blog/assets/media/ai-agent-office-github/motion.css
 create mode 100644 docs/blog/assets/media/ai-agent-office-github/motion.js
 create mode 100644 docs/blog/assets/media/ai-agent-office-github/shelf.png
 create mode 100644 docs/blog/assets/media/black-october-php2shell/calendar.png
 create mode 100644 docs/blog/assets/media/black-october-php2shell/clipboard.png
 create mode 100644 docs/blog/assets/media/black-october-php2shell/conveyor.png
 create mode 100644 docs/blog/assets/media/black-october-php2shell/hero.png
 create mode 100644 docs/blog/assets/media/black-october-php2shell/motion.css
 create mode 100644 docs/blog/assets/media/black-october-php2shell/motion.js
 create mode 100644 docs/blog/assets/media/black-october-php2shell/tally.png
 create mode 100644 docs/blog/assets/media/claude-duet-app/hero.png
 create mode 100644 docs/blog/assets/media/claude-duet-app/jar.png
 create mode 100644 docs/blog/assets/media/claude-duet-app/keyring.png
 create mode 100644 docs/blog/assets/media/claude-duet-app/motion.css
 create mode 100644 docs/blog/assets/media/claude-duet-app/motion.js
 create mode 100644 docs/blog/assets/media/claude-duet-app/parcel.png
 create mode 100644 docs/blog/assets/media/claude-duet-app/stands.png
 create mode 100644 docs/blog/black-october-php2shell/index.html
 create mode 100644 docs/blog/claude-duet-app/index.html

diff --git a/docs/blog/agent-security-and-sandboxing/index.html b/docs/blog/agent-security-and-sandboxing/index.html
index 0ccb5e3832..8ebed71313 100644
--- a/docs/blog/agent-security-and-sandboxing/index.html
+++ b/docs/blog/agent-security-and-sandboxing/index.html
@@ -327,50 +327,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-03/index.html b/docs/blog/agent-tools-today-2026-10-03/index.html
index 967ba82e7a..d2d85f3d7c 100644
--- a/docs/blog/agent-tools-today-2026-10-03/index.html
+++ b/docs/blog/agent-tools-today-2026-10-03/index.html
@@ -249,50 +249,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-04/index.html b/docs/blog/agent-tools-today-2026-10-04/index.html
index ecc4de1c70..c9fe98754e 100644
--- a/docs/blog/agent-tools-today-2026-10-04/index.html
+++ b/docs/blog/agent-tools-today-2026-10-04/index.html
@@ -248,50 +248,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-05/index.html b/docs/blog/agent-tools-today-2026-10-05/index.html
index 00f06ed94b..08bec70038 100644
--- a/docs/blog/agent-tools-today-2026-10-05/index.html
+++ b/docs/blog/agent-tools-today-2026-10-05/index.html
@@ -246,50 +246,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-06/index.html b/docs/blog/agent-tools-today-2026-10-06/index.html
index e793697e99..f2864ce70b 100644
--- a/docs/blog/agent-tools-today-2026-10-06/index.html
+++ b/docs/blog/agent-tools-today-2026-10-06/index.html
@@ -247,50 +247,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-07/index.html b/docs/blog/agent-tools-today-2026-10-07/index.html
index 401512c466..048f3b5c34 100644
--- a/docs/blog/agent-tools-today-2026-10-07/index.html
+++ b/docs/blog/agent-tools-today-2026-10-07/index.html
@@ -247,50 +247,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-08/index.html b/docs/blog/agent-tools-today-2026-10-08/index.html
index f6e731776c..079336b0df 100644
--- a/docs/blog/agent-tools-today-2026-10-08/index.html
+++ b/docs/blog/agent-tools-today-2026-10-08/index.html
@@ -246,50 +246,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-09/index.html b/docs/blog/agent-tools-today-2026-10-09/index.html
index 8678c64b76..02d017552b 100644
--- a/docs/blog/agent-tools-today-2026-10-09/index.html
+++ b/docs/blog/agent-tools-today-2026-10-09/index.html
@@ -247,50 +247,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-10/index.html b/docs/blog/agent-tools-today-2026-10-10/index.html
index 25d3342aac..cda1b500ba 100644
--- a/docs/blog/agent-tools-today-2026-10-10/index.html
+++ b/docs/blog/agent-tools-today-2026-10-10/index.html
@@ -247,50 +247,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-11/index.html b/docs/blog/agent-tools-today-2026-10-11/index.html
index 5aeb714473..f00bfe988f 100644
--- a/docs/blog/agent-tools-today-2026-10-11/index.html
+++ b/docs/blog/agent-tools-today-2026-10-11/index.html
@@ -245,50 +245,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-12/index.html b/docs/blog/agent-tools-today-2026-10-12/index.html
index fcd2b54d0b..2d190182f9 100644
--- a/docs/blog/agent-tools-today-2026-10-12/index.html
+++ b/docs/blog/agent-tools-today-2026-10-12/index.html
@@ -243,50 +243,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-13/index.html b/docs/blog/agent-tools-today-2026-10-13/index.html
index 3fe004ce04..8f2fab2127 100644
--- a/docs/blog/agent-tools-today-2026-10-13/index.html
+++ b/docs/blog/agent-tools-today-2026-10-13/index.html
@@ -243,50 +243,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-15/index.html b/docs/blog/agent-tools-today-2026-10-15/index.html
index f432ace596..cc6d6307ee 100644
--- a/docs/blog/agent-tools-today-2026-10-15/index.html
+++ b/docs/blog/agent-tools-today-2026-10-15/index.html
@@ -242,50 +242,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-16/index.html b/docs/blog/agent-tools-today-2026-10-16/index.html
index a06f753838..7b06c0c8bf 100644
--- a/docs/blog/agent-tools-today-2026-10-16/index.html
+++ b/docs/blog/agent-tools-today-2026-10-16/index.html
@@ -241,50 +241,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-17/index.html b/docs/blog/agent-tools-today-2026-10-17/index.html
index d820d831a3..411e2c6100 100644
--- a/docs/blog/agent-tools-today-2026-10-17/index.html
+++ b/docs/blog/agent-tools-today-2026-10-17/index.html
@@ -240,50 +240,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-18/index.html b/docs/blog/agent-tools-today-2026-10-18/index.html
index b3d3f1c9f2..6175054ee4 100644
--- a/docs/blog/agent-tools-today-2026-10-18/index.html
+++ b/docs/blog/agent-tools-today-2026-10-18/index.html
@@ -240,50 +240,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-19/index.html b/docs/blog/agent-tools-today-2026-10-19/index.html
index b12aa06eb5..104dfabe5a 100644
--- a/docs/blog/agent-tools-today-2026-10-19/index.html
+++ b/docs/blog/agent-tools-today-2026-10-19/index.html
@@ -240,50 +240,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-18/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-18">Oct 18, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-18/">Agent Tools Today, 18 Oct 2026: LeanREA Takes On REA, FLUX 3 Image Klein, Hy Memory</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 18 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-18/" aria-label="Read: Agent Tools Today, 18 Oct 2026: LeanREA Takes On REA, FLUX 3 Image Klein, Hy Memory">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-21/index.html b/docs/blog/agent-tools-today-2026-10-21/index.html
index 6e253cac88..f91391834e 100644
--- a/docs/blog/agent-tools-today-2026-10-21/index.html
+++ b/docs/blog/agent-tools-today-2026-10-21/index.html
@@ -240,50 +240,50 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
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 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-18/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
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-      <time datetime="2026-10-18">Oct 18, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-18/">Agent Tools Today, 18 Oct 2026: LeanREA Takes On REA, FLUX 3 Image Klein, Hy Memory</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 18 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-18/" aria-label="Read: Agent Tools Today, 18 Oct 2026: LeanREA Takes On REA, FLUX 3 Image Klein, Hy Memory">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-22/index.html b/docs/blog/agent-tools-today-2026-10-22/index.html
index 99b10db0ba..258de42e96 100644
--- a/docs/blog/agent-tools-today-2026-10-22/index.html
+++ b/docs/blog/agent-tools-today-2026-10-22/index.html
@@ -203,7 +203,7 @@ <h2 id="top-3-rising-repos" tabindex="-1">Top 3 rising repos <a class="anchor" h
 <h2 id="top-3-things-people-are-arguing-about" tabindex="-1">Top 3 things people are arguing about <a class="anchor" href="#top-3-things-people-are-arguing-about" aria-hidden="true">#</a></h2>
 <ol>
 <li><strong>How the LiteLLM release was poisoned.</strong> BerriAI’s incident report says the attacker used GitHub CLI OAuth tokens from three engineers, which it believes were read from the logs of an internal LiteLLM deployment open to the internet. It adds that in specific situations “Claude Code will embed a user’s GitHub CLI OAuth token into a response body.” SafeDep’s analysis of the release passed 450 points on Hacker News. <a href="https://docs.litellm.ai/blog/security-incident-oct-21-2026">Source</a></li>
-<li><strong>Is PHP2Shell as bad as it sounds?</strong> Wiz says frontier AI helped find remote code execution and memory disclosure flaws in core PHP, with nearly every version back to 5.4 hit by at least one; PHP shipped fixes on 21 Oct. Elias Taylor replied that there is no easy exploit and that the public proofs of concept “do not work against a vanilla PHP instance.” More than 430 and 240 points on Hacker News. <a href="https://www.wiz.io/blog/php2shell-php-rce">Source</a></li>
+<li><strong>Is PHP2Shell as bad as it sounds?</strong> Wiz says frontier AI helped find remote code execution and memory disclosure flaws in core PHP, with nearly every version back to 5.4 hit by at least one; PHP shipped fixes on 21 Oct. Elias Taylor replied that there is no easy exploit and that the public proofs of concept “do not work against a vanilla PHP instance.” More than 430 and 240 points on Hacker News. Fixed versions are in our <a href="/blog/black-october-php2shell/">PHP2Shell guide</a>. <a href="https://www.wiz.io/blog/php2shell-php-rce">Source</a></li>
 <li><strong>Claude shrank what strangers can reach in OpenSSH.</strong> Anthropic’s Frontier Red Team post of 20 Oct reports 493 issues across 25 open source projects with more than five million lines, using three attack surface methods. In OpenSSH, its fix removed roughly a fifth of the code an unauthenticated client could reach in a default build, shipped in 10.6. More than 130 points on Hacker News. <a href="https://www.anthropic.com/research/attack-surface-reduction">Source</a></li>
 </ol>
 <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="anchor" href="#how-this-list-is-built" aria-hidden="true">#</a></h2>
@@ -234,56 +234,56 @@ <h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="a
 
   <footer class="post-foot wrap"><div class="prevnext">
       <a class="pn prev" href="/blog/build-your-own-claude-duet/"><span class="k">← Older</span><span class="t">Build Your Own Claude Duet: A Free Morning Brief Agent</span></a>
-      <span></span>
+      <a class="pn next" href="/blog/claude-duet-app/"><span class="k">Newer →</span><span class="t">Claude Duet App: iPhone, Android and Web, and How to Get It</span></a>
     </div>
     <section class="related">
       <h2>Related in News</h2>
       <div class="post-grid">
         <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-19/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-19">Oct 19, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-19/">Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-19/" aria-label="Read: Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5">Read →</a>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-news">
-  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-18/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-18">Oct 18, 2026</time>
+      <time datetime="2026-10-21">Oct 21, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/agent-tools-today-2026-10-18/">Agent Tools Today, 18 Oct 2026: LeanREA Takes On REA, FLUX 3 Image Klein, Hy Memory</a></h3>
-    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 18 Oct 2026, each with its source.</p>
+    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
     <div class="foot">
       <span class="tag kind">News</span>
-      <a class="more" href="/blog/agent-tools-today-2026-10-18/" aria-label="Read: Agent Tools Today, 18 Oct 2026: LeanREA Takes On REA, FLUX 3 Image Klein, Hy Memory">Read →</a>
+      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/agent-tools-today-2026-10-23/index.html b/docs/blog/agent-tools-today-2026-10-23/index.html
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+    <h1>Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</h1>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
+    <div class="byline">
+      <span class="av" aria-hidden="true">MD</span>
+      <strong>Chaitanya Giri</strong>
+      <span class="dot" aria-hidden="true">·</span>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true">·</span>
+      <span>5 min read</span>
+      <span class="tag kind">News</span>
+    </div>
+  </header>
+
+  <div class="hero-wrap wrap"><figure class="fig fig-hero"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="Hand drawn sketch: a front page with five numbered lines, a clock, and a yellow character reading it out" loading="lazy" decoding="async" /></figure></div>
+
+  <div class="post-wrap wrap">
+    <div class="prose">
+      <p>Agent tools today, 23 Oct 2026, in one line: Anthropic opened a waitlist for Claude Duet, a proactive agent app, OpenAI shipped an official CLI for its API, and Nvidia’s OpenShell sandbox reached the Hacker News front page. Every number was checked on 23 Oct. The last edition is <a href="/blog/agent-tools-today-2026-10-22/">22 Oct</a>.</p>
+<p><a href="https://harnessmd.com/download">Munder Difflin</a> is free and open source: a desktop app that runs a team of AI agents for all kinds of knowledge work, coding included, on your own computer. It is not ranked in the lists below.</p>
+<figure class="mg" data-scene="today"><img src="/blog/assets/media/agent-tools-today-2026-10-23/today.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. On a white background, a small square labelled Agent sits inside a box labelled Sandbox. The square sends three requests outward: one to a file, one to a package site and one to a new host. A gate labelled Policy lets the first two through with a green tick and adds a key only to the approved one. The third request stops at the gate with a label that reads Waiting for review. Tap Approve to let it through."><figcaption>How OpenShell checks each agent request against a policy, drawn from its README on 23 Oct 2026.</figcaption></figure>
+<h2 id="top-3-launches" tabindex="-1">Top 3 launches <a class="anchor" href="#top-3-launches" aria-hidden="true">#</a></h2>
+<ol>
+<li><strong>Claude Duet.</strong> Anthropic opened a research preview of “a new app where Claude works as a proactive agent”: it sends a morning brief across your connected apps, takes on tasks, keeps working when you step away and checks with you before it acts for you. Built on Claude Opus 5.5, by waitlist, starting with US Pro and Max plans. Announced 21 Oct, more than 540 points and 500 comments on Hacker News. Our <a href="/blog/claude-duet-waitlist/">waitlist guide</a> covers who gets in first. <a href="https://claude.com/resources/articles/claude-duet">Source</a>, and <a href="https://x.com/claudeai/status/2112984664256241837">Anthropic’s post on X</a></li>
+<li><strong>OpenAI CLI.</strong> The official command line tool for the OpenAI REST API: generate images, upload files and run batches from a shell script. Its README says to use Codex CLI instead when you want a coding agent to work on a project. More than 230 points on Hacker News on 22 Oct, v1.40.5 on 23 Oct, Apache 2.0, more than 1,050 stars. <a href="https://github.com/openai/openai-cli">Source</a></li>
+<li><strong>Omnara.</strong> A Show HN for an open source managed agent platform and a self hosted alternative to Claude Managed Agents and OpenAI’s Agents API, with tools, secrets and permissions built in. 110 points on Hacker News on 21 Oct, a release on 23 Oct, Apache 2.0, more than 3,150 stars. <a href="https://github.com/omnara-ai/omnara">Source</a></li>
+</ol>
+<h2 id="top-3-skills-mcp-servers-and-plugins" tabindex="-1">Top 3 skills, MCP servers and plugins <a class="anchor" href="#top-3-skills-mcp-servers-and-plugins" aria-hidden="true">#</a></h2>
+<ol>
+<li><strong>Co-op Anything.</strong> An MCP server and playbook: point your coding agent at a single player PC game and it reverse engineers the game, builds the multiplayer, tests it with bots inside the game and packages it for friends to join over Steam. Created 16 Oct. MIT, more than 840 stars on 23 Oct. <a href="https://github.com/cranebeaker/coop-anything">Source</a></li>
+<li><strong>NS game Apple ARM port.</strong> An instruction skill, written in Chinese, for porting Nintendo Switch games to Apple silicon on macOS, iPadOS and iOS with a Rust compatibility layer and Metal. It asks for real run evidence before a port counts as done. Created 18 Oct. MIT, more than 470 stars on 23 Oct. <a href="https://github.com/realskyrin/ns-game-apple-arm-port">Source</a></li>
+<li><strong>Archestra 1.4.</strong> A gateway for LLM calls and MCP servers that gives Claude Code, Codex and Cursor one token, with cost limits and guardrails. Version 1.4 swaps in OpenAPPA guardrails and adds a remote agent runtime that takes work off your laptop and hands it back; v1.4.2 followed on 23 Oct. AGPL 3.0 or an enterprise licence, more than 4,350 stars. <a href="https://github.com/archestra-ai/archestra/releases/tag/platform-v1.4.0">Source</a></li>
+</ol>
+<h2 id="top-3-moves-from-multi-agent-tools" tabindex="-1">Top 3 moves from multi agent tools <a class="anchor" href="#top-3-moves-from-multi-agent-tools" aria-hidden="true">#</a></h2>
+<ol>
+<li><strong>GitHub Copilot CLI 1.0.103.</strong> Published 22 Oct. ACP sessions now honour saved sandbox settings and the <code>--sandbox</code> flags, including on resume, cloud replies keep their full text after a dropped connection, and cached MCP tool lists are shared across Git worktrees of one repository. See <a href="/blog/github-copilot-cli-vs-claude-code-for-hive-work/">Copilot CLI vs Claude Code</a>. <a href="https://github.com/github/copilot-cli/releases/tag/v1.0.103">Source</a></li>
+<li><strong>OpenClaw 2026.10.6.</strong> Published 22 Oct, a patch with “focused reliability fixes only” across 293 pull requests. It now requires a patched Node runtime, 24.22.1 or 26.12.1 and up, which rejects TLS chains signed with the certificate keys exposed in the October Node security releases, and <code>openclaw update</code> refuses to install on an older Node. Compare it in <a href="/blog/hermes-agent-vs-openclaw/">Hermes Agent vs OpenClaw</a>. <a href="https://github.com/openclaw/openclaw/releases/tag/v2026.10.6">Source</a></li>
+<li><strong>OpenCode v1.19.4.</strong> Published 22 Oct. It bundles Bun 1.4.4, which carries security fixes for Brotli, TLS, HTTP, WebSocket and <code>fetch</code>, and updates root certificates. <a href="https://github.com/anomalyco/opencode/releases/tag/v1.19.4">Source</a></li>
+</ol>
+<p>Also out: <a href="https://github.com/anthropics/claude-code/releases/tag/v2.1.308">Claude Code v2.1.308</a>, published 22 Oct, with notes that say only “Bug fixes and reliability improvements.”</p>
+<h2 id="top-3-rising-repos" tabindex="-1">Top 3 rising repos <a class="anchor" href="#top-3-rising-repos" aria-hidden="true">#</a></h2>
+<ol>
+<li><strong>earshot.</strong> “Ears for coding agents”: it turns sound into evidence an agent can reason about, and lets an agent make sound effects in code. Runs locally on CPU as a CLI, a Python API and an MCP server. Created 15 Oct. MIT, more than 2,200 stars on 23 Oct. <a href="https://github.com/Leonxlnx/earshot">Source</a></li>
+<li><strong>PandaCode.</strong> A native desktop workspace that runs Claude Code, Codex, OpenCode, Copilot CLI and other agent CLIs side by side, with a task board and an architect with up to three workers. Built on Tauri, with no account and no telemetry. Created 18 Oct. More than 500 stars on 23 Oct under the PandaCode License, MIT with a rule that public or commercial forks must say so. <a href="https://github.com/aicodeking/pandacode">Source</a></li>
+<li><strong>OpenGCUA.</strong> Tongyi’s open stack for generalist computer use agents that read the accessibility tree, call app APIs and run shell commands as well as click, with a paper and released trajectories from eight models. Created 15 Oct. Apache 2.0, more than 430 stars on 23 Oct. <a href="https://github.com/Tongyi-MAI/OpenGCUA">Source</a></li>
+</ol>
+<p>New repos can gain stars quickly for reasons other than use, so treat these as names to watch, not recommendations.</p>
+<h2 id="top-3-things-people-are-arguing-about" tabindex="-1">Top 3 things people are arguing about <a class="anchor" href="#top-3-things-people-are-arguing-about" aria-hidden="true">#</a></h2>
+<ol>
+<li><strong>Should an agent sandbox send telemetry by default?</strong> Nvidia’s OpenShell runs each agent in an isolated sandbox, checks every file access and network call against a policy, adds credentials only to requests bound for approved endpoints, and uses formal verification to hold risky policy changes for review. Its README also says it collects anonymous operational telemetry unless you turn it off, and that drew the sharpest replies. More than 320 points on Hacker News on 22 Oct; v0.1.5 shipped 20 Oct. Our <a href="/blog/agent-security-and-sandboxing/">sandboxing guide</a> covers the wider choice. <a href="https://github.com/NVIDIA/OpenShell">Source</a></li>
+<li><strong>Can Claude prove code safe, or only the model of it?</strong> Anthropic and Theorem report that Claude proved security properties at the RISC V assembly level in more than 100 open source libraries and found bugs that years of testing missed. Replies asked how anyone knows the proof matches the real program, and whether agents can scale the method past small libraries. More than 180 points on Hacker News on 22 Oct. <a href="https://www.anthropic.com/research/formal-verification">Source</a></li>
+<li><strong>Why every model gives the same “controversial” take.</strong> ModelCompare asked 12 models from ten labs for their most controversial take on humans, three times each. All of them said at least once that people pick what their group believes and then invent the reasons; 7 said it every time. More than 270 points and 320 comments on Hacker News on 22 Oct. <a href="https://www.modelcompare.ai/blog/ai-models-controversial-take-on-humans">Source</a></li>
+</ol>
+<h2 id="how-this-list-is-built" tabindex="-1">How this list is built <a class="anchor" href="#how-this-list-is-built" aria-hidden="true">#</a></h2>
+<p>Each day our agents read GitHub releases and new repos, vendor posts, official accounts on X and the Hacker News front page about coding agents. A name only makes a list with a link that was opened and a signal that can be shown: points, stars or a dated release. Repos are checked against the GitHub API before they appear, and a claim that exists only as a social post is left out. New here? Start with the <a href="/blog/how-to-install-and-use-munder-difflin/">install guide</a>.</p>
+<link rel="stylesheet" href="/blog/assets/media/agent-tools-today-2026-10-23/motion.css"><script defer src="/blog/assets/media/agent-tools-today-2026-10-23/motion.js"></script>
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+        <a class="tag" href="/blog/tags/daily-brief/">Daily Brief</a><a class="tag" href="/blog/tags/claude-code/">Claude Code</a><a class="tag" href="/blog/tags/mcp/">MCP</a><a class="tag" href="/blog/tags/open-source/">Open Source</a>
+      </div>
+      
+    </div>
+
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+    <aside class="toc-rail" aria-label="Table of contents">
+      <div class="tt">On this page</div>
+      <ol>
+        <li class="lvl-2"><a href="#top-3-launches">Top 3 launches</a></li><li class="lvl-2"><a href="#top-3-skills-mcp-servers-and-plugins">Top 3 skills, MCP servers and plugins</a></li><li class="lvl-2"><a href="#top-3-moves-from-multi-agent-tools">Top 3 moves from multi agent tools</a></li><li class="lvl-2"><a href="#top-3-rising-repos">Top 3 rising repos</a></li><li class="lvl-2"><a href="#top-3-things-people-are-arguing-about">Top 3 things people are arguing about</a></li><li class="lvl-2"><a href="#how-this-list-is-built">How this list is built</a></li>
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+    <section class="related">
+      <h2>Related in News</h2>
+      <div class="post-grid">
+        <article class="card t-news">
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
+    <div class="foot">
+      <span class="tag kind">News</span>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-news">
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <div class="foot">
+      <span class="tag kind">News</span>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-news">
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <div class="foot">
+      <span class="tag kind">News</span>
+      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
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+    { "@type": "Question", "name": "What is an AI agent office?", "acceptedAnswer": { "@type": "Answer", "text": "A desktop or web app that runs several AI agents as one team. Each agent has a role, the tasks sit on a shared board, and the agents pass messages to each other and to you. The work can be code, research, writing or any other knowledge work." } },
+    { "@type": "Question", "name": "Is there a free, open source AI agent office app?", "acceptedAnswer": { "@type": "Answer", "text": "Yes. All eight projects on this list carry an open source licence on GitHub, checked on 23 Oct 2026. The software is free; you still pay for the model behind it, unless you run a local one. AgentOffice, for example, runs on local models through Ollama." } },
+    { "@type": "Question", "name": "Is MetaGPT still maintained?", "acceptedAnswer": { "@type": "Answer", "text": "Not actively, as far as GitHub shows. On 23 Oct 2026 its last commit was from 21 Jan 2026 and its last release, v0.8.1, was from April 2024. The code is still MIT licensed and usable." } },
+    { "@type": "Question", "name": "What happened to AutoGen?", "acceptedAnswer": { "@type": "Answer", "text": "Microsoft's AutoGen README now says the project is archived and no longer maintained, and points new users to Microsoft Agent Framework. AG2, which describes itself as formerly AutoGen, is still active and Apache 2.0 licensed." } },
+    { "@type": "Question", "name": "Can an AI agent office do work that is not coding?", "acceptedAnswer": { "@type": "Answer", "text": "Yes, if the app is built for it. ChatDev 2.0 describes itself as a platform for developing everything, and Munder Difflin runs agents for all kinds of knowledge work, coding included. OpenHands, Pixel Agents and Claude Squad are built around coding agents." } }
+    
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+      <a href="/blog/">Blog</a>
+      <span>/</span>
+      <a href="/blog/topics/comparisons/">Comparisons</a>
+    </nav>
+    <h1>Open Source AI Agent Office Apps on GitHub (Oct 2026)</h1>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
+    <div class="byline">
+      <span class="av" aria-hidden="true">MD</span>
+      <strong>Chaitanya Giri</strong>
+      <span class="dot" aria-hidden="true">·</span>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true">·</span>
+      <span>5 min read</span>
+      <span class="tag kind">Comparisons</span>
+    </div>
+  </header>
+
+  <div class="hero-wrap wrap"><figure class="fig fig-hero"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="Title card on white. A pill reading GitHub, the title AI agent office apps, the line Open source, on GitHub and a Checked 23 Oct 2026 line. An office floor plan seen from above, with desks labelled Research, Write and Review, sends small cards to a board in turn." loading="lazy" decoding="async" /></figure></div>
+
+  <div class="post-wrap wrap">
+    <div class="prose">
+      <p>An AI agent office is an app that runs several AI agents as one team, with roles, a shared board and messages. The open source ones on GitHub worth a look are ChatDev, <a href="https://harnessmd.com/download">Munder Difflin</a>, OpenHands, CrewAI, AG2, Pixel Agents, AgentOffice and Claude Squad. Checked 23 Oct 2026.</p>
+<p>Licences and dates come from GitHub, read on 23 Oct 2026. This list sits in our <a href="/blog/topics/comparisons/">Comparisons hub</a>, next to our wider pick of <a href="/blog/open-source-ai-agents/">open source AI agents</a>.</p>
+<h2 id="what-is-an-ai-agent-office-app" tabindex="-1">What is an AI agent office app? <a class="anchor" href="#what-is-an-ai-agent-office-app" aria-hidden="true">#</a></h2>
+<p>It is a desktop or web app where several AI agents work as one team on your jobs. Three parts make it an office rather than a chat window:</p>
+<ul>
+<li><strong>Roles.</strong> Each agent has a job, such as researcher, writer or reviewer.</li>
+<li><strong>A shared board.</strong> Tasks sit where you and every agent can see them.</li>
+<li><strong>Messages.</strong> Agents hand work to each other and ask you when they are stuck.</li>
+</ul>
+<p>The work does not have to be code; research, reports and spreadsheets fit the same shape. Our <a href="/blog/what-is-a-multi-agent-harness/">multi agent harness explainer</a> covers the idea, and <a href="/blog/run-an-office-of-ai-agents/">Run an office of AI agents</a> shows a working day.</p>
+<figure class="mg" data-scene="corkboard"><img src="/blog/assets/media/ai-agent-office-github/corkboard.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. On a white desk, three stacked trays are labelled Researcher, Writer and Reviewer. A corkboard labelled Shared board holds cards that slide from a To do column to a Done column. A row of pigeonholes labelled Messages fills and empties as small envelopes pass between the trays."><figcaption>The three parts of an AI agent office: roles, a shared board and messages.</figcaption></figure>
+<h2 id="which-open-source-agent-office-apps-are-on-github" tabindex="-1">Which open source agent office apps are on GitHub? <a class="anchor" href="#which-open-source-agent-office-apps-are-on-github" aria-hidden="true">#</a></h2>
+<p>Eight projects pass three tests: an open source licence, a commit in the last three months, and a README that describes several agents working together.</p>
+<p><strong>1. ChatDev.</strong> <a href="https://github.com/OpenBMB/ChatDev">ChatDev</a> from OpenBMB began as a “Virtual Software Company” with agents such as CEO, CTO and Programmer. Its README calls version 2.0, released on 7 Jan 2026, “a Zero-Code Multi-Agent Platform for Developing Everything”, run from a web console. Apache 2.0. Best for: designing an agent team without code.</p>
+<p><strong>2. Munder Difflin.</strong> This is what we make. <a href="https://harnessmd.com/download">Munder Difflin</a> is free and open source: a desktop app that runs a team of AI agents for all kinds of knowledge work, coding included, on your own computer. MIT licence, code at <a href="https://github.com/HarnessMD/munder-difflin">HarnessMD/munder-difflin</a>. A Cloud Office and a mobile app are coming soon. The <a href="/blog/how-to-install-and-use-munder-difflin/">install guide</a> goes from download to a first agent. Best for: a ready office for technical and non technical work.</p>
+<p><strong>3. OpenHands.</strong> <a href="https://github.com/OpenHands/OpenHands">OpenHands</a> now leads its README with Agent Canvas, which “turns your coding agents into a self-hosted, always-on engineering team”. It runs its own agent or Claude Code, Codex, Gemini, Pi and OpenCode, on a laptop or a server. MIT. Best for: a coding team that keeps working with your laptop shut.</p>
+<p><strong>4. CrewAI.</strong> <a href="https://github.com/crewAIInc/crewAI">CrewAI</a> is “an open-source Python framework” for multi agent workflows, with “role-based AI agents”. It is a library you code against, not an app; a paid AMP Suite adds a control plane. MIT. Best for: Python developers building their own office.</p>
+<p><strong>5. AG2.</strong> <a href="https://github.com/ag2ai/ag2">AG2</a>, formerly AutoGen, is “an open-source programming framework for building AI agents and facilitating cooperation among multiple agents”. Apache 2.0. Best for: AutoGen style teams that still get updates.</p>
+<p><strong>6. Pixel Agents.</strong> <a href="https://github.com/pixel-agents-hq/pixel-agents">Pixel Agents</a> turns the coding agents in your terminals into “animated pixel-art characters working in a tiny office”, in VS Code or a browser. Claude Code is the agent it supports today, and its README lists a task board as a plan: “Most of this is still ahead.” MIT, v1.5.0 on 17 Oct 2026. Best for: seeing which agent is busy.</p>
+<p><strong>7. AgentOffice.</strong> <a href="https://github.com/harishkotra/agent-office">AgentOffice</a> promises “Self-growing AI teams in a pixel-art virtual office” on local models through Ollama. Agents talk, take tasks from a TaskBoard and can hire new team members on their own, which is more autonomy than most interns get. MIT, last commit 25 Sep 2026. Best for: tinkering with a local, visual team.</p>
+<p><strong>8. Claude Squad.</strong> <a href="https://github.com/smtg-ai/claude-squad">Claude Squad</a> is “a terminal app that manages multiple” agents such as Claude Code, Codex and Gemini, each task in “its own isolated git workspace”. No roles or board; it is the lean option. AGPL 3.0, v1.0.20 on 20 Aug 2026. See <a href="/blog/claude-squad-vs-munder-difflin/">Claude Squad vs Munder Difflin</a>.</p>
+<figure class="mg" data-scene="shelf"><img src="/blog/assets/media/ai-agent-office-github/shelf.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. Eight plain boxes slide one by one onto a long white shelf, labelled ChatDev, Munder Difflin, OpenHands, CrewAI, AG2, Pixel Agents, AgentOffice and Claude Squad. As each box lands, a small tag drops onto it with its licence: Apache 2.0, MIT or AGPL 3.0."><figcaption>Eight open source agent office projects, licences checked on 23 Oct 2026.</figcaption></figure>
+<h2 id="agent-office-apps-compared-checked-23-oct-2026" tabindex="-1">Agent office apps compared, checked 23 Oct 2026 <a class="anchor" href="#agent-office-apps-compared-checked-23-oct-2026" aria-hidden="true">#</a></h2>
+<div class="table-scroll">
+<table>
+<thead>
+<tr>
+<th>Project</th>
+<th>Kind</th>
+<th>Licence</th>
+<th>Latest activity</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>ChatDev</td>
+<td>Web app</td>
+<td>Apache 2.0</td>
+<td>Commit 16 Oct 2026</td>
+</tr>
+<tr>
+<td>Munder Difflin</td>
+<td>Desktop app</td>
+<td>MIT</td>
+<td>Commit 22 Oct 2026</td>
+</tr>
+<tr>
+<td>OpenHands</td>
+<td>Self hosted app</td>
+<td>MIT</td>
+<td>Commit 23 Oct 2026</td>
+</tr>
+<tr>
+<td>CrewAI</td>
+<td>Python framework</td>
+<td>MIT</td>
+<td>Commit 23 Oct 2026</td>
+</tr>
+<tr>
+<td>AG2</td>
+<td>Python framework</td>
+<td>Apache 2.0</td>
+<td>Commit 22 Oct 2026</td>
+</tr>
+<tr>
+<td>Pixel Agents</td>
+<td>Viewer</td>
+<td>MIT</td>
+<td>v1.5.0, 17 Oct 2026</td>
+</tr>
+<tr>
+<td>AgentOffice</td>
+<td>Browser app</td>
+<td>MIT</td>
+<td>Commit 25 Sep 2026</td>
+</tr>
+<tr>
+<td>Claude Squad</td>
+<td>Terminal app</td>
+<td>AGPL 3.0</td>
+<td>v1.0.20, 20 Aug 2026</td>
+</tr>
+</tbody>
+</table>
+</div>
+<p>Licences come from the GitHub API, dates from commit histories and releases. The kinds are our labels.</p>
+<h2 id="is-an-agent-framework-the-same-as-an-agent-office-app" tabindex="-1">Is an agent framework the same as an agent office app? <a class="anchor" href="#is-an-agent-framework-the-same-as-an-agent-office-app" aria-hidden="true">#</a></h2>
+<p>No. A framework is a library you write code against; an office app is something you open and use. ChatDev, Munder Difflin, OpenHands and AgentOffice are apps you run. CrewAI and AG2 are what you would build one with. Our view: if you do not want to write Python, start with an app. <a href="/blog/how-to-choose-a-multi-agent-tool/">How to choose a multi-agent tool</a> has a checklist, and <a href="/blog/crewai-autogen-vs-a-local-agent-harness/">CrewAI and AutoGen vs a local agent harness</a> covers the split.</p>
+<figure class="mg" data-scene="bins"><img src="/blog/assets/media/ai-agent-office-github/bins.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. Three white bins stand in a row, labelled Apps you run, Frameworks you code and Viewers you watch. Name cards drop from above: ChatDev, Munder Difflin and OpenHands land in Apps you run, CrewAI and AG2 in Frameworks you code, and Pixel Agents in Viewers you watch."><figcaption>Apps you run, frameworks you code against, and a viewer, as their READMEs described them on 23 Oct 2026.</figcaption></figure>
+<h2 id="which-projects-did-we-leave-out-and-why" tabindex="-1">Which projects did we leave out, and why? <a class="anchor" href="#which-projects-did-we-leave-out-and-why" aria-hidden="true">#</a></h2>
+<p>Six well known names failed the check on 23 Oct 2026:</p>
+<ul>
+<li><strong>MetaGPT.</strong> MIT and famous for its AI software company, but its last commit was 21 Jan 2026 and its last release, v0.8.1, is from April 2024.</li>
+<li><strong>AutoGen.</strong> Its <a href="https://github.com/microsoft/autogen">README</a> says “Project archived and no longer maintained” and points to Microsoft Agent Framework. AG2 carries the AutoGen line on.</li>
+<li><strong>AI Town.</strong> MIT, but it is “a virtual town where AI characters live, chat and socialize”. Nobody files a report.</li>
+<li><strong>Claw Empire</strong> and <strong>Star Office UI.</strong> Pixel offices with no commit since March 2026; GitHub could not match Star Office UI’s licence to a standard one.</li>
+<li><strong>AionUi.</strong> Apache 2.0 and busy, but we read it as a cowork app with many agents in one window, not a team with roles and a board.</li>
+</ul>
+<figure class="mg" data-scene="lamps"><img src="/blog/assets/media/ai-agent-office-github/lamps.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A row of white desk lamps sits on a long table. Lamps labelled MetaGPT, last commit 21 Jan 2026, and AutoGen, archived, dim to grey one after the other. A card labelled AG2 slides under the AutoGen lamp and its bulb glows blue again."><figcaption>MetaGPT has had no commit since 21 Jan 2026 and AutoGen's README says it is archived, checked on 23 Oct 2026.</figcaption></figure>
+<h2 id="which-agent-office-app-should-you-pick" tabindex="-1">Which agent office app should you pick? <a class="anchor" href="#which-agent-office-app-should-you-pick" aria-hidden="true">#</a></h2>
+<p>Pick by whether you want to write code and what work the team does.</p>
+<ul>
+<li><strong>ChatDev</strong> to design an agent team without code.</li>
+<li><strong>Munder Difflin</strong> for a ready desktop office for any knowledge work, coding included.</li>
+<li><strong>OpenHands</strong> for an always on coding team on a server.</li>
+<li><strong>CrewAI</strong> or <strong>AG2</strong> to build your own in Python.</li>
+<li><strong>Pixel Agents</strong> or <strong>AgentOffice</strong> to watch agents as pixel art.</li>
+<li><strong>Claude Squad</strong> for parallel coding sessions in the terminal.</li>
+</ul>
+<p>For Claude Code in particular, see <a href="/blog/best-claude-code-multi-agent-tools/">the best Claude Code multi agent tools</a>.</p>
+<link rel="stylesheet" href="/blog/assets/media/ai-agent-office-github/motion.css"><script defer src="/blog/assets/media/ai-agent-office-github/motion.js"></script>
+
+
+      
+      <section class="faq" aria-label="Frequently asked questions">
+        <h2 id="faq">FAQ</h2>
+        
+        <div class="qa">
+          <p class="q">What is an AI agent office?</p>
+          <p class="a">A desktop or web app that runs several AI agents as one team. Each agent has a role, the tasks sit on a shared board, and the agents pass messages to each other and to you. The work can be code, research, writing or any other knowledge work.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Is there a free, open source AI agent office app?</p>
+          <p class="a">Yes. All eight projects on this list carry an open source licence on GitHub, checked on 23 Oct 2026. The software is free; you still pay for the model behind it, unless you run a local one. AgentOffice, for example, runs on local models through Ollama.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Is MetaGPT still maintained?</p>
+          <p class="a">Not actively, as far as GitHub shows. On 23 Oct 2026 its last commit was from 21 Jan 2026 and its last release, v0.8.1, was from April 2024. The code is still MIT licensed and usable.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">What happened to AutoGen?</p>
+          <p class="a">Microsoft&#39;s AutoGen README now says the project is archived and no longer maintained, and points new users to Microsoft Agent Framework. AG2, which describes itself as formerly AutoGen, is still active and Apache 2.0 licensed.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Can an AI agent office do work that is not coding?</p>
+          <p class="a">Yes, if the app is built for it. ChatDev 2.0 describes itself as a platform for developing everything, and Munder Difflin runs agents for all kinds of knowledge work, coding included. OpenHands, Pixel Agents and Claude Squad are built around coding agents.</p>
+        </div>
+        
+      </section>
+      
+
+      
+      <hr />
+      <div class="share">
+        <span class="lbl">Tags</span>
+        <a class="tag" href="/blog/tags/comparisons/">Comparisons</a><a class="tag" href="/blog/tags/open-source/">Open Source</a><a class="tag" href="/blog/tags/ai-agents/">AI Agents</a>
+      </div>
+      
+    </div>
+
+    
+    <aside class="toc-rail" aria-label="Table of contents">
+      <div class="tt">On this page</div>
+      <ol>
+        <li class="lvl-2"><a href="#what-is-an-ai-agent-office-app">What is an AI agent office app?</a></li><li class="lvl-2"><a href="#which-open-source-agent-office-apps-are-on-github">Which open source agent office apps are on GitHub?</a></li><li class="lvl-2"><a href="#agent-office-apps-compared-checked-23-oct-2026">Agent office apps compared, checked 23 Oct 2026</a></li><li class="lvl-2"><a href="#is-an-agent-framework-the-same-as-an-agent-office-app">Is an agent framework the same as an agent office app?</a></li><li class="lvl-2"><a href="#which-projects-did-we-leave-out-and-why">Which projects did we leave out, and why?</a></li><li class="lvl-2"><a href="#which-agent-office-app-should-you-pick">Which agent office app should you pick?</a></li>
+      </ol>
+    </aside>
+    
+  </div>
+
+  <footer class="post-foot wrap"><div class="prevnext">
+      <a class="pn prev" href="/blog/black-october-php2shell/"><span class="k">← Older</span><span class="t">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</span></a>
+      <a class="pn next" href="/blog/agent-tools-today-2026-10-23/"><span class="k">Newer →</span><span class="t">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</span></a>
+    </div>
+    <section class="related">
+      <h2>Related in Comparisons</h2>
+      <div class="post-grid">
+        <article class="card t-comparisons">
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>4 min</span>
+    </div>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <div class="foot">
+      <span class="tag kind">Comparisons</span>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-comparisons">
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>4 min</span>
+    </div>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <div class="foot">
+      <span class="tag kind">Comparisons</span>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-comparisons">
+  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>4 min</span>
+    </div>
+    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
+    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <div class="foot">
+      <span class="tag kind">Comparisons</span>
+      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+    </div>
+  </div>
+</article>
+
+      </div>
+    </section>
+    
+  </footer>
+</article>
+
+</main>
+<footer class="site-foot">
+  <div class="wrap">
+    <div class="foot-top">
+      <a class="foot-brand brand" href="https://munderdiffl.in" aria-label="Munder Difflin home">
+        <img class="brand-logo" src="https://munderdiffl.in/logo.png" width="1318" height="840" alt="Munder Difflin, Inc. — Multi-Agent Harness" />
+      </a>
+      <div class="foot-links">
+        <a href="/blog/">Latest</a>
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+        <a href="/blog/about/">About</a>
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+        <a href="https://github.com/chaitanyagiri/munder-difflin">GitHub</a>
+        <a href="https://munderdiffl.in">munderdiffl.in ↗</a>
+      </div>
+    </div>
+    <div class="foot-meta">
+      © 2026 Munder Difflin · Local-first · MIT-licensed ·
+      Built on <a href="https://munderdiffl.in">Electron, React, Pixi.js, xterm.js &amp; node-pty</a>.
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+</footer>
+
+<script>
+  // sticky-nav border on scroll
+  (function () {
+    var nav = document.getElementById('nav');
+    if (!nav) return;
+    var onScroll = function () { nav.classList.toggle('scrolled', window.scrollY > 8); };
+    onScroll(); window.addEventListener('scroll', onScroll, { passive: true });
+  })();
+  // YouTube click-to-load: thumbnail button → youtube-nocookie iframe
+  (function () {
+    document.addEventListener('click', function (e) {
+      var btn = e.target.closest('.yt-load');
+      if (!btn) return;
+      var box = btn.closest('.yt');
+      var id = box && box.getAttribute('data-yt');
+      // Only an 11 character YouTube video id may reach the iframe URL.
+      if (!id || !/^[A-Za-z0-9_-]{11}$/.test(id)) return;
+      var frame = document.createElement('iframe');
+      frame.src = 'https://www.youtube-nocookie.com/embed/' + encodeURIComponent(id) + '?autoplay=1';
+      frame.title = box.getAttribute('data-title') || 'YouTube video';
+      frame.allow = 'accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share';
+      frame.setAttribute('allowfullscreen', '');
+      box.replaceChildren(frame);
+    });
+  })();
+</script>
+
+</body>
+</html>
diff --git a/docs/blog/ai-agent-use-cases-our-office/index.html b/docs/blog/ai-agent-use-cases-our-office/index.html
index 6233c5cd97..3e705d8e23 100644
--- a/docs/blog/ai-agent-use-cases-our-office/index.html
+++ b/docs/blog/ai-agent-use-cases-our-office/index.html
@@ -422,50 +422,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/aider-vs-claude-code/index.html b/docs/blog/aider-vs-claude-code/index.html
index 1ec0f18050..12d37388f9 100644
--- a/docs/blog/aider-vs-claude-code/index.html
+++ b/docs/blog/aider-vs-claude-code/index.html
@@ -291,50 +291,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/asd-ste100-prompting/index.html b/docs/blog/asd-ste100-prompting/index.html
index 6a80b7cdb6..58eaf6a153 100644
--- a/docs/blog/asd-ste100-prompting/index.html
+++ b/docs/blog/asd-ste100-prompting/index.html
@@ -365,50 +365,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/assets/media/agent-tools-today-2026-10-23/motion.css b/docs/blog/assets/media/agent-tools-today-2026-10-23/motion.css
new file mode 100644
index 0000000000..7d3ae3b8e5
--- /dev/null
+++ b/docs/blog/assets/media/agent-tools-today-2026-10-23/motion.css
@@ -0,0 +1,13 @@
+/* Bright coded scene for "Agent tools today, 23 Oct 2026". Pairs with motion.js. */
+.prose figure.mg { margin: 42px 0; }
+.prose figure.mg img, .mg .mg-svg { display: block; width: 100%; height: auto; border: 1px solid #1A1320; border-radius: 18px; background: #fff; }
+.mg figcaption { font: 500 13px/1.5 "Space Grotesk", system-ui, sans-serif; color: #6B5878; padding-top: 10px; text-align: center; }
+.mg .mg-svg { touch-action: manipulation; -webkit-tap-highlight-color: transparent; }
+.mg .mg-svg text { -webkit-user-select: none; user-select: none; pointer-events: none; }
+.mg .mg-hit { cursor: pointer; outline: none; }
+.mg [role="slider"] { cursor: grab; touch-action: none; }
+.mg .mg-ring { stroke-opacity: 0; transition: stroke-opacity 0.15s; }
+.mg .mg-hit:focus-visible .mg-ring { stroke-opacity: 1; }
+.mg [role="slider"]:focus-visible circle:nth-child(2) { stroke-width: 5; }
+@media (hover: hover) { .mg .mg-hit:hover .mg-ring { stroke-opacity: 0.5; } }
+@media (prefers-reduced-motion: reduce) { .mg .mg-ring { transition: none; } }
diff --git a/docs/blog/assets/media/agent-tools-today-2026-10-23/motion.js b/docs/blog/assets/media/agent-tools-today-2026-10-23/motion.js
new file mode 100644
index 0000000000..7f4e2ddaa5
--- /dev/null
+++ b/docs/blog/assets/media/agent-tools-today-2026-10-23/motion.js
@@ -0,0 +1,176 @@
+/* Bright coded scene for "Agent tools today, 23 Oct 2026". Vanilla JS, no library.
+   <figure class="mg" data-scene="NAME"> holds a still image; this script swaps in a live SVG.
+   Plays only in view, honours reduced motion, "?mgstill" freezes each scene on its still frame. */
+(() => {
+  const NS = "http://www.w3.org/2000/svg";
+  const INK = "#1A1320", YEL = "#FFCA54", BLUE = "#6C8EF5", LIL = "#B69CFF", MINT = "#7FD8AE", SKY = "#9AD8FF", SOFT = "#F1ECF9", MUTE = "#7A6A88";
+  const SANS = '"Space Grotesk", system-ui, sans-serif', MONO = '"JetBrains Mono", ui-monospace, monospace';
+  const el = (t, a = {}, p) => { const n = document.createElementNS(NS, t); for (const k in a) n.setAttribute(k, a[k]); if (p) p.appendChild(n); return n; };
+  const txt = (p, x, y, s, a = {}) => { const n = el("text", Object.assign({ x, y, "font-family": SANS, "font-size": 24, "font-weight": 600, fill: INK }, a), p); n.textContent = s; return n; };
+  const cl = (v, a = 0, b = 1) => Math.max(a, Math.min(b, v));
+  const seg = (t, a, b) => cl((t - a) / (b - a));
+  const oc = (x) => 1 - Math.pow(1 - x, 3);
+  const ob = (x) => { const c = 1.70158; return 1 + (c + 1) * Math.pow(x - 1, 3) + c * Math.pow(x - 1, 2); };
+  const io = (x) => (x < 0.5 ? 4 * x * x * x : 1 - Math.pow(-2 * x + 2, 3) / 2);
+  const tf = (n, x, y, s = 1, r = 0) => n.setAttribute("transform", `translate(${x} ${y}) rotate(${r}) scale(${s})`);
+  const button = (g, label, fn) => {
+    g.setAttribute("role", "button"); g.setAttribute("tabindex", "0"); g.setAttribute("aria-label", label); g.classList.add("mg-hit");
+    g.addEventListener("click", fn);
+    g.addEventListener("keydown", (e) => { if (e.key === "Enter" || e.key === " ") { e.preventDefault(); fn(); } });
+  };
+
+  const SC = {};
+
+  /* ---- an agent in a sandbox sends three requests to a policy gate; two pass, one waits for review ---- */
+  SC.today = {
+    w: 1600, h: 1200, dur: 10, still: 9,
+    build(svg, api) {
+      const A = (o) => Object.assign({ stroke: INK, "stroke-width": 4, "stroke-linejoin": "round", "stroke-linecap": "round" }, o);
+      const lp = (a, b, p) => a + (b - a) * p;
+      const hx = (c) => [1, 3, 5].map((i) => parseInt(c.slice(i, i + 2), 16));
+      const mix = (a, b, p) => { const x = hx(a), y = hx(b); return "#" + x.map((v, i) => Math.round(lp(v, y[i], p)).toString(16).padStart(2, "0")).join(""); };
+      /* geometry */
+      const AX = 270, AY = 610, GX = 910, GW = 60, WX = 720, PX = 1240, TX = 1470, DH = 100;
+      const LANE = [450, 610, 770], NAME = ["File", "Package site", "New host"];
+      /* beats, in seconds: each request leaves the agent, reaches the gate, and (for the first two) passes */
+      const OUT = [1.0, 2.0, 3.0], T_HOLD = 6;
+
+      const inner = el("g", {}, svg);
+
+      /* the sandbox and the agent */
+      const box = el("g", {}, inner);
+      el("rect", A({ x: 70, y: 250, width: 400, height: 720, rx: 32, fill: SOFT }), box);
+      txt(box, AX, 334, "Sandbox", { "text-anchor": "middle", "font-size": 42, "font-weight": 700 });
+      el("rect", A({ x: AX - 80, y: AY - 80, width: 160, height: 160, rx: 22, fill: BLUE }), box);
+      txt(box, AX, AY + 12, "Agent", { "text-anchor": "middle", "font-size": 34, "font-weight": 700 });
+
+      /* the Policy gate: lilac posts with a door in each lane */
+      const gate = el("g", {}, inner);
+      txt(gate, GX, 336, "Policy", { "text-anchor": "middle", "font-size": 42, "font-weight": 700 });
+      el("rect", A({ x: GX - GW / 2, y: 360, width: GW, height: 500, rx: 14, fill: LIL }), gate);
+      const doors = LANE.map((y) => {
+        el("rect", { x: GX - GW / 2 + 2, y: y - DH / 2, width: GW - 4, height: DH, fill: "#fff" }, gate);
+        return el("rect", A({ x: GX - GW / 2, y: y - DH / 2, width: GW, height: DH, rx: 8, fill: SOFT, "stroke-width": 3 }), gate);
+      });
+
+      /* the three request cards, each with a tick; a key for Package site; a label for New host */
+      const cards = NAME.map((s) => {
+        const g = el("g", {}, inner);
+        el("rect", A({ x: -140, y: -42, width: 280, height: 84, rx: 20, fill: SKY }), g);
+        txt(g, 0, 11, s, { "text-anchor": "middle", "font-size": 31, "font-weight": 700 });
+        return g;
+      });
+      const ticks = LANE.map((y) => {
+        const g = el("g", {}, inner);
+        el("circle", A({ cx: 0, cy: 0, r: 34, fill: MINT }), g);
+        const p = el("path", { d: "M-15 1 L-4 13 L16 -12", fill: "none", stroke: INK, "stroke-width": 7, "stroke-linecap": "round", "stroke-linejoin": "round", pathLength: 1, "stroke-dasharray": "1 1" }, g);
+        return { g, p, y };
+      });
+      const key = el("g", {}, inner);
+      el("circle", A({ cx: 0, cy: 0, r: 30, fill: LIL }), key);
+      el("circle", A({ cx: -9, cy: 0, r: 9, fill: "#fff", "stroke-width": 3.5 }), key);
+      el("path", A({ d: "M0 0 H17 M10 0 V8 M17 0 V9", fill: "none", "stroke-width": 3.5 }), key);
+      const wait = el("g", {}, inner);
+      const waitBg = el("rect", A({ x: -155, y: -28, width: 310, height: 56, rx: 28, fill: YEL, "stroke-width": 3 }), wait);
+      txt(wait, 0, 10, "Waiting for review", { "text-anchor": "middle", "font-size": 28, "font-weight": 600 });
+
+      /* the Approve button and its hint */
+      const hint = txt(inner, 1262, 121, "Tap Approve", { "text-anchor": "end", "font-size": 30, "font-weight": 500, fill: MUTE });
+      const btn = el("g", {}, inner), face = el("g", {}, btn);
+      el("rect", { x: -10, y: -10, width: 250, height: 104, rx: 52, fill: "none", stroke: INK, "stroke-width": 3, "stroke-dasharray": "10 8", class: "mg-ring" }, face);
+      el("rect", A({ width: 230, height: 84, rx: 42, fill: BLUE }), face);
+      txt(face, 115, 55, "Approve", { "text-anchor": "middle", "font-size": 36, "font-weight": 700 });
+
+      /* press Approve, or Enter or Space on it: the label turns mint and New host goes through */
+      let approved = false, at = -99;
+      button(btn, "Approve: let the New host request through the policy gate", () => {
+        if (approved) return;
+        approved = true;
+        if (calm) { at = -99; api.redraw(); return; }
+        at = api.now();
+        api.seek(T_HOLD);
+      });
+
+      return (t, now = 0) => {
+        if (approved && !calm && t < 4) approved = false;
+        const pa = approved ? (calm ? 9 : now - at) : -1;
+        inner.setAttribute("opacity", (oc(seg(t, 0, 0.3)) * (1 - io(seg(t, 9.4, 9.9)))).toFixed(3));
+        box.setAttribute("opacity", io(seg(t, 0.1, 0.6)).toFixed(3));
+        gate.setAttribute("opacity", io(seg(t, 0.3, 0.8)).toFixed(3));
+
+        cards.forEach((g, k) => {
+          const t0 = OUT[k], y = LANE[k];
+          const go = oc(seg(t, t0, t0 + 1));
+          /* pass: 0 waiting at the gate, 1 through it */
+          let open, pass, tk;
+          if (k < 2) {
+            open = seg(t, t0 + 1.4, t0 + 1.7) * (1 - seg(t, t0 + 2.4, t0 + 2.7));
+            pass = io(seg(t, t0 + 1.6, t0 + 2.4));
+            tk = seg(t, t0 + 2.4, t0 + 2.9);
+          } else {
+            open = pa < 0 ? 0 : seg(pa, 0.3, 0.6) * (1 - seg(pa, 1.3, 1.6));
+            pass = pa < 0 ? 0 : io(seg(pa, 0.5, 1.3));
+            tk = pa < 0 ? 0 : seg(pa, 1.3, 1.8);
+          }
+          const x = pass > 0 ? lp(WX, PX, pass) : lp(AX, WX, go), cy = pass > 0 ? y : lp(AY, y, oc(seg(t, t0, t0 + 1)));
+          const s = lp(0.3, 1, oc(seg(t, t0, t0 + 0.6)));
+          tf(g, x.toFixed(1), cy.toFixed(1), s.toFixed(3));
+          g.setAttribute("opacity", seg(t, t0, t0 + 0.15).toFixed(3));
+          doors[k].setAttribute("height", (DH * (1 - open)).toFixed(1));
+          doors[k].setAttribute("opacity", open > 0.97 ? 0 : 1);
+          const T = ticks[k];
+          tf(T.g, TX, T.y, ob(seg(tk, 0, 0.5)).toFixed(3));
+          T.g.setAttribute("opacity", tk > 0 ? 1 : 0);
+          T.p.setAttribute("stroke-dashoffset", (1 - seg(tk, 0.3, 1)).toFixed(3));
+        });
+
+        /* the key attaches to Package site once it is through */
+        const kp = seg(t, 4.7, 5.2);
+        tf(key, PX + 140, LANE[1] - 42, ob(kp).toFixed(3), -20 * (1 - kp));
+        key.setAttribute("opacity", kp > 0 ? 1 : 0);
+
+        /* New host waits at the gate with a yellow label; Approve turns it mint */
+        const wp = seg(t, 4.6, 5.1);
+        tf(wait, WX - 15, LANE[2] + 86, ob(wp).toFixed(3));
+        wait.setAttribute("opacity", wp > 0 ? 1 : 0);
+        waitBg.setAttribute("fill", mix(YEL, MINT, pa < 0 ? 0 : seg(pa, 0, 0.3)));
+
+        const bo = io(seg(t, 0.8, 1.2));
+        btn.setAttribute("opacity", bo); hint.setAttribute("opacity", bo);
+        tf(btn, 1290, 66);
+        face.setAttribute("transform", `translate(115 42) scale(${(1 - 0.06 * Math.sin(Math.PI * seg(now - at, 0, 0.2))).toFixed(3)}) translate(-115 -42)`);
+      };
+    },
+  };
+
+  /* ---- player ---- */
+  const q = new URLSearchParams(location.search), frozen = q.has("mgstill"), fixed = parseFloat(q.get("mgstill"));
+  const calm = matchMedia("(prefers-reduced-motion: reduce)").matches;
+  const mount = (fig) => {
+    const sc = SC[fig.dataset.scene], img = fig.querySelector("img"); if (!sc || !img) return;
+    const W = sc.w || 800, H = sc.h || 600;
+    const svg = el("svg", { viewBox: `0 0 ${W} ${H}`, class: "mg-svg", role: "group", "aria-label": img.alt || "" });
+    svg.style.aspectRatio = `${W} / ${H}`;
+    el("rect", { width: W, height: H, fill: "#fff" }, svg);
+    img.replaceWith(svg);
+    let off = 0, raf = 0, seen = false, held = calm;
+    const base = performance.now(), clock = () => (performance.now() - base) / 1000;
+    let draw = () => {};
+    const frame = () => { const now = clock(); draw(held ? sc.still : (((now + off) % sc.dur) + sc.dur) % sc.dur, now); };
+    const tick = () => { cancelAnimationFrame(raf); frame(); if (seen && !held) raf = requestAnimationFrame(tick); };
+    const api = { now: clock, seek: (s) => { off = s - clock(); held = false; tick(); }, poke: () => { held = false; tick(); }, redraw: () => frame() };
+    draw = sc.build(svg, api);
+    if (frozen) { draw(isNaN(fixed) ? sc.still : fixed, 0); return; }
+    new IntersectionObserver(([e]) => {
+      seen = e.isIntersecting;
+      if (seen) { tick(); if (!fig.dataset.sent && window.posthog) { fig.dataset.sent = 1; window.posthog.capture("blog_scene_view", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } }
+      else cancelAnimationFrame(raf);
+    }, { threshold: 0.25 }).observe(fig);
+    svg.addEventListener("click", () => { if (!fig.dataset.hit && window.posthog) { fig.dataset.hit = 1; window.posthog.capture("blog_scene_interact", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } });
+    frame();
+  };
+  const go = () => document.querySelectorAll("figure.mg[data-scene]").forEach(mount);
+  const fonts = document.fonts && document.fonts.load ? Promise.all([document.fonts.load('700 32px "Space Grotesk"'), document.fonts.load('500 20px "Space Grotesk"'), document.fonts.load('700 20px "JetBrains Mono"')]).catch(() => {}) : Promise.resolve();
+  const start = () => fonts.then(go, go);
+  if (document.readyState === "loading") document.addEventListener("DOMContentLoaded", start); else start();
+})();
diff --git a/docs/blog/assets/media/agent-tools-today-2026-10-23/today.png b/docs/blog/assets/media/agent-tools-today-2026-10-23/today.png
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diff --git a/docs/blog/assets/media/ai-agent-office-github/motion.css b/docs/blog/assets/media/ai-agent-office-github/motion.css
new file mode 100644
index 0000000000..41bd58387e
--- /dev/null
+++ b/docs/blog/assets/media/ai-agent-office-github/motion.css
@@ -0,0 +1,13 @@
+/* Bright coded scenes for "Open Source AI Agent Office Apps on GitHub". Pairs with motion.js. */
+.prose figure.mg { margin: 42px 0; }
+.prose figure.mg img, .mg .mg-svg { display: block; width: 100%; height: auto; border: 1px solid #1A1320; border-radius: 18px; background: #fff; }
+.mg figcaption { font: 500 13px/1.5 "Space Grotesk", system-ui, sans-serif; color: #6B5878; padding-top: 10px; text-align: center; }
+.mg .mg-svg { touch-action: manipulation; -webkit-tap-highlight-color: transparent; }
+.mg .mg-svg text { -webkit-user-select: none; user-select: none; pointer-events: none; }
+.mg .mg-hit { cursor: pointer; outline: none; }
+.mg [role="slider"] { cursor: grab; touch-action: none; }
+.mg .mg-ring { stroke-opacity: 0; transition: stroke-opacity 0.15s; }
+.mg .mg-hit:focus-visible .mg-ring { stroke-opacity: 1; }
+.mg [role="slider"]:focus-visible circle:nth-child(2) { stroke-width: 5; }
+@media (hover: hover) { .mg .mg-hit:hover .mg-ring { stroke-opacity: 0.5; } }
+@media (prefers-reduced-motion: reduce) { .mg .mg-ring { transition: none; } }
diff --git a/docs/blog/assets/media/ai-agent-office-github/motion.js b/docs/blog/assets/media/ai-agent-office-github/motion.js
new file mode 100644
index 0000000000..f7bf5bdf7d
--- /dev/null
+++ b/docs/blog/assets/media/ai-agent-office-github/motion.js
@@ -0,0 +1,335 @@
+/* Bright coded scenes for "Open Source AI Agent Office Apps on GitHub". Vanilla JS, no library.
+   <figure class="mg" data-scene="NAME"> holds a still image; this script swaps in a live SVG.
+   Plays only in view, honours reduced motion, "?mgstill" freezes each scene on its still frame. */
+(() => {
+  const NS = "http://www.w3.org/2000/svg";
+  const INK = "#1A1320", YEL = "#FFCA54", BLUE = "#6C8EF5", LIL = "#B69CFF", MINT = "#7FD8AE", SKY = "#9AD8FF", SOFT = "#F1ECF9", MUTE = "#7A6A88", CAP = "#6B5878", GREY = "#D9D0E4";
+  const SANS = '"Space Grotesk", system-ui, sans-serif', MONO = '"JetBrains Mono", ui-monospace, monospace';
+  const el = (t, a = {}, p) => { const n = document.createElementNS(NS, t); for (const k in a) n.setAttribute(k, a[k]); if (p) p.appendChild(n); return n; };
+  const txt = (p, x, y, s, a = {}) => { const n = el("text", Object.assign({ x, y, "font-family": SANS, "font-size": 24, "font-weight": 600, fill: INK }, a), p); n.textContent = s; return n; };
+  const cl = (v, a = 0, b = 1) => Math.max(a, Math.min(b, v));
+  const seg = (t, a, b) => cl((t - a) / (b - a));
+  const oc = (x) => 1 - Math.pow(1 - x, 3);
+  const ob = (x) => { const c = 1.70158; return 1 + (c + 1) * Math.pow(x - 1, 3) + c * Math.pow(x - 1, 2); };
+  const io = (x) => (x < 0.5 ? 4 * x * x * x : 1 - Math.pow(-2 * x + 2, 3) / 2);
+  const tf = (n, x, y, s = 1, r = 0) => n.setAttribute("transform", `translate(${x} ${y}) rotate(${r}) scale(${s})`);
+  const button = (g, label, fn) => {
+    g.setAttribute("role", "button"); g.setAttribute("tabindex", "0"); g.setAttribute("aria-label", label); g.classList.add("mg-hit");
+    g.addEventListener("click", fn);
+    g.addEventListener("keydown", (e) => { if (e.key === "Enter" || e.key === " ") { e.preventDefault(); fn(); } });
+  };
+  const ring = (g, a) => el("rect", Object.assign({ fill: "none", stroke: INK, "stroke-width": 2, class: "mg-ring" }, a), g);
+  const pill = (svg, x, y, w, label, col, fn) => {
+    const g = el("g", {}, svg);
+    el("rect", { x, y, width: w, height: 48, rx: 24, fill: col, stroke: INK, "stroke-width": 3 }, g);
+    ring(g, { x: x - 6, y: y - 6, width: w + 12, height: 60, rx: 30 });
+    txt(g, x + w / 2, y + 31, label, { "text-anchor": "middle", "font-size": 21, "font-weight": 700 });
+    button(g, label, fn); return g;
+  };
+  const hint = (svg, x, y, s) => txt(svg, x, y, s, { "text-anchor": "end", "font-size": 16, fill: MUTE, "font-weight": 500 });
+  const envelope = (p) => {
+    const g = el("g", {}, p);
+    el("rect", { x: -17, y: -12, width: 34, height: 24, rx: 3, fill: "#fff", stroke: INK, "stroke-width": 2 }, g);
+    el("path", { d: "M-17 -11 L0 2 L17 -11", stroke: INK, "stroke-width": 2, fill: "none", "stroke-linejoin": "round" }, g);
+    return g;
+  };
+
+  const SC = {};
+
+  /* ---- 1. roles, a shared board and messages ---- */
+  SC.corkboard = {
+    dur: 12, still: 10.6,
+    build(svg, api) {
+      const TR = [["Researcher", SKY], ["Writer", LIL], ["Reviewer", MINT]], TY = [96, 186, 276];
+      [52, 230].forEach((x) => el("rect", { x, y: 120, width: 8, height: 200, fill: "#fff", stroke: INK, "stroke-width": 2 }, svg));
+      const trays = TR.map(([name, col], i) => {
+        const g = el("g", {}, svg), y = TY[i];
+        el("rect", { x: 64, y: y - 12, width: 150, height: 30, rx: 3, fill: "#fff", stroke: INK, "stroke-width": 2 }, g);
+        el("rect", { x: 40, y, width: 210, height: 62, rx: 10, fill: col, stroke: INK, "stroke-width": 3 }, g);
+        txt(g, 145, y + 40, name, { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+        return g;
+      });
+      el("rect", { x: 300, y: 60, width: 460, height: 330, rx: 18, fill: YEL, stroke: INK, "stroke-width": 3 }, svg);
+      el("rect", { x: 316, y: 104, width: 428, height: 270, rx: 10, fill: "#fff", stroke: INK, "stroke-width": 2 }, svg);
+      txt(svg, 530, 92, "Shared board", { "text-anchor": "middle", "font-size": 24, "font-weight": 700 });
+      txt(svg, 425, 138, "To do", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      txt(svg, 625, 138, "Done", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      el("circle", { cx: 670, cy: 131, r: 10, fill: MINT, stroke: INK, "stroke-width": 2 }, svg);
+      el("path", { d: "M665 131 l3.5 4 l6.5 -8", stroke: INK, "stroke-width": 2.5, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, svg);
+      el("path", { d: "M530 118 V362", stroke: INK, "stroke-width": 2, "stroke-dasharray": "2 8", "stroke-linecap": "round" }, svg);
+      const BAR = [SKY, LIL, MINT, YEL, BLUE], cardsG = el("g", {}, svg);
+      const cards = BAR.map((c) => {
+        const g = el("g", {}, cardsG);
+        el("rect", { x: -85, y: -17, width: 170, height: 34, rx: 8, fill: "#fff", stroke: INK, "stroke-width": 2 }, g);
+        el("circle", { cx: -69, cy: 0, r: 5, fill: c, stroke: INK, "stroke-width": 1.5 }, g);
+        el("rect", { x: -55, y: -7, width: 92, height: 6, rx: 3, fill: c }, g);
+        el("rect", { x: -55, y: 3, width: 58, height: 5, rx: 2.5, fill: GREY }, g);
+        const tk = el("g", {}, g);
+        el("circle", { cx: 65, cy: 0, r: 9, fill: MINT, stroke: INK, "stroke-width": 1.5 }, tk);
+        el("path", { d: "M60.5 0 l3 3.5 l6 -7", stroke: INK, "stroke-width": 2, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, tk);
+        return { g, tk };
+      });
+      el("rect", { x: 40, y: 436, width: 720, height: 60, rx: 8, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      for (let h = 0; h < 8; h++) {
+        el("rect", { x: 47 + h * 90, y: 443, width: 76, height: 46, rx: 5, fill: SOFT }, svg);
+        if (h) el("path", { d: `M${40 + h * 90} 436 V496`, stroke: INK, "stroke-width": 2 }, svg);
+      }
+      txt(svg, 40, 534, "Messages", { "font-size": 20, "font-weight": 700 });
+      const RX = 276;
+      const route = (i, hx) => {
+        const y = TY[i] + 31, d = hx >= RX ? 1 : -1;
+        const tail = Math.abs(hx - RX) < 28 ? `V430 L${hx} 466` : `V407 Q${RX} 420 ${RX + 13 * d} 420 H${hx - 13 * d} Q${hx} 420 ${hx} 433 V466`;
+        return el("path", { d: `M250 ${y} H${RX - 13} Q${RX} ${y} ${RX} ${y + 13} ${tail}`, fill: "none", stroke: "none" }, svg);
+      };
+      const M = [[0, 1, 1], [1, 5, 2], [2, 3, 0], [0, 6, 2], [1, 0, 0], [2, 4, 1], [0, 2, 1]].map(([a, h, b], k) => {
+        const hx = 85 + h * 90, pin = route(a, hx), pout = route(b, hx);
+        return { t0: 0.4 + k * 1.4, a, b, hx, pin, pout, Lin: pin.getTotalLength(), Lout: pout.getTotalLength(), n: envelope(svg) };
+      });
+      const T = [1.6, 3.9, 6.2];
+      let clicks = [], lastT = 0;
+      hint(svg, 584, 547, "tap Next card");
+      pill(svg, 600, 516, 160, "Next card", YEL, () => {
+        const done = T.filter((x) => lastT >= x).length + clicks.length;
+        if (done >= 5) { clicks = []; api.seek(0.6); } else { clicks.push(api.now()); api.poke(); }
+      });
+      return (t, now) => {
+        if (t < lastT - 0.5) clicks = [];
+        lastT = t;
+        const fade = 1 - seg(t, 11.3, 11.9);
+        let p = 0;
+        T.forEach((x) => (p += io(seg(t, x, x + 1.1))));
+        clicks.forEach((c) => (p += io(seg(now, c, c + 0.9))));
+        p = Math.min(p, 5);
+        cardsG.setAttribute("opacity", seg(t, 0, 0.5) * fade);
+        cards.forEach((c, i) => {
+          const k = cl(p - i); let s = 0;
+          for (let j = 0; j < i; j++) s += io(seg(cl(p - j), 0.55, 1));
+          let x = 425, y = 167 + 42 * (i - s), sc = 1, r = 0;
+          if (k > 0) { const a = Math.sin(Math.PI * k); x = 425 + 210 * io(k); y = 167 + 42 * i * io(k) - 24 * a; sc = 1 + 0.08 * a; r = 5 * a; }
+          tf(c.g, x, y, sc, r); c.tk.setAttribute("opacity", seg(k, 0.85, 1));
+        });
+        const bump = [0, 0, 0];
+        M.forEach((m) => {
+          const a = t - m.t0; let x = m.hx, y = 466, op = 1;
+          if (a < 0 || a > 5.6) op = 0;
+          else if (a < 0.7) { const pt = m.pin.getPointAtLength(m.Lin * io(a / 0.7)); x = pt.x; y = pt.y; op = seg(a, 0, 0.12); }
+          else if (a > 4.9) { const pt = m.pout.getPointAtLength(m.Lout * (1 - io((a - 4.9) / 0.7))); x = pt.x; y = pt.y; op = 1 - seg(a, 5.45, 5.6); }
+          if (a >= 0 && a < 0.3) bump[m.a] = Math.max(bump[m.a], Math.sin((Math.PI * a) / 0.3));
+          if (a > 5.3 && a <= 5.6) bump[m.b] = Math.max(bump[m.b], Math.sin((Math.PI * (a - 5.3)) / 0.3));
+          tf(m.n, x, y); m.n.setAttribute("opacity", op * fade);
+        });
+        trays.forEach((g, i) => g.setAttribute("transform", `translate(0 ${-5 * bump[i]})`));
+      };
+    },
+  };
+
+  /* ---- 2. eight boxes land on a shelf, each with its licence tag ---- */
+  SC.shelf = {
+    dur: 12, still: 10,
+    build(svg, api) {
+      const B = [["ChatDev"], ["Munder", "Difflin"], ["OpenHands"], ["CrewAI"], ["AG2"], ["Pixel", "Agents"], ["AgentOffice"], ["Claude", "Squad"]];
+      const LIC = ["Apache 2.0", "MIT", "MIT", "MIT", "Apache 2.0", "MIT", "MIT", "AGPL 3.0"];
+      const H = [190, 208, 180, 198, 172, 204, 186, 196], COL = [YEL, SKY, LIL, MINT, YEL, SKY, LIL, MINT];
+      const W = B.map((b) => Math.max(70, Math.max(...b.map((s) => s.length)) * 9.6 + 18)), GAP = 7, SY = 440;
+      let x0 = (800 - W.reduce((a, b) => a + b, 0) - GAP * 7) / 2;
+      hint(svg, 756, 46, "tap a box");
+      [130, 670].forEach((x) => el("path", { d: `M${x} ${SY + 18} V${SY + 64} L${x - 34} ${SY + 18} Z`, fill: SOFT, stroke: INK, "stroke-width": 2.5, "stroke-linejoin": "round" }, svg));
+      el("rect", { x: 18, y: SY, width: 764, height: 18, rx: 5, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      const call = el("g", { opacity: 0 }, svg);
+      el("rect", { x: 220, y: 62, width: 360, height: 118, rx: 22, fill: "#fff", stroke: INK, "stroke-width": 3 }, call);
+      const cName = txt(call, 400, 104, "", { "text-anchor": "middle", "font-family": MONO, "font-size": 24, "font-weight": 700 });
+      const cLic = txt(call, 400, 160, "", { "text-anchor": "middle", "font-size": 46, "font-weight": 700 });
+      let sel = -1, prev = -1, selAt = -99, lastT = 0;
+      const boxes = B.map((lines, i) => {
+        const w = W[i], h = H[i], x = x0 + w / 2; x0 += w + GAP;
+        const g = el("g", {}, svg);
+        el("rect", { x: -w / 2, y: -h, width: w, height: h, rx: 8, fill: COL[i], stroke: INK, "stroke-width": 3 }, g);
+        el("path", { d: `M${-w / 2 + 10} ${-h + 14} H${w / 2 - 10}`, stroke: INK, "stroke-width": 2, "stroke-dasharray": "2 6", "stroke-linecap": "round" }, g);
+        lines.forEach((s, j) => txt(g, 0, -h + 44 + j * 22, s, { "text-anchor": "middle", "font-family": MONO, "font-size": 16, "font-weight": 700 }));
+        ring(g, { x: -w / 2 - 7, y: -h - 7, width: w + 14, height: h + 14, rx: 12 });
+        const tag = el("g", {}, g), tl = LIC[i].split(" ");
+        el("rect", { x: -30, y: -54, width: 60, height: 44, rx: 7, fill: "#fff", stroke: INK, "stroke-width": 2 }, tag);
+        tl.forEach((s, j) => txt(tag, 0, tl.length > 1 ? -35 + j * 17 : -26, s, { "text-anchor": "middle", "font-size": 14, "font-weight": 700 }));
+        button(g, `${lines.join(" ")}: ${LIC[i]}`, () => { prev = sel; sel = sel === i ? -1 : i; selAt = api.now(); if (lastT < 8.4) api.seek(8.6); else api.poke(); });
+        return { g, tag, x, h, s: 0.5 + i * 0.85 };
+      });
+      return (t, now) => {
+        if (t < lastT - 0.5) { sel = -1; prev = -1; }
+        lastT = t;
+        const fade = 1 - seg(t, 11.3, 11.9), u = oc(seg(now - selAt, 0, 0.35));
+        boxes.forEach((b, i) => {
+          const k = oc(seg(t, b.s, b.s + 0.8)), dk = ob(seg(t, b.s + 0.8, b.s + 1.3));
+          const lift = i === sel ? u : i === prev ? 1 - u : 0;
+          tf(b.g, b.x + (900 - b.x) * (1 - k), SY - 36 * lift, 1, -4 * Math.sin(Math.PI * k));
+          b.g.setAttribute("opacity", (t > b.s ? 1 : 0) * fade);
+          b.tag.setAttribute("transform", `translate(0 ${-(b.h + 10) * (1 - dk)})`);
+          b.tag.setAttribute("opacity", seg(t, b.s + 0.8, b.s + 0.95));
+        });
+        const show = sel >= 0 ? sel : prev, co = sel >= 0 ? u : 1 - u;
+        call.setAttribute("opacity", show >= 0 ? co * fade : 0);
+        call.setAttribute("transform", `translate(400 121) scale(${0.9 + 0.1 * co}) translate(-400 -121)`);
+        if (show >= 0) { cName.textContent = B[show].join(" "); cLic.textContent = LIC[show]; }
+      };
+    },
+  };
+
+  /* ---- 3. name cards drop into three bins ---- */
+  SC.bins = {
+    dur: 12, still: 10,
+    build(svg, api) {
+      const BX = [40, 290, 540], BC = [SKY, LIL, MINT], BL = [["Apps", "you run"], ["Frameworks", "you code"], ["Viewers", "you watch"]];
+      hint(svg, 624, 64, "tap Sort");
+      pill(svg, 640, 34, 120, "Sort", YEL, () => api.seek(0));
+      BX.forEach((x) => el("path", { d: `M${x} 256 H${x + 220} L${x + 206} 524 H${x + 14} Z`, fill: "#fff", stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg));
+      const CARDS = [["ChatDev", 0], ["Munder Difflin", 0], ["OpenHands", 0], ["CrewAI", 1], ["AG2", 1], ["Pixel Agents", 2]];
+      const cnt = [0, 0, 0], ROT = [-2, 1.5, -1, 2, -1.5, 1];
+      const cards = CARDS.map(([s, b], j) => {
+        const g = el("g", {}, svg);
+        el("rect", { x: -90, y: -21, width: 180, height: 42, rx: 10, fill: YEL, stroke: INK, "stroke-width": 2.5 }, g);
+        txt(g, 0, 7, s, { "text-anchor": "middle", "font-family": MONO, "font-size": 19, "font-weight": 700 });
+        const slot = cnt[b]++;
+        return { g, tx: BX[b] + 110, ty: 418 - slot * 52, s: 0.7 + j * 1.25, r: ROT[j] };
+      });
+      BX.forEach((x, i) => {
+        el("rect", { x: x - 6, y: 248, width: 232, height: 16, rx: 8, fill: BC[i], stroke: INK, "stroke-width": 3 }, svg);
+        BL[i].forEach((s, j) => txt(svg, x + 110, 478 + j * 28, s, { "text-anchor": "middle", "font-size": 22, "font-weight": 700 }));
+      });
+      return (t) => {
+        const fade = 1 - seg(t, 11.3, 11.9);
+        cards.forEach((c) => {
+          const a = t - c.s, pop = ob(seg(a, 0, 0.3)), k = seg(a, 0.45, 1.05);
+          let x = 400, y = 150, sc = pop, r = 0;
+          if (k > 0) { x = 400 + (c.tx - 400) * io(k); y = 150 + (c.ty - 150) * k * k - 8 * Math.sin(Math.PI * seg(a, 1.05, 1.3)); sc = 1; r = c.r * k; }
+          tf(c.g, x, y, Math.max(sc, 0.001), r); c.g.setAttribute("opacity", (a > 0 ? 1 : 0) * fade);
+        });
+      };
+    },
+  };
+
+  /* ---- 4. two lamps dim, AG2 relights one ---- */
+  SC.lamps = {
+    dur: 11, still: 9,
+    build(svg, api) {
+      const LX = [100, 330, 560], TOP = 400;
+      hint(svg, 624, 64, "tap Swap");
+      pill(svg, 640, 34, 120, "Swap", YEL, () => api.seek(4.6));
+      const lamps = LX.map((bx) => {
+        const cx = bx + 64, d = `M${cx - 30} 272 H${cx + 30} L${cx + 76} ${TOP} H${cx - 76} Z`;
+        return { bx, cx, cone: el("path", { d, fill: YEL, opacity: 0.35 }, svg), bcone: el("path", { d, fill: BLUE, opacity: 0 }, svg) };
+      });
+      [56, 728].forEach((x) => el("rect", { x, y: TOP + 18, width: 16, height: 110, rx: 4, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg));
+      el("rect", { x: 30, y: TOP, width: 740, height: 22, rx: 6, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      lamps.forEach((L) => {
+        const { bx, cx } = L;
+        el("rect", { x: bx - 34, y: TOP - 14, width: 68, height: 14, rx: 7, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+        el("path", { d: `M${bx} ${TOP - 12} L${bx - 18} 316 L${cx} 230`, stroke: INK, "stroke-width": 5, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, svg);
+        el("circle", { cx: bx - 18, cy: 316, r: 6, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, svg);
+        L.halo = el("circle", { cx, cy: 266, r: 28, fill: YEL, opacity: 0.4 }, svg);
+        L.bhalo = el("circle", { cx, cy: 266, r: 28, fill: BLUE, opacity: 0 }, svg);
+        el("circle", { cx, cy: 266, r: 13, fill: GREY, stroke: INK, "stroke-width": 2.5 }, svg);
+        L.lit = el("circle", { cx, cy: 266, r: 13, fill: YEL, stroke: INK, "stroke-width": 2.5 }, svg);
+        L.blue = el("circle", { cx, cy: 266, r: 13, fill: BLUE, stroke: INK, "stroke-width": 2.5, opacity: 0 }, svg);
+        el("path", { d: `M${cx - 22} 222 Q${cx} 208 ${cx + 22} 222 L${cx + 38} 264 H${cx - 38} Z`, fill: "#fff", stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg);
+      });
+      txt(svg, LX[1] + 64, 470, "MetaGPT", { "text-anchor": "middle", "font-family": MONO, "font-size": 22, "font-weight": 700 });
+      txt(svg, LX[1] + 64, 496, "last commit 21 Jan 2026", { "text-anchor": "middle", "font-size": 17, "font-weight": 500 });
+      txt(svg, LX[2] + 64, 470, "AutoGen", { "text-anchor": "middle", "font-family": MONO, "font-size": 22, "font-weight": 700 });
+      txt(svg, LX[2] + 64, 496, "archived", { "text-anchor": "middle", "font-size": 17, "font-weight": 500 });
+      const card = el("g", {}, svg);
+      el("rect", { x: -40, y: -19, width: 80, height: 38, rx: 8, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, card);
+      txt(card, 0, 8, "AG2", { "text-anchor": "middle", "font-family": MONO, "font-size": 22, "font-weight": 700 });
+      const CX = LX[2] + 84;
+      return (t) => {
+        const back = seg(t, 10.2, 10.9);
+        const flick = (a, b) => { const k = seg(t, a, b); if (k <= 0) return 1; if (k >= 1) return 0; return (1 - k) * (Math.sin(t * 47) > 0.2 ? 1 : 0.35); };
+        const lv = [1, Math.max(flick(1.4, 2.4), back), Math.max(flick(3.0, 4.0), back)];
+        const blue = oc(seg(t, 6.1, 6.7)) * (1 - back);
+        lamps.forEach((L, i) => {
+          const b = i === 2 ? blue : 0, y = lv[i] * (1 - b);
+          L.lit.setAttribute("opacity", y); L.halo.setAttribute("opacity", 0.4 * y); L.cone.setAttribute("opacity", 0.35 * y);
+          L.blue.setAttribute("opacity", b); L.bhalo.setAttribute("opacity", 0.35 * b); L.bcone.setAttribute("opacity", 0.22 * b);
+        });
+        const k = oc(seg(t, 4.8, 6.0));
+        tf(card, CX + 340 * (1 - k), TOP - 20); card.setAttribute("opacity", (t >= 4.8 ? 1 : 0) * (1 - back));
+      };
+    },
+  };
+
+  /* ---- title card, 16 by 9 ---- */
+  SC.hero = {
+    w: 960, h: 540, dur: 9, still: 7.8,
+    build(svg) {
+      el("rect", { x: 56, y: 62, width: 104, height: 38, rx: 19, fill: YEL, stroke: INK, "stroke-width": 2.5 }, svg);
+      txt(svg, 108, 88, "GitHub", { "text-anchor": "middle", "font-family": MONO, "font-size": 18, "font-weight": 700 });
+      txt(svg, 56, 190, "AI agent", { "font-size": 70, "font-weight": 700 });
+      txt(svg, 56, 268, "office apps", { "font-size": 70, "font-weight": 700 });
+      el("path", { d: "M58 294 H420", stroke: YEL, "stroke-width": 14, "stroke-linecap": "round" }, svg);
+      const sub = txt(svg, 56, 348, "Open source, on ", { "font-size": 26, "font-weight": 500, fill: MUTE });
+      el("tspan", { "font-family": MONO, "font-weight": 700 }, sub).textContent = "GitHub";
+      txt(svg, 56, 470, "Checked 23 Oct 2026", { "font-size": 18, "font-weight": 500, fill: CAP });
+      const R = { x: 528, y: 56, w: 392, h: 428 };
+      el("rect", { x: R.x, y: R.y, width: R.w, height: R.h, rx: 10, fill: "#fff" }, svg);
+      for (let x = R.x + 28; x < R.x + R.w; x += 28) el("path", { d: `M${x} ${R.y} V${R.y + R.h}`, stroke: SOFT, "stroke-width": 1.5 }, svg);
+      for (let y = R.y + 28; y < R.y + R.h; y += 28) el("path", { d: `M${R.x} ${y} H${R.x + R.w}`, stroke: SOFT, "stroke-width": 1.5 }, svg);
+      el("rect", { x: R.x, y: R.y, width: R.w, height: R.h, rx: 10, fill: "none", stroke: INK, "stroke-width": 4 }, svg);
+      el("rect", { x: 737, y: R.y + R.h - 4, width: 48, height: 8, fill: "#fff" }, svg);
+      el("path", { d: `M737 ${R.y + R.h} V${R.y + R.h - 48}`, stroke: INK, "stroke-width": 3, "stroke-linecap": "round" }, svg);
+      el("path", { d: `M737 ${R.y + R.h - 48} A48 48 0 0 1 785 ${R.y + R.h}`, stroke: MUTE, "stroke-width": 1.5, "stroke-dasharray": "3 5", fill: "none" }, svg);
+      const D = [["Research", SKY], ["Write", LIL], ["Review", MINT]], DY = [175, 283, 391];
+      D.forEach(([s, c], i) => {
+        el("rect", { x: 548, y: DY[i] - 16, width: 26, height: 32, rx: 8, fill: SOFT, stroke: INK, "stroke-width": 2.5 }, svg);
+        el("rect", { x: 586, y: DY[i] - 32, width: 150, height: 64, rx: 8, fill: c, stroke: INK, "stroke-width": 3 }, svg);
+        txt(svg, 646, DY[i] + 8, s, { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+      });
+      el("rect", { x: 790, y: 96, width: 110, height: 350, rx: 10, fill: YEL, stroke: INK, "stroke-width": 3 }, svg);
+      el("rect", { x: 800, y: 132, width: 90, height: 304, rx: 6, fill: "#fff", stroke: INK, "stroke-width": 2 }, svg);
+      txt(svg, 845, 122, "Board", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      const cards = Array.from({ length: 6 }, (_, m) => {
+        const g = el("g", {}, svg);
+        el("rect", { x: -17, y: -12, width: 34, height: 24, rx: 4, fill: YEL, stroke: INK, "stroke-width": 2 }, g);
+        el("rect", { x: -10, y: -5, width: 20, height: 4, rx: 2, fill: "#fff" }, g);
+        el("rect", { x: -10, y: 2, width: 13, height: 3, rx: 1.5, fill: "#fff" }, g);
+        return { g, row: m % 3, col: 1 - Math.floor(m / 3), s: 0.5 + m * 1.1 };
+      });
+      return (t) => {
+        const fade = 1 - seg(t, 8.3, 8.9);
+        cards.forEach((c) => {
+          const a = t - c.s, pop = ob(seg(a, 0, 0.25)), k = io(seg(a, 0.3, 1.0)), x0 = 716, x1 = 826 + 40 * c.col;
+          tf(c.g, x0 + (x1 - x0) * k, DY[c.row] - 22 * Math.sin(Math.PI * k), Math.max(0.001, pop), 0);
+          c.g.setAttribute("opacity", (a > 0 ? 1 : 0) * fade);
+        });
+      };
+    },
+  };
+
+  /* ---- player ---- */
+  const q = new URLSearchParams(location.search), frozen = q.has("mgstill"), fixed = parseFloat(q.get("mgstill"));
+  const calm = matchMedia("(prefers-reduced-motion: reduce)").matches;
+  const mount = (fig) => {
+    const sc = SC[fig.dataset.scene], img = fig.querySelector("img"); if (!sc || !img) return;
+    const W = sc.w || 800, H = sc.h || 600;
+    const svg = el("svg", { viewBox: `0 0 ${W} ${H}`, class: "mg-svg", role: "group", "aria-label": img.alt || "" });
+    svg.style.aspectRatio = `${W} / ${H}`;
+    el("rect", { width: W, height: H, fill: "#fff" }, svg);
+    img.replaceWith(svg);
+    let off = 0, raf = 0, seen = false, held = calm;
+    const base = performance.now(), clock = () => (performance.now() - base) / 1000;
+    let draw = () => {};
+    const frame = () => { const now = clock(); draw(held ? sc.still : (((now + off) % sc.dur) + sc.dur) % sc.dur, now); };
+    const tick = () => { cancelAnimationFrame(raf); frame(); if (seen && !held) raf = requestAnimationFrame(tick); };
+    const api = { now: clock, seek: (s) => { off = s - clock(); held = false; tick(); }, poke: () => { held = false; tick(); } };
+    draw = sc.build(svg, api);
+    if (frozen) { draw(isNaN(fixed) ? sc.still : fixed, 0); return; }
+    new IntersectionObserver(([e]) => {
+      seen = e.isIntersecting;
+      if (seen) { tick(); if (!fig.dataset.sent && window.posthog) { fig.dataset.sent = 1; window.posthog.capture("blog_scene_view", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } }
+      else cancelAnimationFrame(raf);
+    }, { threshold: 0.25 }).observe(fig);
+    svg.addEventListener("click", () => { if (!fig.dataset.hit && window.posthog) { fig.dataset.hit = 1; window.posthog.capture("blog_scene_interact", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } });
+    frame();
+  };
+  const go = () => document.querySelectorAll("figure.mg[data-scene]").forEach(mount);
+  const fonts = document.fonts && document.fonts.load ? Promise.all([document.fonts.load('700 32px "Space Grotesk"'), document.fonts.load('500 20px "Space Grotesk"'), document.fonts.load('700 20px "JetBrains Mono"')]).catch(() => {}) : Promise.resolve();
+  const start = () => fonts.then(go, go);
+  if (document.readyState === "loading") document.addEventListener("DOMContentLoaded", start); else start();
+})();
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diff --git a/docs/blog/assets/media/black-october-php2shell/motion.css b/docs/blog/assets/media/black-october-php2shell/motion.css
new file mode 100644
index 0000000000..9d9dd697d0
--- /dev/null
+++ b/docs/blog/assets/media/black-october-php2shell/motion.css
@@ -0,0 +1,13 @@
+/* Bright coded scenes for "Black October: What PHP2Shell Is and How to Patch". Pairs with motion.js. */
+.prose figure.mg { margin: 42px 0; }
+.prose figure.mg img, .mg .mg-svg { display: block; width: 100%; height: auto; border: 1px solid #1A1320; border-radius: 18px; background: #fff; }
+.mg figcaption { font: 500 13px/1.5 "Space Grotesk", system-ui, sans-serif; color: #6B5878; padding-top: 10px; text-align: center; }
+.mg .mg-svg { touch-action: manipulation; -webkit-tap-highlight-color: transparent; }
+.mg .mg-svg text { -webkit-user-select: none; user-select: none; pointer-events: none; }
+.mg .mg-hit { cursor: pointer; outline: none; }
+.mg [role="slider"] { cursor: grab; touch-action: none; }
+.mg .mg-ring { stroke-opacity: 0; transition: stroke-opacity 0.15s; }
+.mg .mg-hit:focus-visible .mg-ring { stroke-opacity: 1; }
+.mg [role="slider"]:focus-visible circle:nth-child(2) { stroke-width: 5; }
+@media (hover: hover) { .mg .mg-hit:hover .mg-ring { stroke-opacity: 0.5; } }
+@media (prefers-reduced-motion: reduce) { .mg .mg-ring { transition: none; } }
diff --git a/docs/blog/assets/media/black-october-php2shell/motion.js b/docs/blog/assets/media/black-october-php2shell/motion.js
new file mode 100644
index 0000000000..d484424c65
--- /dev/null
+++ b/docs/blog/assets/media/black-october-php2shell/motion.js
@@ -0,0 +1,314 @@
+/* Bright coded scenes for "Black October: What PHP2Shell Is and How to Patch". Vanilla JS, no library.
+   <figure class="mg" data-scene="NAME"> holds a still image; this script swaps in a live SVG.
+   Plays only in view, honours reduced motion, "?mgstill" freezes each scene on its still frame. */
+(() => {
+  const NS = "http://www.w3.org/2000/svg";
+  const INK = "#1A1320", YEL = "#FFCA54", BLUE = "#6C8EF5", LIL = "#B69CFF", MINT = "#7FD8AE", SKY = "#9AD8FF", SOFT = "#F1ECF9", MUTE = "#7A6A88", CAP = "#6B5878", GREY = "#DCD6E3";
+  const SANS = '"Space Grotesk", system-ui, sans-serif', MONO = '"JetBrains Mono", ui-monospace, monospace';
+  const el = (t, a = {}, p) => { const n = document.createElementNS(NS, t); for (const k in a) n.setAttribute(k, a[k]); if (p) p.appendChild(n); return n; };
+  const txt = (p, x, y, s, a = {}) => { const n = el("text", Object.assign({ x, y, "font-family": SANS, "font-size": 24, "font-weight": 600, fill: INK }, a), p); n.textContent = s; return n; };
+  /* text with mono runs: parts is a list of [string, isMono] */
+  const rich = (p, x, y, parts, a = {}) => { const n = el("text", Object.assign({ x, y, "font-family": SANS, "font-size": 24, "font-weight": 600, fill: INK }, a), p); parts.forEach(([s, m]) => { const t = el("tspan", m ? { "font-family": MONO, "font-weight": 700 } : {}, n); t.textContent = s; }); return n; };
+  const cl = (v, a = 0, b = 1) => Math.max(a, Math.min(b, v));
+  const seg = (t, a, b) => cl((t - a) / (b - a));
+  const oc = (x) => 1 - Math.pow(1 - x, 3);
+  const ob = (x) => { const c = 1.70158; return 1 + (c + 1) * Math.pow(x - 1, 3) + c * Math.pow(x - 1, 2); };
+  const io = (x) => (x < 0.5 ? 4 * x * x * x : 1 - Math.pow(-2 * x + 2, 3) / 2);
+  const tf = (n, x, y, s = 1, r = 0) => n.setAttribute("transform", `translate(${x} ${y}) rotate(${r}) scale(${s})`);
+  const button = (g, label, fn) => {
+    g.setAttribute("role", "button"); g.setAttribute("tabindex", "0"); g.setAttribute("aria-label", label); g.classList.add("mg-hit");
+    g.addEventListener("click", fn);
+    g.addEventListener("keydown", (e) => { if (e.key === "Enter" || e.key === " ") { e.preventDefault(); fn(); } });
+  };
+  /* a pill button with a focus ring, and the muted hint beside it */
+  const pill = (svg, x, y, w, label, col, fn) => {
+    const g = el("g", {}, svg);
+    el("rect", { x: x - 6, y: y - 6, width: w + 12, height: 56, rx: 28, fill: "none", stroke: INK, "stroke-width": 2.5, class: "mg-ring" }, g);
+    el("rect", { x, y, width: w, height: 44, rx: 22, fill: col, stroke: INK, "stroke-width": 3 }, g);
+    txt(g, x + w / 2, y + 29, label, { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+    button(g, label, fn);
+    return g;
+  };
+  const hint = (svg, x, y, s, anchor = "end") => txt(svg, x, y, s, { "text-anchor": anchor, "font-size": 16, "font-weight": 500, fill: MUTE });
+  /* a mint tick in a round badge, drawn around 0,0 */
+  const badge = (p, r = 18) => {
+    const g = el("g", {}, p);
+    el("circle", { r, fill: MINT, stroke: INK, "stroke-width": 2.5 }, g);
+    el("path", { d: `M${-r * 0.42} ${r * 0.02} L${-r * 0.1} ${r * 0.34} L${r * 0.44} ${-r * 0.32}`, stroke: INK, "stroke-width": 3, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, g);
+    return g;
+  };
+
+  const SC = {};
+
+  /* ---- 1. the October 2026 calendar: the 21st gets ringed and the page turns into Black October ---- */
+  SC.calendar = {
+    dur: 10, still: 9.6,
+    build(svg, api) {
+      const X = 50, Y = 64, W = 420, CW = 56, CH = 60, GX = X + (W - 7 * CW) / 2, GY = Y + 104;
+      el("circle", { cx: X + W / 2, cy: 24, r: 6, fill: INK }, svg);
+      el("path", { d: `M${X + W / 2} 24 L${X + 80} ${Y} M${X + W / 2} 24 L${X + W - 80} ${Y}`, stroke: INK, "stroke-width": 2, fill: "none" }, svg);
+      el("rect", { x: X + 10, y: Y + 10, width: W, height: 480, rx: 20, fill: SOFT }, svg);
+      el("rect", { x: X, y: Y, width: W, height: 480, rx: 20, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      const head = el("path", { d: `M${X} ${Y + 84} V${Y + 20} Q${X} ${Y} ${X + 20} ${Y} H${X + W - 20} Q${X + W} ${Y} ${X + W} ${Y + 20} V${Y + 84} Z`, fill: LIL, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg);
+      [X + 80, X + W - 80].forEach((x) => el("circle", { cx: x, cy: Y, r: 7, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, svg));
+      const hg = el("g", {}, svg);
+      const h1 = txt(hg, 0, 13, "October 2026", { "text-anchor": "middle", "font-size": 36, "font-weight": 700 });
+      const h2 = txt(hg, 0, 13, "Black October", { "text-anchor": "middle", "font-size": 36, "font-weight": 700 });
+      for (let r = 1; r < 5; r++) el("path", { d: `M${GX} ${GY + r * CH} H${GX + 7 * CW}`, stroke: SOFT, "stroke-width": 2 }, svg);
+      let c21 = null;
+      for (let d = 1; d <= 31; d++) {
+        const i = d + 2, cx = GX + (i % 7) * CW + CW / 2, cy = GY + Math.floor(i / 7) * CH + CH / 2;
+        txt(svg, cx, cy + 8, String(d), { "text-anchor": "middle", "font-size": 22, "font-weight": d === 21 ? 700 : 500, fill: d === 21 ? INK : CAP });
+        if (d === 21) c21 = [cx, cy];
+      }
+      const ring = el("circle", { cx: c21[0], cy: c21[1], r: 25, fill: "none", stroke: YEL, "stroke-width": 7, pathLength: 1, "stroke-dasharray": 1, "stroke-linecap": "round", transform: `rotate(-90 ${c21[0]} ${c21[1]})` }, svg);
+      const lx = GX + 3 * CW;
+      const lead = el("path", { d: `M${c21[0] + 19} ${c21[1] + 18} Q${lx} ${c21[1] + 24} ${lx} ${c21[1] + 44} V${GY + 5 * CH + 18}`, stroke: INK, "stroke-width": 2.5, fill: "none", pathLength: 1, "stroke-dasharray": 1, "stroke-linecap": "round" }, svg);
+      const lab = el("g", {}, svg);
+      el("rect", { x: -90, y: 0, width: 180, height: 40, rx: 20, fill: YEL, stroke: INK, "stroke-width": 2.5 }, lab);
+      txt(lab, 0, 27, "Fixes released", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      const tag = el("g", {}, svg);
+      el("path", { d: "M10 52 L48 14 H250 V196 H48 L10 158 Z", fill: YEL, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, tag);
+      el("circle", { cx: 42, cy: 105, r: 9, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, tag);
+      txt(tag, 72, 74, "PHP2Shell", { "font-family": MONO, "font-size": 28, "font-weight": 700 });
+      el("path", { d: "M72 94 H230", stroke: INK, "stroke-width": 2, "stroke-dasharray": "2 7", "stroke-linecap": "round" }, tag);
+      txt(tag, 72, 134, "2 CVEs", { "font-size": 26, "font-weight": 700 });
+      txt(tag, 72, 172, "CVSS 9.2", { "font-size": 26, "font-weight": 700 });
+      hint(svg, 604, 559, "tap Replay");
+      pill(svg, 622, 530, 130, "Replay", SKY, () => api.seek(0));
+      return (t) => {
+        ring.setAttribute("stroke-dashoffset", 1 - io(seg(t, 1.2, 2.2)));
+        lead.setAttribute("stroke-dashoffset", 1 - seg(t, 2.1, 2.6));
+        const p = ob(seg(t, 2.5, 2.9)); tf(lab, lx, GY + 5 * CH + 18, p); lab.setAttribute("opacity", seg(t, 2.5, 2.6));
+        const s = oc(seg(t, 3.4, 4.2)); tf(tag, 508 + 300 * (1 - s), 196, 1, 4 * (1 - s) - 2); tag.setAttribute("opacity", seg(t, 3.4, 3.7));
+        const f = seg(t, 5.6, 6.4), first = f < 0.5, sy = first ? 1 - io(f * 2) : io(f * 2 - 1);
+        hg.setAttribute("transform", `translate(${X + W / 2} ${Y + 42}) scale(1 ${Math.max(sy, 0.001)})`);
+        h1.setAttribute("opacity", first ? 1 : 0); h2.setAttribute("opacity", first ? 0 : 1);
+        head.setAttribute("fill", first ? LIL : BLUE);
+      };
+    },
+  };
+
+  /* ---- 2. a conveyor: Request 1 hits the memory limit, leaves a stale note, Request 2 takes it ---- */
+  SC.conveyor = {
+    dur: 11, still: 10.6,
+    build(svg, api) {
+      const BY = 430, NX = 480, S = 1.25;
+      el("path", { d: `M90 ${BY + 34} V505 M710 ${BY + 34} V505 M70 505 H110 M690 505 H730`, stroke: INK, "stroke-width": 3, "stroke-linecap": "round" }, svg);
+      el("rect", { x: 30, y: BY, width: 740, height: 34, rx: 17, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      const rollers = Array.from({ length: 11 }, (_, i) => { const g = el("g", {}, svg); el("circle", { r: 10, fill: SOFT, stroke: INK, "stroke-width": 2 }, g); el("path", { d: "M-6 0 H6", stroke: INK, "stroke-width": 2, "stroke-linecap": "round" }, g); return { g, x: 64 + i * 67 }; });
+      /* gauge */
+      txt(svg, 700, 100, "Memory limit", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      el("rect", { x: 680, y: 118, width: 40, height: 230, rx: 20, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      const gf = el("rect", { x: 686, width: 28, rx: 14, fill: BLUE }, svg);
+      el("path", { d: "M670 132 H730", stroke: INK, "stroke-width": 3, "stroke-linecap": "round" }, svg);
+      const tray = (label, col) => {
+        const g = el("g", {}, svg), blocks = [];
+        el("path", { d: "M-95 -100 V0 H95 V-100", fill: "#fff", stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, g);
+        for (let r = 0; r < 3; r++) for (let c = 0; c < 4; c++) blocks.push(el("rect", { x: -86 + c * 44, y: -55 - r * 20, width: 40, height: 17, rx: 5, fill: [BLUE, LIL, SKY][(r + c) % 3], stroke: INK, "stroke-width": 2 }, g));
+        el("rect", { x: -95, y: -36, width: 190, height: 36, fill: col, stroke: INK, "stroke-width": 3 }, g);
+        txt(g, 0, -12, label, { "text-anchor": "middle", "font-size": 18, "font-weight": 700 });
+        return { g, blocks };
+      };
+      const t1 = tray("Request 1", SKY), t2 = tray("Request 2", LIL);
+      t2.blocks.forEach((b) => b.setAttribute("opacity", 0));
+      const note = el("g", {}, svg);
+      el("path", { d: "M-38 -38 H38 V24 L24 38 H-38 Z", fill: YEL, stroke: INK, "stroke-width": 2.5, "stroke-linejoin": "round" }, note);
+      el("path", { d: "M38 24 H24 V38", fill: "none", stroke: INK, "stroke-width": 2, "stroke-linejoin": "round" }, note);
+      txt(note, 0, -6, "Stale", { "text-anchor": "middle", "font-size": 17, "font-weight": 700 });
+      txt(note, 0, 16, "state", { "text-anchor": "middle", "font-size": 17, "font-weight": 700 });
+      hint(svg, 584, 559, "tap Next request");
+      pill(svg, 600, 530, 160, "Next request", YEL, () => api.seek(6));
+      const x1 = (t) => -130 + 430 * seg(t, 0.3, 4.4);
+      const x2 = (t) => -140 + 400 * oc(seg(t, 6.2, 7.6)) + 270 * io(seg(t, 8.5, 9.8));
+      return (t) => {
+        const a = x1(t), b = x2(t), travel = a + 110 + b + 120;
+        rollers.forEach((r) => tf(r.g, r.x, BY + 17, 1, (travel / 10) * 57.3));
+        const k = seg(t, 1.0, 4.4), drain = seg(t, 5.4, 6.2), lvl = k * (1 - drain), h = 218 * lvl;
+        gf.setAttribute("y", 342 - h); gf.setAttribute("height", Math.max(h, 0)); gf.setAttribute("opacity", h > 1 ? 1 : 0);
+        gf.setAttribute("fill", k >= 1 && drain < 0.5 ? YEL : BLUE);
+        const jolt = Math.sin(seg(t, 4.4, 4.9) * Math.PI * 4) * 3 * (1 - seg(t, 4.4, 4.9)), lift = io(seg(t, 5.3, 5.9));
+        tf(t1.g, a, BY - 120 * lift, S, jolt); t1.g.setAttribute("opacity", 1 - lift);
+        t1.blocks.forEach((n, i) => n.setAttribute("opacity", k * 12 > i ? 1 : 0));
+        tf(t2.g, b, BY, S);
+        /* the note: pops out of tray 1, lands on the belt, then hops into tray 2 and rides along */
+        const pop = seg(t, 4.7, 5.2), hop = seg(t, 7.7, 8.2);
+        let nx, ny, nr, no = 1;
+        if (t < 4.7) { nx = a; ny = BY - 75; nr = 0; no = 0; }
+        else if (hop <= 0) { const q = io(pop); nx = a + (NX - a) * q; ny = BY - 75 - 90 * Math.sin(q * Math.PI) + 21 * q; nr = -4 * q; }
+        else { const q = io(hop); nx = NX + (b - NX) * q; ny = BY - 54 - 70 * Math.sin(q * Math.PI) - 41 * q; nr = -4 + 7 * q; }
+        if (t >= 8.2) { nx = b; ny = BY - 95; nr = 3; }
+        tf(note, nx, ny, S, nr); note.setAttribute("opacity", no);
+      };
+    },
+  };
+
+  /* ---- 3. a tally counter clicks through four stops ---- */
+  SC.tally = {
+    dur: 11.5, still: 11,
+    build(svg, api) {
+      const ST = [1.0, 3.2, 5.4, 7.6], SX = [115, 305, 495, 685], TY = 420;
+      const STOP = [["10 hours before", "thousands"], ["45 minutes after", "tens of thousands"], ["2 hours after", "hundreds of thousands"], ["later", "millions"]];
+      el("path", { d: "M30 280 H770", stroke: INK, "stroke-width": 3, "stroke-linecap": "round" }, svg);
+      el("path", { d: "M30 290 H770", stroke: SOFT, "stroke-width": 8, "stroke-linecap": "round" }, svg);
+      const plunger = el("g", {}, svg);
+      el("rect", { x: 382, y: 82, width: 36, height: 30, fill: GREY, stroke: INK, "stroke-width": 3 }, plunger);
+      el("rect", { x: 362, y: 62, width: 76, height: 26, rx: 13, fill: LIL, stroke: INK, "stroke-width": 3 }, plunger);
+      el("circle", { cx: 660, cy: 192, r: 28, fill: "none", stroke: INK, "stroke-width": 9 }, svg);
+      el("circle", { cx: 660, cy: 192, r: 28, fill: "none", stroke: GREY, "stroke-width": 4 }, svg);
+      el("rect", { x: 170, y: 104, width: 460, height: 176, rx: 70, fill: GREY, stroke: INK, "stroke-width": 3.5 }, svg);
+      el("rect", { x: 210, y: 154, width: 380, height: 76, rx: 14, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      const defs = el("defs", {}, svg), cp = el("clipPath", { id: "mg-bo-tally-win" }, defs);
+      el("rect", { x: 212, y: 156, width: 376, height: 72, rx: 12 }, cp);
+      const win = el("g", { "clip-path": "url(#mg-bo-tally-win)" }, svg);
+      const vals = STOP.map((s) => txt(win, 400, 202, s[1], { "text-anchor": "middle", "font-size": 28, "font-weight": 700 }));
+      const tag = el("g", {}, svg);
+      el("path", { d: "M-210 0 H200 L216 22 L200 44 H-210 Z", fill: YEL, stroke: INK, "stroke-width": 2.5, "stroke-linejoin": "round" }, tag);
+      el("circle", { cx: 196, cy: 22, r: 5, fill: "#fff", stroke: INK, "stroke-width": 2 }, tag);
+      txt(tag, -6, 30, "Attempts, not confirmed breaches", { "text-anchor": "middle", "font-size": 21, "font-weight": 700 });
+      el("path", { d: `M${SX[0]} ${TY} H${SX[3]}`, stroke: SOFT, "stroke-width": 10, "stroke-linecap": "round" }, svg);
+      const track = el("path", { stroke: LIL, "stroke-width": 10, "stroke-linecap": "round" }, svg);
+      const dots = STOP.map((s, i) => {
+        const halo = el("circle", { cx: SX[i], cy: TY, r: 20, fill: "none", stroke: LIL, "stroke-width": 3 }, svg);
+        const d = el("circle", { cx: SX[i], cy: TY, r: 12, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+        txt(svg, SX[i], TY + 46, s[0], { "text-anchor": "middle", "font-size": 19, "font-weight": 700 });
+        txt(svg, SX[i], TY + 72, s[1], { "text-anchor": "middle", "font-size": 16, "font-weight": 500, fill: CAP });
+        return { d, halo };
+      });
+      let man = -1, at = 0, last = 0;
+      const idxAt = (t) => { let i = -1; ST.forEach((s, j) => { if (t >= s) i = j; }); return i; };
+      hint(svg, 646, 51, "tap Step");
+      pill(svg, 660, 22, 104, "Step", SKY, () => {
+        const cur = man >= 0 ? man : idxAt(last);
+        if (cur >= 3) { man = 3; at = api.now() - 9; } else { man = cur + 1; at = api.now(); }
+        api.poke();
+      });
+      return (t, now) => {
+        last = t;
+        const tt = man < 0 ? t : man === 3 ? Math.min(ST[3] + (now - at), 11) : Math.min(ST[man] + (now - at), ST[man] + 1.2);
+        const i = idxAt(tt), k = i < 0 ? 1 : oc(seg(tt, ST[i], ST[i] + 0.4));
+        const press = i < 0 ? 0 : Math.sin(seg(tt, ST[i], ST[i] + 0.3) * Math.PI);
+        plunger.setAttribute("transform", `translate(0 ${12 * press})`);
+        vals.forEach((v, j) => {
+          const y = j === i ? 40 * (1 - k) : j === i - 1 ? -40 * k : 0, o = j === i ? k : j === i - 1 ? 1 - k : 0;
+          v.setAttribute("transform", `translate(0 ${y})`); v.setAttribute("opacity", o);
+        });
+        track.setAttribute("d", `M${SX[0]} ${TY} H${i > 0 ? SX[i - 1] + (SX[i] - SX[i - 1]) * k : SX[0]}`);
+        track.setAttribute("opacity", i > 0 ? 1 : 0);
+        dots.forEach((d, j) => {
+          d.d.setAttribute("fill", j <= i ? LIL : "#fff");
+          const q = j === i ? seg(tt, ST[i], ST[i] + 0.6) : 1;
+          d.halo.setAttribute("opacity", j === i ? 1 - q * 0.4 : 0); d.halo.setAttribute("r", 14 + 8 * oc(q));
+        });
+        const g = oc(seg(tt, 8.6, 9.2)); tf(tag, 400, 316 - 16 * (1 - g)); tag.setAttribute("opacity", g);
+      };
+    },
+  };
+
+  /* ---- 4. a clipboard checklist ticks itself off ---- */
+  SC.clipboard = {
+    dur: 10, still: 9.6,
+    build(svg, api) {
+      const T = [1.2, 2.5, 3.8, 5.1], RY = [170, 255, 340, 425], BX = 190;
+      const ROWS = [[["Run ", 0], ["php -v", 1]], [["Update to the fixed release", 0]], [["Keep the WAF on", 0]], [["Check logs from 17 Oct", 0]]];
+      el("rect", { x: 152, y: 72, width: 520, height: 500, rx: 22, fill: LIL }, svg);
+      el("rect", { x: 140, y: 60, width: 520, height: 500, rx: 22, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      el("rect", { x: 330, y: 36, width: 140, height: 56, rx: 14, fill: GREY, stroke: INK, "stroke-width": 3 }, svg);
+      el("circle", { cx: 400, cy: 56, r: 9, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, svg);
+      const ticks = RY.map((y, i) => {
+        el("rect", { x: BX, y: y - 23, width: 46, height: 46, rx: 9, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+        rich(svg, 262, y + 9, ROWS[i], { "font-size": 26, "font-weight": 600 });
+        if (i < 3) el("path", { d: `M190 ${y + 42} H610`, stroke: SOFT, "stroke-width": 2 }, svg);
+        const g = el("g", {}, svg);
+        const d = "M-12 1 L-4 10 L13 -11";
+        el("path", { d, stroke: INK, "stroke-width": 10, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, g);
+        el("path", { d, stroke: MINT, "stroke-width": 5, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, g);
+        return { g, x: BX + 23, y };
+      });
+      const note = el("g", {}, svg);
+      el("rect", { x: -182, y: -30, width: 364, height: 60, rx: 6, fill: YEL, stroke: INK, "stroke-width": 2.5 }, note);
+      txt(note, 0, 8, "Plugins alone do not fix it", { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+      let man = -1, at = 0, last = 0;
+      const countAt = (t) => T.filter((s) => t >= s).length;
+      hint(svg, 778, 510, "tap Check");
+      pill(svg, 682, 528, 96, "Check", MINT, () => {
+        const cur = man >= 0 ? man : countAt(last);
+        man = cur >= 4 ? 1 : cur + 1; at = api.now(); api.poke();
+      });
+      const land = (g, x, y, k) => { tf(g, x, y - 34 * (1 - k), 1.5 - 0.5 * k, -12 * (1 - k)); g.setAttribute("opacity", k > 0 ? 1 : 0); };
+      return (t, now) => {
+        last = t;
+        let nk;
+        if (man < 0) {
+          ticks.forEach((s, i) => land(s.g, s.x, s.y, oc(seg(t, T[i], T[i] + 0.35))));
+          nk = ob(seg(t, 6.6, 7.1));
+        } else {
+          const e = now - at;
+          ticks.forEach((s, i) => land(s.g, s.x, s.y, i < man - 1 ? 1 : i === man - 1 ? oc(seg(e, 0, 0.35)) : 0));
+          nk = man === 4 ? ob(seg(e, 0.4, 0.9)) : 0;
+        }
+        tf(note, 400, 510 + 20 * (1 - nk), 1, -2); note.setAttribute("opacity", cl(nk));
+      };
+    },
+  };
+
+  /* ---- title card, 16 by 9: a server rack whose four PHP versions get a tick in turn ---- */
+  SC.hero = {
+    w: 960, h: 540, dur: 6, still: 5.8,
+    build(svg) {
+      el("rect", { x: 64, y: 90, width: 132, height: 42, rx: 21, fill: LIL, stroke: INK, "stroke-width": 2.5 }, svg);
+      txt(svg, 130, 118, "Security", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      txt(svg, 60, 238, "Black", { "font-size": 100, "font-weight": 700 });
+      txt(svg, 60, 336, "October", { "font-size": 100, "font-weight": 700 });
+      el("path", { d: "M66 364 H468", stroke: YEL, "stroke-width": 14, "stroke-linecap": "round" }, svg);
+      rich(svg, 64, 418, [["What ", 0], ["PHP2Shell", 1], [" is and how to patch", 0]], { "font-size": 25, "font-weight": 500, fill: MUTE });
+      txt(svg, 64, 464, "Checked 23 Oct 2026", { "font-size": 18, "font-weight": 500, fill: CAP });
+      const RX = 600, RW = 250;
+      el("rect", { x: RX + 12, y: 82, width: RW, height: 400, rx: 18, fill: SOFT }, svg);
+      el("rect", { x: RX, y: 70, width: RW, height: 400, rx: 18, fill: "#fff", stroke: INK, "stroke-width": 3.5 }, svg);
+      el("path", { d: `M${RX + 30} 470 V490 H${RX + 60} V470 M${RX + RW - 60} 470 V490 H${RX + RW - 30} V470`, fill: GREY, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg);
+      const V = ["8.5.12", "8.4.27", "8.3.36", "8.2.35"];
+      const ticks = V.map((v, i) => {
+        const y = 96 + i * 92;
+        el("rect", { x: RX + 22, y, width: RW - 44, height: 72, rx: 10, fill: SOFT, stroke: INK, "stroke-width": 2.5 }, svg);
+        txt(svg, RX + 42, y + 46, v, { "font-family": MONO, "font-size": 28, "font-weight": 700 });
+        [0, 1, 2].forEach((j) => el("path", { d: `M${RX + 172 + j * 12} ${y + 24} V${y + 48}`, stroke: INK, "stroke-width": 3, "stroke-linecap": "round" }, svg));
+        el("circle", { cx: RX + RW + 42, cy: y + 36, r: 18, fill: "#fff", stroke: INK, "stroke-width": 2, "stroke-dasharray": "3 5" }, svg);
+        const b = badge(svg, 18);
+        return { b, x: RX + RW + 42, y: y + 36, at: 0.8 + i * 0.9 };
+      });
+      return (t) => ticks.forEach((s) => { const k = ob(seg(t, s.at, s.at + 0.4)); tf(s.b, s.x, s.y, cl(k, 0, 1.3)); s.b.setAttribute("opacity", t >= s.at ? 1 : 0); });
+    },
+  };
+
+  /* ---- player ---- */
+  const q = new URLSearchParams(location.search), frozen = q.has("mgstill"), fixed = parseFloat(q.get("mgstill"));
+  const calm = matchMedia("(prefers-reduced-motion: reduce)").matches;
+  const mount = (fig) => {
+    const sc = SC[fig.dataset.scene], img = fig.querySelector("img"); if (!sc || !img) return;
+    const W = sc.w || 800, H = sc.h || 600;
+    const svg = el("svg", { viewBox: `0 0 ${W} ${H}`, class: "mg-svg", role: "group", "aria-label": img.alt || "" });
+    svg.style.aspectRatio = `${W} / ${H}`;
+    el("rect", { width: W, height: H, fill: "#fff" }, svg);
+    img.replaceWith(svg);
+    let off = 0, raf = 0, seen = false, held = calm;
+    const base = performance.now(), clock = () => (performance.now() - base) / 1000;
+    let draw = () => {};
+    const frame = () => { const now = clock(); draw(held ? sc.still : (((now + off) % sc.dur) + sc.dur) % sc.dur, now); };
+    const tick = () => { cancelAnimationFrame(raf); frame(); if (seen && !held) raf = requestAnimationFrame(tick); };
+    const api = { now: clock, seek: (s) => { off = s - clock(); held = false; tick(); }, poke: () => { held = false; tick(); } };
+    draw = sc.build(svg, api);
+    if (frozen) { draw(isNaN(fixed) ? sc.still : fixed, 0); return; }
+    new IntersectionObserver(([e]) => {
+      seen = e.isIntersecting;
+      if (seen) { tick(); if (!fig.dataset.sent && window.posthog) { fig.dataset.sent = 1; window.posthog.capture("blog_scene_view", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } }
+      else cancelAnimationFrame(raf);
+    }, { threshold: 0.25 }).observe(fig);
+    svg.addEventListener("click", () => { if (!fig.dataset.hit && window.posthog) { fig.dataset.hit = 1; window.posthog.capture("blog_scene_interact", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } });
+    frame();
+  };
+  const go = () => document.querySelectorAll("figure.mg[data-scene]").forEach(mount);
+  const fonts = document.fonts && document.fonts.load ? Promise.all([document.fonts.load('700 32px "Space Grotesk"'), document.fonts.load('500 20px "Space Grotesk"'), document.fonts.load('700 20px "JetBrains Mono"')]).catch(() => {}) : Promise.resolve();
+  const start = () => fonts.then(go, go);
+  if (document.readyState === "loading") document.addEventListener("DOMContentLoaded", start); else start();
+})();
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diff --git a/docs/blog/assets/media/claude-duet-app/motion.css b/docs/blog/assets/media/claude-duet-app/motion.css
new file mode 100644
index 0000000000..4966d72c36
--- /dev/null
+++ b/docs/blog/assets/media/claude-duet-app/motion.css
@@ -0,0 +1,13 @@
+/* Bright coded scenes for "Claude Duet app". Pairs with motion.js. */
+.prose figure.mg { margin: 42px 0; }
+.prose figure.mg img, .mg .mg-svg { display: block; width: 100%; height: auto; border: 1px solid #1A1320; border-radius: 18px; background: #fff; }
+.mg figcaption { font: 500 13px/1.5 "Space Grotesk", system-ui, sans-serif; color: #6B5878; padding-top: 10px; text-align: center; }
+.mg .mg-svg { touch-action: manipulation; -webkit-tap-highlight-color: transparent; }
+.mg .mg-svg text { -webkit-user-select: none; user-select: none; pointer-events: none; }
+.mg .mg-hit { cursor: pointer; outline: none; }
+.mg [role="slider"] { cursor: grab; touch-action: none; }
+.mg .mg-ring { stroke-opacity: 0; transition: stroke-opacity 0.15s; }
+.mg .mg-hit:focus-visible .mg-ring { stroke-opacity: 1; }
+.mg [role="slider"]:focus-visible circle:nth-child(2) { stroke-width: 5; }
+@media (hover: hover) { .mg .mg-hit:hover .mg-ring { stroke-opacity: 0.5; } }
+@media (prefers-reduced-motion: reduce) { .mg .mg-ring { transition: none; } }
diff --git a/docs/blog/assets/media/claude-duet-app/motion.js b/docs/blog/assets/media/claude-duet-app/motion.js
new file mode 100644
index 0000000000..ad771dc2e4
--- /dev/null
+++ b/docs/blog/assets/media/claude-duet-app/motion.js
@@ -0,0 +1,368 @@
+/* Bright coded scenes for "Claude Duet app". Vanilla JS, no library.
+   <figure class="mg" data-scene="NAME"> holds a still image; this script swaps in a live SVG.
+   Plays only in view, honours reduced motion, "?mgstill" freezes each scene on its still frame. */
+(() => {
+  const NS = "http://www.w3.org/2000/svg";
+  const INK = "#1A1320", YEL = "#FFCA54", BLUE = "#6C8EF5", LIL = "#B69CFF", MINT = "#7FD8AE", SKY = "#9AD8FF", SOFT = "#F1ECF9", MUTE = "#7A6A88", CAP = "#6B5878";
+  const SANS = '"Space Grotesk", system-ui, sans-serif', MONO = '"JetBrains Mono", ui-monospace, monospace';
+  const el = (t, a = {}, p) => { const n = document.createElementNS(NS, t); for (const k in a) n.setAttribute(k, a[k]); if (p) p.appendChild(n); return n; };
+  const txt = (p, x, y, s, a = {}) => { const n = el("text", Object.assign({ x, y, "font-family": SANS, "font-size": 24, "font-weight": 600, fill: INK }, a), p); n.textContent = s; return n; };
+  const cl = (v, a = 0, b = 1) => Math.max(a, Math.min(b, v));
+  const seg = (t, a, b) => cl((t - a) / (b - a));
+  const oc = (x) => 1 - Math.pow(1 - x, 3);
+  const ob = (x) => { const c = 1.70158; return 1 + (c + 1) * Math.pow(x - 1, 3) + c * Math.pow(x - 1, 2); };
+  const io = (x) => (x < 0.5 ? 4 * x * x * x : 1 - Math.pow(-2 * x + 2, 3) / 2);
+  const tf = (n, x, y, s = 1, r = 0) => n.setAttribute("transform", `translate(${x} ${y}) rotate(${r}) scale(${s})`);
+  const button = (g, label, fn) => {
+    g.setAttribute("role", "button"); g.setAttribute("tabindex", "0"); g.setAttribute("aria-label", label); g.classList.add("mg-hit");
+    g.addEventListener("click", fn);
+    g.addEventListener("keydown", (e) => { if (e.key === "Enter" || e.key === " ") { e.preventDefault(); fn(); } });
+  };
+  let uid = 0;
+  const pill = (svg, cx, cy, w, label, fn) => {
+    const g = el("g", {}, svg);
+    el("rect", { x: cx - w / 2 - 7, y: cy - 32, width: w + 14, height: 64, rx: 32, fill: "none", stroke: INK, "stroke-width": 2.5, class: "mg-ring" }, g);
+    el("rect", { x: cx - w / 2, y: cy - 25, width: w, height: 50, rx: 25, fill: YEL, stroke: INK, "stroke-width": 3 }, g);
+    txt(g, cx, cy + 8, label, { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+    button(g, label, fn);
+    return g;
+  };
+  const hint = (svg, s, x = 756, y = 52, anchor = "end") => txt(svg, x, y, s, { "text-anchor": anchor, "font-size": 18, "font-weight": 500, fill: MUTE });
+
+  const SC = {};
+
+  /* ---- 1. one key ring moves from the Claude app hook to the Claude Duet hook ---- */
+  SC.keyring = {
+    dur: 7.2, still: 6.4,
+    build(svg, api) {
+      hint(svg, "tap Swing");
+      const HX = [240, 560], P = [[252, 205], [572, 205]];
+      HX.forEach((x, i) => {
+        txt(svg, x, 112, i ? "Claude Duet" : "Claude app", { "text-anchor": "middle", "font-family": MONO, "font-size": 24, "font-weight": 700 });
+        el("rect", { x: x - 34, y: 130, width: 68, height: 32, rx: 10, fill: i ? LIL : SKY, stroke: INK, "stroke-width": 3 }, svg);
+        [-20, 20].forEach((d) => el("circle", { cx: x + d, cy: 146, r: 3.5, fill: "#fff", stroke: INK, "stroke-width": 2 }, svg));
+      });
+      const ring = el("g", {}, svg), dang = el("g", {}, ring);
+      const T = [["Memory", BLUE, -140], ["Skills", LIL, 0], ["Connectors", MINT, 140]];
+      T.forEach(([, , x]) => el("path", { d: `M0 60 L${x} 176`, stroke: INK, "stroke-width": 2 }, dang));
+      T.forEach(([s, c, x]) => {
+        el("rect", { x: x - 62, y: 176, width: 124, height: 40, rx: 10, fill: c, stroke: INK, "stroke-width": 3 }, dang);
+        txt(dang, x, 202.5, s, { "text-anchor": "middle", "font-size": 18, "font-weight": 700 });
+      });
+      el("path", { d: "M0 60 V86", stroke: INK, "stroke-width": 2.5 }, ring);
+      el("rect", { x: -128, y: 86, width: 256, height: 48, rx: 12, fill: YEL, stroke: INK, "stroke-width": 3 }, ring);
+      el("circle", { cx: -108, cy: 110, r: 5, fill: "#fff", stroke: INK, "stroke-width": 2 }, ring);
+      txt(ring, 10, 117, "Your Claude account", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      el("circle", { cx: 0, cy: 30, r: 30, fill: "none", stroke: INK, "stroke-width": 10 }, ring);
+      el("circle", { cx: 0, cy: 30, r: 30, fill: "none", stroke: YEL, "stroke-width": 4.5 }, ring);
+      HX.forEach((x) => el("path", { d: `M${x} 160 V188 Q${x} 208 ${x + 12} 208 Q${x + 26} 208 ${x + 26} 192`, stroke: INK, "stroke-width": 7, fill: "none", "stroke-linecap": "round" }, svg));
+      pill(svg, 400, 528, 150, "Swing", () => api.seek(0.75));
+      const ang = (t) => {
+        if (t < 0.9) return 3 * Math.sin(t * 2.6) * (1 - seg(t, 0.6, 0.9));
+        if (t < 3) return 14 * Math.sin(2 * Math.PI * io(seg(t, 0.9, 3)));
+        const s = t - 3; return -12 * Math.exp(-1.6 * s) * Math.sin(4.8 * s);
+      };
+      return (t) => {
+        const u = io(seg(t, 0.9, 3)), th = ang(t);
+        const x = P[0][0] + (P[1][0] - P[0][0]) * u, y = P[0][1] - 50 * Math.sin(Math.PI * u);
+        ring.setAttribute("transform", `translate(${x} ${y}) rotate(${th})`);
+        dang.setAttribute("transform", `rotate(${(ang(t - 0.18) - th) * 0.8} 0 60)`);
+        ring.setAttribute("opacity", seg(t, 0, 0.35) * (1 - seg(t, 6.85, 7.2)));
+      };
+    },
+  };
+
+  /* ---- 2. four stands on a shelf, three get a lamp, one stays empty ---- */
+  SC.stands = {
+    dur: 8.4, still: 7.8,
+    build(svg, api) {
+      const X = [130, 310, 490, 670], ON = [1.0, 2.2, 3.4], CARD = 4.6, LITC = [SKY, MINT, LIL];
+      const LAB = [["iPhone"], ["Android"], ["Web at", "claude.ai"], ["Mac or", "Windows app"]];
+      const tap = [null, null, null, null];
+      const cones = X.map((x) => el("path", { d: `M${x - 26} 108 L${x + 26} 108 L${x + 76} 398 L${x - 76} 398 Z`, fill: YEL, opacity: 0 }, svg));
+      const lamps = X.map((x) => {
+        el("path", { d: `M${x} 0 V72`, stroke: INK, "stroke-width": 2.5 }, svg);
+        const bulb = el("circle", { cx: x, cy: 106, r: 9, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, svg);
+        const shade = el("path", { d: `M${x - 30} 104 L${x - 15} 70 H${x + 15} L${x + 30} 104 Z`, fill: SOFT, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg);
+        return { bulb, shade };
+      });
+      el("rect", { x: 40, y: 400, width: 720, height: 20, rx: 6, fill: YEL, stroke: INK, "stroke-width": 3 }, svg);
+      [220, 580].forEach((x) => el("path", { d: `M${x - 18} 420 V462 L${x + 22} 420 Z`, fill: SOFT, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg));
+      LAB.forEach((ls, i) => ls.forEach((s, j) => txt(svg, X[i], 456 + j * 26, s, Object.assign({ "text-anchor": "middle", "font-size": 20, "font-weight": 600 }, s === "claude.ai" ? { "font-family": MONO } : {}))));
+      hint(svg, "tap a stand", 400, 562, "middle");
+      const screens = [];
+      let card;
+      X.forEach((x, i) => {
+        const g = el("g", {}, svg);
+        el("rect", { x: x - 84, y: 172, width: 168, height: 238, rx: 18, fill: "#fff", "fill-opacity": 0, stroke: INK, "stroke-width": 2.5, "stroke-dasharray": "5 6", class: "mg-ring" }, g);
+        if (i === 2) {
+          el("path", { d: `M${x - 60} 400 L${x - 44} 378 H${x + 44} L${x + 60} 400 Z`, fill: LIL, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, g);
+          el("rect", { x: x - 52, y: 290, width: 104, height: 78, rx: 8, fill: "#fff", stroke: INK, "stroke-width": 3 }, g);
+          screens[i] = el("rect", { x: x - 44, y: 298, width: 88, height: 62, rx: 4, fill: SOFT }, g);
+          el("rect", { x: x - 66, y: 366, width: 132, height: 12, rx: 5, fill: "#fff", stroke: INK, "stroke-width": 3 }, g);
+        } else {
+          el("path", { d: `M${x + 10} 386 L${x + 40} 310`, stroke: INK, "stroke-width": 4, "stroke-linecap": "round" }, g);
+          el("rect", { x: x - 42, y: 386, width: 84, height: 14, rx: 4, fill: LIL, stroke: INK, "stroke-width": 3 }, g);
+          if (i < 3) {
+            el("rect", { x: x - 28, y: 280, width: 56, height: 104, rx: 11, fill: "#fff", stroke: INK, "stroke-width": 3 }, g);
+            screens[i] = el("rect", { x: x - 21, y: 291, width: 42, height: 78, rx: 4, fill: SOFT }, g);
+          } else {
+            el("rect", { x: x - 28, y: 280, width: 56, height: 104, rx: 11, fill: "none", stroke: MUTE, "stroke-width": 2, "stroke-dasharray": "6 6" }, g);
+            card = el("g", {}, g);
+            el("rect", { x: x - 80, y: 184, width: 160, height: 74, rx: 12, fill: SOFT, stroke: INK, "stroke-width": 2.5 }, card);
+            txt(card, x, 215, "Not named", { "text-anchor": "middle", "font-size": 19, "font-weight": 700 });
+            txt(card, x, 241, "by Anthropic", { "text-anchor": "middle", "font-size": 19, "font-weight": 700 });
+          }
+          el("rect", { x: x - 36, y: 374, width: 72, height: 12, rx: 4, fill: LIL, stroke: INK, "stroke-width": 3 }, g);
+        }
+        button(g, LAB[i].join(" "), () => { tap[i] = api.now(); api.poke(); });
+      });
+      return (t, now) => {
+        for (let i = 0; i < 3; i++) {
+          const tapped = tap[i] != null, k = tapped ? 1 : oc(seg(t, ON[i], ON[i] + 0.4));
+          const p = Math.sin((tapped ? seg(now - tap[i], 0, 0.5) : seg(t, ON[i], ON[i] + 0.4)) * Math.PI);
+          cones[i].setAttribute("opacity", 0.32 * k);
+          lamps[i].bulb.setAttribute("fill", k > 0.4 ? YEL : "#fff");
+          lamps[i].shade.setAttribute("fill", k > 0.4 ? YEL : SOFT);
+          lamps[i].bulb.setAttribute("r", 9 + 4 * p);
+          screens[i].setAttribute("fill", k > 0.4 ? LITC[i] : SOFT);
+        }
+        if (tap[3] != null) { card.setAttribute("opacity", 1); card.setAttribute("transform", `translate(670 221) scale(${1 + 0.12 * Math.sin(seg(now - tap[3], 0, 0.5) * Math.PI)}) translate(-670 -221)`); }
+        else { const k = ob(seg(t, CARD, CARD + 0.45)); card.setAttribute("opacity", cl(k * 3)); card.setAttribute("transform", `translate(670 221) scale(${Math.max(0.01, k)}) translate(-670 -221)`); }
+      };
+    },
+  };
+
+  /* ---- 3. invitation parcel, sign in key, a few minutes, ready lamp ---- */
+  SC.parcel = {
+    dur: 9.6, still: 9.0,
+    build(svg, api) {
+      hint(svg, "tap Open");
+      const defs = el("defs", {}, svg);
+      // doormat
+      el("rect", { x: 70, y: 228, width: 260, height: 24, rx: 8, fill: LIL, stroke: INK, "stroke-width": 3 }, svg);
+      for (let x = 92; x <= 308; x += 18) el("path", { d: `M${x} 234 V246`, stroke: "#fff", "stroke-width": 3, "stroke-linecap": "round" }, svg);
+      // parcel with its tag behind the front
+      const box = el("g", {}, svg), pid = "mgc" + (++uid);
+      el("rect", { x: 0, y: -400, width: 800, height: 626 }, el("clipPath", { id: pid }, defs));
+      const tagG = el("g", {}, el("g", { "clip-path": `url(#${pid})` }, box));
+      el("path", { d: "M200 84 V150", stroke: INK, "stroke-width": 2.5 }, tagG);
+      el("rect", { x: 112, y: 46, width: 176, height: 38, rx: 10, fill: SKY, stroke: INK, "stroke-width": 2.5 }, tagG);
+      txt(tagG, 200, 71, "iPhone or Android", { "text-anchor": "middle", "font-size": 17, "font-weight": 700 });
+      el("rect", { x: 115, y: 138, width: 170, height: 90, rx: 6, fill: YEL, stroke: INK, "stroke-width": 3 }, box);
+      txt(box, 200, 191, "Invitation email", { "text-anchor": "middle", "font-size": 18, "font-weight": 700 });
+      const fl = el("rect", { x: 115, y: 130, width: 85, height: 10, rx: 3, fill: YEL, stroke: INK, "stroke-width": 3 }, box);
+      const fr = el("rect", { x: 200, y: 130, width: 85, height: 10, rx: 3, fill: YEL, stroke: INK, "stroke-width": 3 }, box);
+      // lock
+      const shackle = el("g", {}, svg);
+      el("path", { d: "M595 142 V108 A30 30 0 0 1 655 108 V142", stroke: INK, "stroke-width": 11, fill: "none" }, shackle);
+      el("path", { d: "M595 142 V108 A30 30 0 0 1 655 108 V142", stroke: SOFT, "stroke-width": 5, fill: "none" }, shackle);
+      const body = el("rect", { x: 570, y: 138, width: 110, height: 92, rx: 14, fill: BLUE, stroke: INK, "stroke-width": 3 }, svg);
+      el("circle", { cx: 625, cy: 178, r: 8, fill: INK }, svg);
+      el("path", { d: "M621 180 L618 200 H632 L629 180 Z", fill: INK }, svg);
+      txt(svg, 625, 264, "Sign in", { "text-anchor": "middle", "font-size": 20, "font-weight": 600 });
+      // key with its tag
+      const slide = el("g", {}, svg);
+      el("path", { d: "M-118 16 L-152 54", stroke: INK, "stroke-width": 2.5 }, slide);
+      el("rect", { x: -250, y: 54, width: 196, height: 34, rx: 10, fill: MINT, stroke: INK, "stroke-width": 2.5 }, slide);
+      txt(slide, -152, 77, "Your Claude account", { "text-anchor": "middle", "font-size": 17, "font-weight": 700 });
+      const key = el("g", {}, slide);
+      el("rect", { x: -104, y: -5, width: 104, height: 10, rx: 3, fill: YEL, stroke: INK, "stroke-width": 2.5 }, key);
+      el("path", { d: "M-24 5 V15 H-16 V5 M-12 5 V12 H-4 V5", fill: YEL, stroke: INK, "stroke-width": 2.5, "stroke-linejoin": "round" }, key);
+      el("circle", { cx: -118, cy: 0, r: 18, fill: YEL, stroke: INK, "stroke-width": 3 }, key);
+      el("circle", { cx: -118, cy: 0, r: 5, fill: "#fff", stroke: INK, "stroke-width": 2 }, key);
+      // sand timer
+      const gid = "mgc" + (++uid), glass = "M168 322 C168 360 196 372 196 385 C196 398 168 410 168 448 H232 C232 410 204 398 204 385 C204 372 232 360 232 322 Z";
+      el("path", { d: glass }, el("clipPath", { id: gid }, defs));
+      el("path", { d: glass, fill: "#fff" }, svg);
+      const sand = el("g", { "clip-path": `url(#${gid})` }, svg);
+      const top = el("rect", { x: 160, y: 326, width: 80, height: 60, fill: YEL }, sand);
+      const bot = el("rect", { x: 160, y: 448, width: 80, height: 0, fill: YEL }, sand);
+      const stream = el("path", { d: "M200 384 V448", stroke: YEL, "stroke-width": 4 }, sand);
+      el("path", { d: glass, fill: "none", stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg);
+      [158, 242].forEach((x) => el("path", { d: `M${x} 322 V448`, stroke: INK, "stroke-width": 4 }, svg));
+      [310, 448].forEach((y) => el("rect", { x: 148, y, width: 104, height: 12, rx: 5, fill: LIL, stroke: INK, "stroke-width": 3 }, svg));
+      txt(svg, 200, 494, "A few minutes", { "text-anchor": "middle", "font-size": 20, "font-weight": 600 });
+      // desk lamp
+      el("path", { d: "M470 460 H740", stroke: INK, "stroke-width": 3, "stroke-linecap": "round" }, svg);
+      const beam = el("path", { d: "M582 366 L662 366 L716 458 L528 458 Z", fill: YEL, opacity: 0 }, svg);
+      el("path", { d: "M600 446 L566 386 L618 332", stroke: INK, "stroke-width": 7, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, svg);
+      el("circle", { cx: 566, cy: 386, r: 7, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      el("rect", { x: 550, y: 444, width: 100, height: 16, rx: 8, fill: BLUE, stroke: INK, "stroke-width": 3 }, svg);
+      const bulb = el("circle", { cx: 622, cy: 366, r: 10, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, svg);
+      const shade = el("path", { d: "M600 326 L644 326 L662 366 L582 366 Z", fill: SOFT, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, svg);
+      txt(svg, 600, 494, "Ready", { "text-anchor": "middle", "font-size": 20, "font-weight": 600 });
+      pill(svg, 400, 548, 130, "Open", () => api.seek(0));
+      return (t) => {
+        const d = seg(t, 0.4, 1.1), bump = Math.sin(seg(t, 1.1, 1.35) * Math.PI) * 12;
+        box.setAttribute("transform", `translate(0 ${-260 * (1 - oc(d)) - bump})`);
+        box.setAttribute("opacity", seg(t, 0.4, 0.5));
+        const f = io(seg(t, 1.4, 1.9));
+        fl.setAttribute("transform", `rotate(${-125 * f} 115 140)`);
+        fr.setAttribute("transform", `rotate(${125 * f} 285 140)`);
+        tagG.setAttribute("transform", `translate(0 ${100 * (1 - ob(seg(t, 1.7, 2.3)))})`);
+        const s = oc(seg(t, 2.6, 3.3)), turn = io(seg(t, 3.3, 3.9));
+        slide.setAttribute("transform", `translate(${625 - 60 * (1 - s)} 182)`);
+        slide.setAttribute("opacity", seg(t, 2.6, 2.9));
+        key.setAttribute("transform", `scale(1 ${Math.cos(Math.PI * turn)})`);
+        const open = ob(seg(t, 3.9, 4.25));
+        shackle.setAttribute("transform", `translate(0 ${-16 * open})`);
+        body.setAttribute("fill", open > 0.5 ? MINT : BLUE);
+        const k = io(seg(t, 4.6, 6.8));
+        top.setAttribute("y", 326 + 58 * k); top.setAttribute("height", 60 - 58 * k);
+        bot.setAttribute("y", 448 - 56 * k); bot.setAttribute("height", 56 * k);
+        stream.setAttribute("opacity", k > 0 && k < 1 ? 1 : 0);
+        const on = oc(seg(t, 7.0, 7.3));
+        beam.setAttribute("opacity", 0.34 * on);
+        bulb.setAttribute("fill", on > 0.3 ? YEL : "#fff"); shade.setAttribute("fill", on > 0.3 ? YEL : SOFT);
+      };
+    },
+  };
+
+  /* ---- 4. three spoons scoop from one jar, the price tag reads None ---- */
+  SC.jar = {
+    dur: 9.2, still: 8.6,
+    build(svg, api) {
+      hint(svg, "tap Scoop");
+      const defs = el("defs", {}, svg), S = [0.7, 2.5, 4.3], FLIP = 6.3;
+      const lvl = (n) => 0.35 + 0.55 * Math.pow(0.85, n), LY = (f) => 466 - f * 236;
+      el("rect", { x: 30, y: 470, width: 740, height: 16, rx: 6, fill: SOFT, stroke: INK, "stroke-width": 3 }, svg);
+      el("rect", { x: 486, y: 248, width: 262, height: 222, rx: 18, fill: SOFT }, svg);
+      // lid leaning on the left, with its price tag
+      el("circle", { cx: 122, cy: 404, r: 62, fill: LIL, stroke: INK, "stroke-width": 3 }, svg);
+      el("circle", { cx: 122, cy: 404, r: 48, fill: "none", stroke: INK, "stroke-width": 2 }, svg);
+      el("circle", { cx: 122, cy: 350, r: 6, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, svg);
+      el("path", { d: "M122 356 V396", stroke: INK, "stroke-width": 2.5 }, svg);
+      const tag = el("g", {}, svg);
+      const tagR = el("rect", { x: 47, y: 388, width: 150, height: 48, rx: 10, fill: YEL, stroke: INK, "stroke-width": 3 }, tag);
+      el("circle", { cx: 122, cy: 397, r: 4, fill: "#fff", stroke: INK, "stroke-width": 2 }, tag);
+      const tagT = txt(tag, 122, 426, "Extra charge", { "text-anchor": "middle", "font-size": 19, "font-weight": 700 });
+      // jar contents
+      const jarD = "M250 200 V222 Q210 226 210 260 V430 Q210 470 250 470 H390 Q430 470 430 430 V260 Q430 226 390 222 V200";
+      const cid = "mgc" + (++uid);
+      el("path", { d: jarD + " Z" }, el("clipPath", { id: cid }, defs));
+      const fillG = el("g", { "clip-path": `url(#${cid})` }, svg);
+      const goo = el("rect", { x: 205, y: 254, width: 230, height: 300, fill: YEL }, fillG);
+      const surf = el("path", { d: "M205 254 H435", stroke: INK, "stroke-width": 2.5 }, fillG);
+      el("path", { d: "M228 272 V420", stroke: "#fff", "stroke-width": 6, "stroke-linecap": "round", opacity: 0.8 }, fillG);
+      // spoons
+      const SP = [["Chats", SKY], ["Background checks", LIL], ["Large tasks", MINT]];
+      const REST = [[612, 290], [612, 360], [612, 430]];
+      const spoons = SP.map(([s, c]) => {
+        const g = el("g", {}, svg);
+        el("rect", { x: -58, y: -14, width: 172, height: 28, rx: 14, fill: c, stroke: INK, "stroke-width": 3 }, g);
+        txt(g, 30, 5, s, { "text-anchor": "middle", "font-size": 14, "font-weight": 700 });
+        el("ellipse", { cx: -80, cy: 0, rx: 25, ry: 17, fill: "#fff", stroke: INK, "stroke-width": 3 }, g);
+        const scoop = el("circle", { cx: -80, cy: 0, r: 12, fill: YEL, stroke: INK, "stroke-width": 2 }, g);
+        return { g, scoop };
+      });
+      // glass on top so a dipping spoon reads as inside
+      el("path", { d: jarD, fill: "none", stroke: INK, "stroke-width": 4, "stroke-linecap": "round", "stroke-linejoin": "round" }, svg);
+      el("rect", { x: 242, y: 192, width: 156, height: 14, rx: 7, fill: "none", stroke: INK, "stroke-width": 3 }, svg);
+      el("rect", { x: 252, y: 360, width: 136, height: 66, rx: 10, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, svg);
+      txt(svg, 320, 388, "Your plan's", { "text-anchor": "middle", "font-size": 18, "font-weight": 700 });
+      txt(svg, 320, 412, "usage limits", { "text-anchor": "middle", "font-size": 18, "font-weight": 700 });
+      let extra = 0, tapAt = null;
+      pill(svg, 400, 545, 140, "Scoop", () => { extra++; tapAt = api.now(); api.poke(); });
+      // r: seconds into one scoop; y: level line; returns [x, y, angle]
+      const pose = (j, r, y) => {
+        const [rx, ry] = REST[j], st = [341, 112], dip = [341, y + 18 - 77];
+        const a = io(seg(r, 0, 0.45)), dn = io(seg(r, 0.45, 0.75)), up = io(seg(r, 0.75, 1.0)), back = io(seg(r, 1.0, 1.45));
+        if (r < 0.45) return [rx + (st[0] - rx) * a, ry + (st[1] - ry) * a, -75 * a];
+        if (r < 0.75) return [st[0], st[1] + (dip[1] - st[1]) * dn, -75];
+        if (r < 1.0) return [st[0], dip[1] + (st[1] - dip[1]) * up, -75];
+        return [st[0] + (rx - st[0]) * back, st[1] + (ry - st[1]) * back, -75 * (1 - back)];
+      };
+      return (t, now) => {
+        const T = extra > 0 ? 8.6 : t;
+        let n = 0, f = lvl(0);
+        S.forEach((s0, j) => { if (T >= s0 + 0.62) n = j + 1; });
+        S.forEach((s0, j) => { const r = T - s0; if (r >= 0.55 && r < 0.8) f = lvl(j) + (lvl(j + 1) - lvl(j)) * oc(seg(r, 0.55, 0.8)); });
+        if (!S.some((s0) => T - s0 >= 0.55 && T - s0 < 0.8)) f = lvl(n);
+        let busy = -1, rr = 0;
+        if (extra > 0) {
+          const r = now - tapAt, m = 3 + extra;
+          busy = (extra - 1) % 3; rr = r;
+          f = r < 0.55 ? lvl(m - 1) : lvl(m - 1) + (lvl(m) - lvl(m - 1)) * oc(seg(r, 0.55, 0.8));
+        }
+        const y = LY(f);
+        goo.setAttribute("y", y); surf.setAttribute("d", `M205 ${y} H435`);
+        spoons.forEach((sp, j) => {
+          let r = T - S[j], has = r >= 0.75;
+          if (busy === j) { r = rr; has = true; }
+          const [x, yy, a] = r > 0 && r < 1.45 ? pose(j, r, y) : REST[j].concat(0);
+          tf(sp.g, x, yy, 1, a);
+          sp.scoop.setAttribute("opacity", has ? 1 : 0);
+        });
+        const k = io(seg(T, FLIP, FLIP + 0.6)), c = Math.cos(Math.PI * k), back = c < 0;
+        tag.setAttribute("transform", `translate(122 0) scale(${Math.max(0.02, Math.abs(c))} 1) translate(-122 0)`);
+        tagR.setAttribute("fill", back ? MINT : YEL);
+        tagT.textContent = back ? "None" : "Extra charge";
+      };
+    },
+  };
+
+  /* ---- title card, 16 by 9 ---- */
+  SC.hero = {
+    w: 960, h: 540, dur: 6, still: 5.6,
+    build(svg) {
+      el("rect", { x: 64, y: 62, width: 84, height: 40, rx: 20, fill: YEL, stroke: INK, "stroke-width": 2.5 }, svg);
+      txt(svg, 106, 89, "App", { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+      txt(svg, 64, 194, "Claude Duet app", { "font-size": 84, "font-weight": 700 });
+      el("path", { d: "M66 222 H560", stroke: YEL, "stroke-width": 14, "stroke-linecap": "round" }, svg);
+      txt(svg, 64, 278, "iPhone, Android and web", { "font-size": 30, "font-weight": 500, fill: MUTE });
+      txt(svg, 64, 320, "Checked 23 Oct 2026", { "font-size": 20, "font-weight": 500, fill: CAP });
+      el("path", { d: "M150 436 H820", stroke: SOFT, "stroke-width": 22, "stroke-linecap": "round" }, svg);
+      const links = [[178, 262], [318, 400], [620, 730]].map(([a, b]) => el("path", { d: `M${a} 436 H${b}`, stroke: INK, "stroke-width": 2.5, "stroke-dasharray": "2 12", "stroke-linecap": "round" }, svg));
+      const screens = [];
+      [150, 290].forEach((x) => {
+        el("rect", { x: x - 28, y: 384, width: 56, height: 104, rx: 12, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+        screens.push(el("rect", { x: x - 20, y: 396, width: 40, height: 76, rx: 4, fill: SOFT }, svg));
+        el("path", { d: `M${x - 7} 480 H${x + 7}`, stroke: INK, "stroke-width": 2.5, "stroke-linecap": "round" }, svg);
+      });
+      el("rect", { x: 400, y: 380, width: 220, height: 112, rx: 12, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      el("path", { d: "M400 404 H620", stroke: INK, "stroke-width": 2.5 }, svg);
+      [418, 432, 446].forEach((x) => el("circle", { cx: x, cy: 392, r: 4, fill: SOFT, stroke: INK, "stroke-width": 1.5 }, svg));
+      screens.push(el("rect", { x: 412, y: 414, width: 196, height: 66, rx: 6, fill: SOFT }, svg));
+      const card = el("rect", { x: 730, y: 404, width: 180, height: 66, rx: 14, fill: "#fff", stroke: INK, "stroke-width": 3 }, svg);
+      txt(svg, 820, 445, "Claude Duet", { "text-anchor": "middle", "font-family": MONO, "font-size": 24, "font-weight": 700 });
+      const ON = [0.6, 1.6, 2.6], CARDT = 3.6, COL = [SKY, MINT, LIL];
+      return (t) => {
+        screens.forEach((s, i) => s.setAttribute("fill", t >= ON[i] ? COL[i] : SOFT));
+        links.forEach((l, i) => l.setAttribute("stroke", t >= (i < 2 ? ON[i + 1] : CARDT) ? BLUE : INK));
+        card.setAttribute("fill", t >= CARDT ? YEL : "#fff");
+      };
+    },
+  };
+
+  /* ---- player ---- */
+  const q = new URLSearchParams(location.search), frozen = q.has("mgstill"), fixed = parseFloat(q.get("mgstill"));
+  const calm = matchMedia("(prefers-reduced-motion: reduce)").matches;
+  const mount = (fig) => {
+    const sc = SC[fig.dataset.scene], img = fig.querySelector("img"); if (!sc || !img) return;
+    const W = sc.w || 800, H = sc.h || 600;
+    const svg = el("svg", { viewBox: `0 0 ${W} ${H}`, class: "mg-svg", role: "group", "aria-label": img.alt || "" });
+    svg.style.aspectRatio = `${W} / ${H}`;
+    el("rect", { width: W, height: H, fill: "#fff" }, svg);
+    img.replaceWith(svg);
+    let off = 0, raf = 0, seen = false, held = calm;
+    const base = performance.now(), clock = () => (performance.now() - base) / 1000;
+    let draw = () => {};
+    const frame = () => { const now = clock(); draw(held ? sc.still : (((now + off) % sc.dur) + sc.dur) % sc.dur, now); };
+    const tick = () => { cancelAnimationFrame(raf); frame(); if (seen && !held) raf = requestAnimationFrame(tick); };
+    const api = { now: clock, seek: (s) => { off = s - clock(); held = false; tick(); }, poke: () => { held = false; tick(); } };
+    draw = sc.build(svg, api);
+    if (frozen) { draw(isNaN(fixed) ? sc.still : fixed, 0); return; }
+    new IntersectionObserver(([e]) => {
+      seen = e.isIntersecting;
+      if (seen) { tick(); if (!fig.dataset.sent && window.posthog) { fig.dataset.sent = 1; window.posthog.capture("blog_scene_view", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } }
+      else cancelAnimationFrame(raf);
+    }, { threshold: 0.25 }).observe(fig);
+    svg.addEventListener("click", () => { if (!fig.dataset.hit && window.posthog) { fig.dataset.hit = 1; window.posthog.capture("blog_scene_interact", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } });
+    frame();
+  };
+  const go = () => document.querySelectorAll("figure.mg[data-scene]").forEach(mount);
+  const fonts = document.fonts && document.fonts.load ? Promise.all([document.fonts.load('700 32px "Space Grotesk"'), document.fonts.load('500 20px "Space Grotesk"'), document.fonts.load('700 20px "JetBrains Mono"')]).catch(() => {}) : Promise.resolve();
+  const start = () => fonts.then(go, go);
+  if (document.readyState === "loading") document.addEventListener("DOMContentLoaded", start); else start();
+})();
diff --git a/docs/blog/assets/media/claude-duet-app/parcel.png b/docs/blog/assets/media/claude-duet-app/parcel.png
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diff --git a/docs/blog/best-ai-coding-agents/index.html b/docs/blog/best-ai-coding-agents/index.html
index 7b1dfebbf2..af5bbdbd4e 100644
--- a/docs/blog/best-ai-coding-agents/index.html
+++ b/docs/blog/best-ai-coding-agents/index.html
@@ -468,50 +468,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/best-claude-code-multi-agent-tools/index.html b/docs/blog/best-claude-code-multi-agent-tools/index.html
index 88f4eeebbb..5c2fa19289 100644
--- a/docs/blog/best-claude-code-multi-agent-tools/index.html
+++ b/docs/blog/best-claude-code-multi-agent-tools/index.html
@@ -436,50 +436,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
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+    <h1>Black October: What PHP2Shell Is and How to Patch (Oct 2026)</h1>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
+    <div class="byline">
+      <span class="av" aria-hidden="true">MD</span>
+      <strong>Chaitanya Giri</strong>
+      <span class="dot" aria-hidden="true">·</span>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true">·</span>
+      <span>5 min read</span>
+      <span class="tag kind">News</span>
+    </div>
+  </header>
+
+  <div class="hero-wrap wrap"><figure class="fig fig-hero"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="Title card on white. A pill reading Security, the title Black October, the line What PHP2Shell is and how to patch and a Checked 23 Oct 2026 line. A white server rack with four slots labelled 8.5.12, 8.4.27, 8.3.36 and 8.2.35 lights a green tick beside each slot in turn." loading="lazy" decoding="async" /></figure></div>
+
+  <div class="post-wrap wrap">
+    <div class="prose">
+      <p>Black October is the name some security people gave this month’s run of hacks, bugs and emergency patches, with PHP2Shell at its centre: two critical flaws in PHP itself, CVE-2026-109618 and CVE-2026-109619, fixed on 21 Oct 2026. If you run PHP, update to 8.5.12, 8.4.27, 8.3.36 or 8.2.35. Checked 23 Oct 2026.</p>
+<p>Every source below was checked on 23 Oct 2026. We first flagged the story in our <a href="/blog/agent-tools-today-2026-10-22/">22 Oct brief</a>.</p>
+<h2 id="what-is-black-october" tabindex="-1">What is Black October? <a class="anchor" href="#what-is-black-october" aria-hidden="true">#</a></h2>
+<p>It is a nickname for a bad few weeks, not one bug. <a href="https://www.axios.com/2026/10/22/php-vulnerability-security-update-websites">Axios</a> (we read its <a href="https://www.yahoo.com/news/world/articles/black-october-why-bugs-discovered-180131955.html">Yahoo copy</a>) reported on 22 Oct that cyber pros use the name “due to the sheer volume and the level of risk.” <a href="https://www.404media.co/php2shell-black-october-ai-is-changing-everything-about-hacking-no-one-knows-what-happens-next/">404 Media</a> wrote the same day that infosec experts took it up after PHP2Shell, alongside incidents at GitLab, Plex, Railway and OpenCode. Axios added that many organisations had so far avoided massive real world harm.</p>
+<figure class="mg" data-scene="calendar"><img src="/blog/assets/media/black-october-php2shell/calendar.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A white wall calendar shows October 2026. A yellow ring draws itself around the 21st, labelled Fixes released. A tag reading PHP2Shell, 2 CVEs, CVSS 9.2 slides in beside it, and the header of the page changes to read Black October."><figcaption>PHP fixed CVE-2026-109618 and CVE-2026-109619, both rated CVSS 9.2, on 21 Oct 2026 (php.net).</figcaption></figure>
+<h2 id="what-is-php2shell-in-plain-words" tabindex="-1">What is PHP2Shell, in plain words? <a class="anchor" href="#what-is-php2shell-in-plain-words" aria-hidden="true">#</a></h2>
+<p>PHP2Shell is two memory bugs in the PHP engine that can let an attacker run code on a server without logging in. The <a href="https://www.php.net/archive/2026.php#2026-10-21-5">php.net advisory</a> explains both. If a request hits PHP’s memory limit, or another fatal error, at the wrong moment, PHP can leave half built data or a pointer to freed memory behind. The cleanup step, or the next request on the same worker, then trusts it.</p>
+<p>Both rate 9.2 on CVSS v4.0. Because the bug is in PHP, not the app, <a href="https://www.wiz.io/blog/php2shell-php-rce">Wiz</a> says even a “Hello World” page can be vulnerable; it ran code on the latest WordPress, Drupal and Joomla container images. <a href="http://php.net">php.net</a> puts mod_php at highest risk, with PHP-FPM, php-cgi, FrankenPHP and LiteSpeed also exposed.</p>
+<figure class="mg" data-scene="conveyor"><img src="/blog/assets/media/black-october-php2shell/conveyor.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. On a white conveyor belt, a tray labelled Request 1 fills until a gauge labelled Memory limit reaches its top and the tray stops. It leaves a yellow sticky note labelled Stale state on the belt. The next tray, labelled Request 2, rolls up and carries the note away as if it were its own."><figcaption>Both PHP2Shell bugs leave bad state behind after a fatal error, which the cleanup step or a later request then trusts, from php.net's advisory of 21 Oct 2026.</figcaption></figure>
+<h2 id="who-found-it-and-what-did-ai-do" tabindex="-1">Who found it, and what did AI do? <a class="anchor" href="#who-found-it-and-what-did-ai-do" aria-hidden="true">#</a></h2>
+<p>Several teams, close together. The <a href="https://thephp.foundation/blog/2026/10/21/todays-php-security-release-and-how-were-strengthening-php-security/">PHP Foundation</a> says a PHP core developer spotted signs of the memory problem in 2024, but no exploit path turned up and the fix stalled. Calif began auditing PHP on 30 Jul 2026 under OpenAI’s Patch the Planet program and reported remote code execution on 11 Aug; OpenAI independently reported the same root cause. Wiz added attack vectors on 24 Aug.</p>
+<p>Wiz says it used Gemini 4 Argon and GPT-5.6 Sol, and that frontier models made the exploit chain practical. <a href="https://calif.io/php2shell/">Calif’s write up</a> describes its agent tracing the bug through PHP’s source. OpenAI, quoted by Axios: “To our knowledge, frontier AI found these vulnerabilities before attackers did.” Our view: AI shortened the road from a known weak spot to a working exploit. People had noticed the weak spot two years earlier.</p>
+<h2 id="which-php-versions-are-affected-and-fixed" tabindex="-1">Which PHP versions are affected and fixed? <a class="anchor" href="#which-php-versions-are-affected-and-fixed" aria-hidden="true">#</a></h2>
+<p>Every supported branch got a fix on 21 Oct 2026. Wiz and Cloudflare say the flaws reach back to PHP 5.4. Our selection of rows from the <a href="http://php.net">php.net</a> advisory and release notes:</p>
+<div class="table-scroll">
+<table>
+<thead>
+<tr>
+<th>Branch</th>
+<th>Fixed release, 21 Oct 2026</th>
+<th>Note from <a href="http://php.net">php.net</a></th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>8.5</td>
+<td>8.5.12</td>
+<td></td>
+</tr>
+<tr>
+<td>8.4</td>
+<td>8.4.27</td>
+<td></td>
+</tr>
+<tr>
+<td>8.3</td>
+<td>8.3.36</td>
+<td></td>
+</tr>
+<tr>
+<td>8.2</td>
+<td>8.2.35</td>
+<td>End of life 31 Dec 2026</td>
+</tr>
+<tr>
+<td>8.1, 8.0, 7.4</td>
+<td>None</td>
+<td>Source backports only; ask your vendor</td>
+</tr>
+<tr>
+<td>Older</td>
+<td>None</td>
+<td>Upgrade</td>
+</tr>
+</tbody>
+</table>
+</div>
+<h2 id="how-did-governments-and-sites-respond" tabindex="-1">How did governments and sites respond? <a class="anchor" href="#how-did-governments-and-sites-respond" aria-hidden="true">#</a></h2>
+<p>Fast, and often by switching things off. The PHP Foundation says the CVE ids leaked on 20 Oct with a wrong score of 10.0, so the release moved up a day to 21 Oct, 14:00 UTC. It says Chainguard broke the embargo by publishing patched images more than six hours early.</p>
+<p>Axios reports the NSA told operators to take sites down if they could not patch in time, and the UK’s <a href="https://www.ncsc.gov.uk/news/critical-security-issue-affecting-php">NCSC</a> gave similar advice. Wikimedia took its Cloud Services offline on 20 Oct as a precaution. 404 Media says 4chan and <a href="http://Archive.org">Archive.org</a> went down briefly too, and Axios counted dozens of sites in the US, UK and elsewhere.</p>
+<h2 id="is-anyone-exploiting-php2shell" tabindex="-1">Is anyone exploiting PHP2Shell? <a class="anchor" href="#is-anyone-exploiting-php2shell" aria-hidden="true">#</a></h2>
+<p>Attempts, yes. Confirmed breaches, not in any source we read. Cloudflare’s CEO Matthew Prince posted, per 404 Media, that Cloudflare saw thousands of attempts in the 10 hours before the announcement, tens of thousands in the 45 minutes after, hundreds of thousands within 2 hours, then millions. <a href="https://aws.amazon.com/blogs/security/amazon-threat-intelligence-identifies-php2shell-exploitation-prior-to-public-disclosure-in-madpot/">AWS</a> logged a honeypot attempt on 17 Oct, four days early. The PHP Foundation’s executive director told <a href="https://www.wired.com/story/hackers-exploited-the-php-vulnerabilities-days-before-they-were-patched/">Wired</a> there had been “no successful attempt at remote code execution” to its knowledge.</p>
+<figure class="mg" data-scene="tally"><img src="/blog/assets/media/black-october-php2shell/tally.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A grey mechanical tally counter on a white desk clicks forward through four labelled stops: 10 hours before, thousands; 45 minutes after, tens of thousands; 2 hours after, hundreds of thousands; later, millions. A yellow tag under it reads Attempts, not confirmed breaches."><figcaption>Exploit attempts Cloudflare saw around disclosure, as its CEO posted and 404 Media reported on 22 Oct 2026.</figcaption></figure>
+<h2 id="do-the-public-exploits-even-work" tabindex="-1">Do the public exploits even work? <a class="anchor" href="#do-the-public-exploits-even-work" aria-hidden="true">#</a></h2>
+<p>Many do not, says the loudest dissent. Elias Taylor <a href="https://eliastaylor.com/noexploit/">wrote on 21 Oct</a> that public proofs of concept “do not work against a vanilla PHP instance”, and that many need an existing file inclusion hole. PHP’s security team also found no working one at release. Taylor still says patch.</p>
+<p>The other side: Wiz and Calif showed their own exploits on stock setups, and Trail of Bits’ CEO posted that his firm built one in a day with Codex, 404 Media reported. Our view: a broken script on GitHub is no reason to wait.</p>
+<h2 id="what-should-you-do-now" tabindex="-1">What should you do now? <a class="anchor" href="#what-should-you-do-now" aria-hidden="true">#</a></h2>
+<p>Update PHP today, then check you were not hit first.</p>
+<ol>
+<li>Run <code>php -v</code> on servers you manage. In WordPress, look under Tools &gt; Site Health &gt; Info &gt; Server, as the <a href="https://wordpress.org/news/2026/10/critical-php-security-release/">WordPress project</a> says.</li>
+<li>Update to the fixed release for your branch. <a href="http://php.net">php.net</a> says distributions and LTS vendors got the patch early, so check your vendor’s packages, then restart PHP.</li>
+<li>On managed hosting, ask your host. <a href="https://blog.cloudflare.com/php-vulnerabilities-waf-protection">Cloudflare</a> says updating site code or plugins alone does not fix this; WordPress plans no update.</li>
+<li>On 8.1 or older, upgrade. WordPress says that if you manage your own hosting, consider taking the server offline until you can; the NCSC says the same for any system you cannot patch or mitigate in time.</li>
+<li>Cannot patch today? <a href="http://php.net">php.net</a> lists interim settings such as <code>memory_limit=-1</code> and <code>session.upload_progress.enabled=0</code>, which reduce exposure but do not make you safe.</li>
+<li>Cloudflare’s WAF rules have protected free and paid WAF users by default since 03:02 UTC on 21 Oct; paid plans should check the Managed Ruleset is in block mode. Keep them on while you patch, not instead.</li>
+<li>Look back from at least 17 Oct, as AWS advises. Wiz lists signs: odd multipart requests followed by memory limit errors or repeated HTTP 500s, and malformed PHPSESSID cookies.</li>
+</ol>
+<figure class="mg" data-scene="clipboard"><img src="/blog/assets/media/black-october-php2shell/clipboard.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A white clipboard holds a four line checklist: Run php -v, Update to the fixed release, Keep the WAF on, Check logs from 17 Oct. A green tick lands in each box in turn, and a small yellow note at the bottom reads Plugins alone do not fix it."><figcaption>What php.net, WordPress, Cloudflare and AWS told site owners to do, 21 Oct 2026.</figcaption></figure>
+<p>If you look after many servers, agents in a <a href="https://harnessmd.com/download">Munder Difflin</a> office (free and open source: a desktop app that runs a team of AI agents for all kinds of knowledge work, coding included, on your own computer) can be pointed at keeping that list patched; see our <a href="/blog/how-to-install-and-use-munder-difflin/">install guide</a>. Before giving agents server access, read our <a href="/blog/security-for-ai-coding-agents/">security guide for AI coding agents</a> and <a href="/blog/agent-security-and-sandboxing/">running AI agents safely</a>.</p>
+<link rel="stylesheet" href="/blog/assets/media/black-october-php2shell/motion.css"><script defer src="/blog/assets/media/black-october-php2shell/motion.js"></script>
+
+
+      
+      <section class="faq" aria-label="Frequently asked questions">
+        <h2 id="faq">FAQ</h2>
+        
+        <div class="qa">
+          <p class="q">Which PHP version fixes PHP2Shell?</p>
+          <p class="a">PHP 8.5.12, 8.4.27, 8.3.36 and 8.2.35, all released on 21 Oct 2026, according to php.net. PHP 8.1 and older get no release from the PHP project; some distributions and long term support vendors backport the fix.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Is my WordPress site affected by PHP2Shell?</p>
+          <p class="a">It can be, because the flaws are in PHP itself, not in WordPress. The WordPress project said on 21 Oct 2026 that no WordPress update is required or planned, and that you can see your PHP version under Tools &gt; Site Health &gt; Info &gt; Server.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Did AI find PHP2Shell?</p>
+          <p class="a">AI helped. The PHP Foundation says Calif reported the root cause on 11 Aug 2026, OpenAI reported it independently, and Wiz added attack vectors on 24 Aug. Wiz says frontier models made building the exploit practical. A PHP core developer first spotted signs of the problem in 2024.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Is PHP2Shell being exploited?</p>
+          <p class="a">Attempts are widespread. Cloudflare&#39;s CEO reported millions of attempts, and AWS saw one as early as 17 Oct 2026. The PHP Foundation told Wired that, to its knowledge, no attempt at remote code execution had succeeded.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Why is it called Black October?</p>
+          <p class="a">Axios reported on 22 Oct 2026 that security professionals were calling the recent series of attacks Black October because of their volume and risk. PHP2Shell is the best known item in it, but not the only one.</p>
+        </div>
+        
+      </section>
+      
+
+      
+      <hr />
+      <div class="share">
+        <span class="lbl">Tags</span>
+        <a class="tag" href="/blog/tags/security/">Security</a><a class="tag" href="/blog/tags/open-source/">Open Source</a>
+      </div>
+      
+    </div>
+
+    
+    <aside class="toc-rail" aria-label="Table of contents">
+      <div class="tt">On this page</div>
+      <ol>
+        <li class="lvl-2"><a href="#what-is-black-october">What is Black October?</a></li><li class="lvl-2"><a href="#what-is-php2shell-in-plain-words">What is PHP2Shell, in plain words?</a></li><li class="lvl-2"><a href="#who-found-it-and-what-did-ai-do">Who found it, and what did AI do?</a></li><li class="lvl-2"><a href="#which-php-versions-are-affected-and-fixed">Which PHP versions are affected and fixed?</a></li><li class="lvl-2"><a href="#how-did-governments-and-sites-respond">How did governments and sites respond?</a></li><li class="lvl-2"><a href="#is-anyone-exploiting-php2shell">Is anyone exploiting PHP2Shell?</a></li><li class="lvl-2"><a href="#do-the-public-exploits-even-work">Do the public exploits even work?</a></li><li class="lvl-2"><a href="#what-should-you-do-now">What should you do now?</a></li>
+      </ol>
+    </aside>
+    
+  </div>
+
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+      <a class="pn next" href="/blog/ai-agent-office-github/"><span class="k">Newer →</span><span class="t">Open Source AI Agent Office Apps on GitHub (Oct 2026)</span></a>
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+    <section class="related">
+      <h2>Related in News</h2>
+      <div class="post-grid">
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+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
+    <div class="foot">
+      <span class="tag kind">News</span>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-news">
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/agent-tools-today-2026-10-22/">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.</p>
+    <div class="foot">
+      <span class="tag kind">News</span>
+      <a class="more" href="/blog/agent-tools-today-2026-10-22/" aria-label="Read: Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-news">
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/agent-tools-today-2026-10-21/">Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.</p>
+    <div class="foot">
+      <span class="tag kind">News</span>
+      <a class="more" href="/blog/agent-tools-today-2026-10-21/" aria-label="Read: Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305">Read →</a>
+    </div>
+  </div>
+</article>
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+      </div>
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+    
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diff --git a/docs/blog/build-your-own-claude-duet/index.html b/docs/blog/build-your-own-claude-duet/index.html
index b47467d8f2..0610c0073c 100644
--- a/docs/blog/build-your-own-claude-duet/index.html
+++ b/docs/blog/build-your-own-claude-duet/index.html
@@ -280,50 +280,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/litellm-1-107-0-compromise/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/litellm-1-107-0-compromise/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/litellm-1-107-0-compromise/">LiteLLM 1.107.0 Compromise: What It Steals and How to Check Your Machine</a></h3>
-    <p class="dek">LiteLLM 1.107.0 on PyPI carried a credential stealer and a backdoor on 21 Oct 2026: who was exposed, how to check without Python, and what to rotate.</p>
+    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
+    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/litellm-1-107-0-compromise/" aria-label="Read: LiteLLM 1.107.0 Compromise: What It Steals and How to Check Your Machine">Read →</a>
+      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/build-your-personal-agi-on-your-computer/index.html b/docs/blog/build-your-personal-agi-on-your-computer/index.html
index e382766cdb..425d10368c 100644
--- a/docs/blog/build-your-personal-agi-on-your-computer/index.html
+++ b/docs/blog/build-your-personal-agi-on-your-computer/index.html
@@ -342,50 +342,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/building-reliable-ai-agents/index.html b/docs/blog/building-reliable-ai-agents/index.html
index 38afba695d..a1a9a61035 100644
--- a/docs/blog/building-reliable-ai-agents/index.html
+++ b/docs/blog/building-reliable-ai-agents/index.html
@@ -358,50 +358,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/chatgpt-dots-alternatives/index.html b/docs/blog/chatgpt-dots-alternatives/index.html
index f43f1e76b7..6e6b62b50b 100644
--- a/docs/blog/chatgpt-dots-alternatives/index.html
+++ b/docs/blog/chatgpt-dots-alternatives/index.html
@@ -350,50 +350,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-api-version-2026-10-21/index.html b/docs/blog/claude-api-version-2026-10-21/index.html
index 7f7730602e..8fb8526f7e 100644
--- a/docs/blog/claude-api-version-2026-10-21/index.html
+++ b/docs/blog/claude-api-version-2026-10-21/index.html
@@ -330,50 +330,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/litellm-1-107-0-compromise/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/litellm-1-107-0-compromise/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/litellm-1-107-0-compromise/">LiteLLM 1.107.0 Compromise: What It Steals and How to Check Your Machine</a></h3>
-    <p class="dek">LiteLLM 1.107.0 on PyPI carried a credential stealer and a backdoor on 21 Oct 2026: who was exposed, how to check without Python, and what to rotate.</p>
+    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
+    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/litellm-1-107-0-compromise/" aria-label="Read: LiteLLM 1.107.0 Compromise: What It Steals and How to Check Your Machine">Read →</a>
+      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-code-alternatives/index.html b/docs/blog/claude-code-alternatives/index.html
index 04363fa8f4..2b5f49f01f 100644
--- a/docs/blog/claude-code-alternatives/index.html
+++ b/docs/blog/claude-code-alternatives/index.html
@@ -360,50 +360,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-code-automation-while-you-sleep/index.html b/docs/blog/claude-code-automation-while-you-sleep/index.html
index 8054d5afdf..0b9855a80c 100644
--- a/docs/blog/claude-code-automation-while-you-sleep/index.html
+++ b/docs/blog/claude-code-automation-while-you-sleep/index.html
@@ -346,50 +346,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-code-best-practices/index.html b/docs/blog/claude-code-best-practices/index.html
index b3d9c0afcc..6e86213a9b 100644
--- a/docs/blog/claude-code-best-practices/index.html
+++ b/docs/blog/claude-code-best-practices/index.html
@@ -349,50 +349,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-code-max-plan-tips/index.html b/docs/blog/claude-code-max-plan-tips/index.html
index f53cd77ff9..e0d26956e1 100644
--- a/docs/blog/claude-code-max-plan-tips/index.html
+++ b/docs/blog/claude-code-max-plan-tips/index.html
@@ -279,50 +279,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-code-multi-agent-setup-tutorial/index.html b/docs/blog/claude-code-multi-agent-setup-tutorial/index.html
index 0085ae0a9f..d7d9afb726 100644
--- a/docs/blog/claude-code-multi-agent-setup-tutorial/index.html
+++ b/docs/blog/claude-code-multi-agent-setup-tutorial/index.html
@@ -335,50 +335,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-code-orchestration-tools-compared/index.html b/docs/blog/claude-code-orchestration-tools-compared/index.html
index de2a29b385..f5c05adb40 100644
--- a/docs/blog/claude-code-orchestration-tools-compared/index.html
+++ b/docs/blog/claude-code-orchestration-tools-compared/index.html
@@ -334,50 +334,50 @@ <h2 id="matching-tools-to-priorities" tabindex="-1">Matching tools to priorities
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-code-skills/index.html b/docs/blog/claude-code-skills/index.html
index 0d6e348efc..be743b4150 100644
--- a/docs/blog/claude-code-skills/index.html
+++ b/docs/blog/claude-code-skills/index.html
@@ -330,50 +330,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-code-subagents-vs-multi-agent-harness/index.html b/docs/blog/claude-code-subagents-vs-multi-agent-harness/index.html
index 59a0fc2e7b..803465fe02 100644
--- a/docs/blog/claude-code-subagents-vs-multi-agent-harness/index.html
+++ b/docs/blog/claude-code-subagents-vs-multi-agent-harness/index.html
@@ -342,50 +342,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-code-vs-antigravity/index.html b/docs/blog/claude-code-vs-antigravity/index.html
index da1b3c9084..3a14798545 100644
--- a/docs/blog/claude-code-vs-antigravity/index.html
+++ b/docs/blog/claude-code-vs-antigravity/index.html
@@ -275,50 +275,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-code-vs-cursor/index.html b/docs/blog/claude-code-vs-cursor/index.html
index 58ab555585..7836f2ffc4 100644
--- a/docs/blog/claude-code-vs-cursor/index.html
+++ b/docs/blog/claude-code-vs-cursor/index.html
@@ -353,50 +353,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-cowork-vs-claude-code/index.html b/docs/blog/claude-cowork-vs-claude-code/index.html
index 3dc646ddb0..a115f63d7e 100644
--- a/docs/blog/claude-cowork-vs-claude-code/index.html
+++ b/docs/blog/claude-cowork-vs-claude-code/index.html
@@ -347,50 +347,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-duet-alternatives/index.html b/docs/blog/claude-duet-alternatives/index.html
index c1a1fb8eca..6b0e0c8725 100644
--- a/docs/blog/claude-duet-alternatives/index.html
+++ b/docs/blog/claude-duet-alternatives/index.html
@@ -313,50 +313,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/cline-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/cline-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/cline-alternatives/">Cline Alternatives: 6 Picks and 2 Names to Skip (Oct 2026)</a></h3>
-    <p class="dek">Six Cline alternatives checked on 19 Oct 2026: Kilo Code, Munder Difflin, OpenCode, Codex, Claude Code and Cursor, plus two you can skip, by licence and price.</p>
+    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
+    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/cline-alternatives/" aria-label="Read: Cline Alternatives: 6 Picks and 2 Names to Skip (Oct 2026)">Read →</a>
+      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
     </div>
   </div>
 </article>
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+    { "@type": "Question", "name": "Where do I download the Claude Duet app?", "acceptedAnswer": { "@type": "Answer", "text": "Through your invitation. Anthropic's help article says to open the invitation email on your phone and follow the setup steps for iPhone or Android, using the Apple or Google account linked to the email you gave when you joined the waitlist." } },
+    { "@type": "Question", "name": "Is the Claude Duet app the same as the Claude app?", "acceptedAnswer": { "@type": "Answer", "text": "No. Anthropic's announcement says that for now Claude Duet lives in its own app, separate from the main Claude app. It uses the same Claude account, including memory, skills and connectors." } },
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+    { "@type": "Question", "name": "Does the Claude Duet app cost extra?", "acceptedAnswer": { "@type": "Answer", "text": "Not during the research preview. Anthropic says Claude Duet is included in Pro and Max plans and shares your plan's usage limits with the rest of Claude, and its background checks count toward those limits." } }
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+    </nav>
+    <h1>Claude Duet App: iPhone, Android and Web, and How to Get It</h1>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
+    <div class="byline">
+      <span class="av" aria-hidden="true">MD</span>
+      <strong>Chaitanya Giri</strong>
+      <span class="dot" aria-hidden="true">·</span>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true">·</span>
+      <span>5 min read</span>
+      <span class="tag kind">Guides</span>
+    </div>
+  </header>
+
+  <div class="hero-wrap wrap"><figure class="fig fig-hero"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="Title card on white. A pill reading App, the title Claude Duet app, the line iPhone, Android and web and a Checked 23 Oct 2026 line. A phone outline, a second phone outline and a browser window light up in turn, joined by a dotted line to a small card reading Claude Duet." loading="lazy" decoding="async" /></figure></div>
+
+  <div class="post-wrap wrap">
+    <div class="prose">
+      <p>Yes, there is a Claude Duet app: a standalone app for iOS and Android, and on a computer you open it on the web at <a href="http://claude.ai">claude.ai</a>. To get it you need a Pro or Max plan in the US and an invitation from the waitlist. Checked 23 Oct 2026.</p>
+<p>Claude Duet is Anthropic’s proactive agent app, in research preview since 21 Oct 2026. Our <a href="/blog/what-is-claude-duet/">explainer</a> covers what it does; this page covers the app itself. Sources: Anthropic’s <a href="https://claude.com/product/claude-duet">product page</a>, its <a href="https://claude.com/resources/articles/claude-duet">announcement</a> and its help article <a href="https://support.claude.com/en/articles/17631495-get-started-with-claude-duet">Get started with Claude Duet</a>, all opened on 23 Oct 2026.</p>
+<h2 id="is-there-a-claude-duet-app" tabindex="-1">Is there a Claude Duet app? <a class="anchor" href="#is-there-a-claude-duet-app" aria-hidden="true">#</a></h2>
+<p>Yes. The product page says, word for word: “Claude Duet is a standalone app for iOS and Android.” The announcement of 21 Oct 2026 puts it the same way: “It’s available as a standalone app on iOS and Android, and on <a href="http://claude.ai">claude.ai</a>.”</p>
+<p>It is a separate app, not a tab inside the Claude app you may already have. The announcement says: “For now, Claude Duet lives in its own app, separate from the main Claude app.” It still runs on your Claude account. The product page says Duet uses “your Claude account, including memory, skills, and connectors.”</p>
+<figure class="mg" data-scene="keyring"><img src="/blog/assets/media/claude-duet-app/keyring.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. Two hooks on a white wall are labelled Claude app and Claude Duet. A key ring labelled Your Claude account, carrying three tags for Memory, Skills and Connectors, swings from the first hook to the second. Both hooks stay on the wall, side by side."><figcaption>Claude Duet is its own app, separate from the main Claude app, on the same Claude account (Anthropic, 21 Oct 2026).</figcaption></figure>
+<h2 id="which-phones-does-it-run-on" tabindex="-1">Which phones does it run on? <a class="anchor" href="#which-phones-does-it-run-on" aria-hidden="true">#</a></h2>
+<p>iPhone and Android. Those are the only two phones Anthropic names, and the help article asks you to choose “your phone type (iPhone or Android)” when you join the waitlist. Anthropic’s Duet pages do not list minimum iOS or Android versions, so we will not guess them.</p>
+<div class="table-scroll">
+<table>
+<thead>
+<tr>
+<th>Platform, checked 23 Oct 2026</th>
+<th>What Anthropic says</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>iPhone (iOS)</td>
+<td>Standalone app</td>
+</tr>
+<tr>
+<td>Android</td>
+<td>Standalone app</td>
+</tr>
+<tr>
+<td>Any computer</td>
+<td>“open it on the web at <a href="http://claude.ai">claude.ai</a>”</td>
+</tr>
+<tr>
+<td>Mac or Windows app</td>
+<td>Not named on Anthropic’s Duet pages</td>
+</tr>
+<tr>
+<td>Minimum iOS or Android version</td>
+<td>Not listed</td>
+</tr>
+</tbody>
+</table>
+</div>
+<p>The first three rows are Anthropic’s own words; the last two are our selection of things readers ask about that Anthropic does not cover.</p>
+<figure class="mg" data-scene="stands"><img src="/blog/assets/media/claude-duet-app/stands.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. Four stands sit on a white shelf. A small lamp lights over each in turn: a phone stand labelled iPhone, a phone stand labelled Android and a laptop stand labelled Web at claude.ai. The fourth stand, labelled Mac or Windows app, stays empty with a card reading Not named by Anthropic."><figcaption>Where Claude Duet runs, from Anthropic's product page on 23 Oct 2026.</figcaption></figure>
+<h2 id="can-i-use-claude-duet-on-a-mac-or-pc" tabindex="-1">Can I use Claude Duet on a Mac or PC? <a class="anchor" href="#can-i-use-claude-duet-on-a-mac-or-pc" aria-hidden="true">#</a></h2>
+<p>Yes, in a browser. The product page says: “On a computer, you can open it on the web at <a href="http://claude.ai">claude.ai</a>.” We read that as any computer with a browser, Mac or Windows alike, since it is a web page rather than an install. Anthropic does not name a Mac or Windows download for Duet, and on 23 Oct 2026 the Duet banner on Claude’s <a href="https://claude.com/download">download page</a> only led to the waitlist.</p>
+<p>Your computer does not have to stay on, either. The product page says that when you hand it a task, “it works on its own computer in the cloud, using apps you connect.” The announcement adds that its virtual machine means it “doesn’t require your laptop or phone to be on.”</p>
+<h2 id="how-do-i-download-it" tabindex="-1">How do I download it? <a class="anchor" href="#how-do-i-download-it" aria-hidden="true">#</a></h2>
+<p>Through your invitation, not a store search. Anthropic’s help article gives this order:</p>
+<ol>
+<li>Open the <a href="https://claude.com/product/claude-duet">Claude Duet page</a>, press Join the waitlist, and enter your name and the email on your Claude account.</li>
+<li>Choose your Claude plan and your phone type, iPhone or Android.</li>
+<li>Wait for the email. “Invitations go out in waves, so joining the waitlist doesn’t guarantee a specific date.”</li>
+<li>When it is your turn, “open the invitation email on your phone and follow the setup steps for iPhone or Android”, using “the Apple or Google account linked to the email address you gave us.”</li>
+<li>Open Claude Duet and sign in with your Claude account. It “can take a few minutes for the app to become available after you accept the invitation.”</li>
+</ol>
+<p>Anthropic’s Duet pages link no App Store or Google Play listing, so we do not link one either. Our view: if a store search turns up an app called Duet without an invitation, check who made it before you install anything.</p>
+<figure class="mg" data-scene="parcel"><img src="/blog/assets/media/claude-duet-app/parcel.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A parcel labelled Invitation email lands on a doormat and its lid lifts to show a tag reading iPhone or Android. A key labelled Your Claude account turns in a lock labelled Sign in. A small sand timer labelled A few minutes runs out, and a desk lamp labelled Ready switches on."><figcaption>From invitation to first sign in, as Anthropic's help article described it on 23 Oct 2026.</figcaption></figure>
+<h2 id="who-can-get-it" tabindex="-1">Who can get it? <a class="anchor" href="#who-can-get-it" aria-hidden="true">#</a></h2>
+<p>US subscribers on Pro or Max, once invited. The help article lists three things you need: a Pro or Max plan, a US Claude account and an invitation from the waitlist. The product page adds: “Team and Enterprise plans are not included yet.” Free plans are not on the list.</p>
+<p>Anthropic says it built Duet “for professionals and small business owners with more on their plates than they can track.” Our <a href="/blog/claude-duet-waitlist/">waitlist guide</a> covers the wait itself: what Anthropic says about timing (very little) and what to set up before your invite arrives.</p>
+<h2 id="does-the-app-cost-extra" tabindex="-1">Does the app cost extra? <a class="anchor" href="#does-the-app-cost-extra" aria-hidden="true">#</a></h2>
+<p>No, not during the research preview. The announcement says “Claude Duet is included in Pro and Max plans,” and the product page says it “shares your plan’s usage limits with the rest of Claude.” The catch is in the next line: “Its background checks count toward those limits,” and larger tasks, “like building a financial model or a deck, require more model turns and background work.” So there is no extra charge, but Duet spends the same allowance as your chats.</p>
+<figure class="mg" data-scene="jar"><img src="/blog/assets/media/claude-duet-app/jar.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. One glass jar labelled Your plan's usage limits sits on a white table. Three spoons labelled Chats, Background checks and Large tasks dip in and lift out scoops in turn, and the level drops a little each time. A price tag on the lid labelled Extra charge flips over to read None in the preview."><figcaption>Claude Duet is included in Pro and Max and shares your plan's usage limits during the preview, from Anthropic's pages on 23 Oct 2026.</figcaption></figure>
+<h2 id="what-does-the-app-do-once-you-are-in" tabindex="-1">What does the app do once you are in? <a class="anchor" href="#what-does-the-app-do-once-you-are-in" aria-hidden="true">#</a></h2>
+<p>It messages you first. You talk to it “through text or voice”, the product page says it is “Powered by Opus 5.5”, and the announcement says it “messages you only when something needs your attention.” Before it sends a message, makes a payment, signs a document or deletes anything, “it shows you exactly what it’s about to do and waits for your approval.” The <a href="/blog/what-is-claude-duet/">explainer</a> covers the morning brief and the approval rules in full.</p>
+<h2 id="what-if-you-cannot-get-it-yet" tabindex="-1">What if you cannot get it yet? <a class="anchor" href="#what-if-you-cannot-get-it-yet" aria-hidden="true">#</a></h2>
+<p>Use something with no waitlist. If you are outside the US, on a Team plan, or simply still waiting, three places to start:</p>
+<ol>
+<li><a href="/blog/claude-duet-alternatives/">Claude Duet alternatives</a>: our list of proactive agents you can use today.</li>
+<li><a href="https://harnessmd.com/download">Munder Difflin</a>: free and open source: a desktop app that runs a team of AI agents for all kinds of knowledge work, coding included, on your own computer. The Cloud Office and a mobile app are coming soon. Setup is in our <a href="/blog/how-to-install-and-use-munder-difflin/">install guide</a>. Unlike Duet, it runs on your computer, so that computer has to be on while it works.</li>
+<li><a href="/blog/build-your-own-claude-duet/">Build your own Claude Duet</a>: a daily brief you set up yourself.</li>
+</ol>
+<p>More guides like this one sit on our <a href="/blog/topics/guides/">guides page</a>.</p>
+<link rel="stylesheet" href="/blog/assets/media/claude-duet-app/motion.css"><script defer src="/blog/assets/media/claude-duet-app/motion.js"></script>
+
+
+      
+      <section class="faq" aria-label="Frequently asked questions">
+        <h2 id="faq">FAQ</h2>
+        
+        <div class="qa">
+          <p class="q">Is there a Claude Duet app for Mac or Windows?</p>
+          <p class="a">Anthropic does not name one. Its Claude Duet product page says that on a computer you open Duet on the web at claude.ai. That was the wording when we checked on 23 Oct 2026.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Where do I download the Claude Duet app?</p>
+          <p class="a">Through your invitation. Anthropic&#39;s help article says to open the invitation email on your phone and follow the setup steps for iPhone or Android, using the Apple or Google account linked to the email you gave when you joined the waitlist.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Is the Claude Duet app the same as the Claude app?</p>
+          <p class="a">No. Anthropic&#39;s announcement says that for now Claude Duet lives in its own app, separate from the main Claude app. It uses the same Claude account, including memory, skills and connectors.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Can I apply for Claude Duet outside the US?</p>
+          <p class="a">Not yet. Anthropic&#39;s help article lists a Pro or Max plan, a US Claude account and an invitation from the waitlist. Anthropic gives no date for other countries.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Does the Claude Duet app cost extra?</p>
+          <p class="a">Not during the research preview. Anthropic says Claude Duet is included in Pro and Max plans and shares your plan&#39;s usage limits with the rest of Claude, and its background checks count toward those limits.</p>
+        </div>
+        
+      </section>
+      
+
+      
+      <hr />
+      <div class="share">
+        <span class="lbl">Tags</span>
+        <a class="tag" href="/blog/tags/guides/">Guides</a><a class="tag" href="/blog/tags/ai-agents/">AI Agents</a>
+      </div>
+      
+    </div>
+
+    
+    <aside class="toc-rail" aria-label="Table of contents">
+      <div class="tt">On this page</div>
+      <ol>
+        <li class="lvl-2"><a href="#is-there-a-claude-duet-app">Is there a Claude Duet app?</a></li><li class="lvl-2"><a href="#which-phones-does-it-run-on">Which phones does it run on?</a></li><li class="lvl-2"><a href="#can-i-use-claude-duet-on-a-mac-or-pc">Can I use Claude Duet on a Mac or PC?</a></li><li class="lvl-2"><a href="#how-do-i-download-it">How do I download it?</a></li><li class="lvl-2"><a href="#who-can-get-it">Who can get it?</a></li><li class="lvl-2"><a href="#does-the-app-cost-extra">Does the app cost extra?</a></li><li class="lvl-2"><a href="#what-does-the-app-do-once-you-are-in">What does the app do once you are in?</a></li><li class="lvl-2"><a href="#what-if-you-cannot-get-it-yet">What if you cannot get it yet?</a></li>
+      </ol>
+    </aside>
+    
+  </div>
+
+  <footer class="post-foot wrap"><div class="prevnext">
+      <a class="pn prev" href="/blog/agent-tools-today-2026-10-22/"><span class="k">← Older</span><span class="t">Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</span></a>
+      <a class="pn next" href="/blog/black-october-php2shell/"><span class="k">Newer →</span><span class="t">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</span></a>
+    </div>
+    <section class="related">
+      <h2>Related in Guides</h2>
+      <div class="post-grid">
+        <article class="card t-guides">
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>4 min</span>
+    </div>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <div class="foot">
+      <span class="tag kind">Guides</span>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-guides">
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <div class="foot">
+      <span class="tag kind">Guides</span>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-guides">
+  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>4 min</span>
+    </div>
+    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
+    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <div class="foot">
+      <span class="tag kind">Guides</span>
+      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+    </div>
+  </div>
+</article>
+
+      </div>
+    </section>
+    
+  </footer>
+</article>
+
+</main>
+<footer class="site-foot">
+  <div class="wrap">
+    <div class="foot-top">
+      <a class="foot-brand brand" href="https://munderdiffl.in" aria-label="Munder Difflin home">
+        <img class="brand-logo" src="https://munderdiffl.in/logo.png" width="1318" height="840" alt="Munder Difflin, Inc. — Multi-Agent Harness" />
+      </a>
+      <div class="foot-links">
+        <a href="/blog/">Latest</a>
+        <a href="/blog/topics/">Topics</a>
+        <a href="/blog/about/">About</a>
+        <a href="https://munderdiffl.in/blog/feed.xml">RSS</a>
+        <a href="https://github.com/chaitanyagiri/munder-difflin">GitHub</a>
+        <a href="https://munderdiffl.in">munderdiffl.in ↗</a>
+      </div>
+    </div>
+    <div class="foot-meta">
+      © 2026 Munder Difflin · Local-first · MIT-licensed ·
+      Built on <a href="https://munderdiffl.in">Electron, React, Pixi.js, xterm.js &amp; node-pty</a>.
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+  </div>
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+  // sticky-nav border on scroll
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diff --git a/docs/blog/claude-duet-for-developers/index.html b/docs/blog/claude-duet-for-developers/index.html
index 707e36227e..f410426f41 100644
--- a/docs/blog/claude-duet-for-developers/index.html
+++ b/docs/blog/claude-duet-for-developers/index.html
@@ -264,50 +264,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/cline-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/cline-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/cline-alternatives/">Cline Alternatives: 6 Picks and 2 Names to Skip (Oct 2026)</a></h3>
-    <p class="dek">Six Cline alternatives checked on 19 Oct 2026: Kilo Code, Munder Difflin, OpenCode, Codex, Claude Code and Cursor, plus two you can skip, by licence and price.</p>
+    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
+    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/cline-alternatives/" aria-label="Read: Cline Alternatives: 6 Picks and 2 Names to Skip (Oct 2026)">Read →</a>
+      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-duet-vs-munder-difflin/index.html b/docs/blog/claude-duet-vs-munder-difflin/index.html
index 4f90b9d55b..7fb7be0f1c 100644
--- a/docs/blog/claude-duet-vs-munder-difflin/index.html
+++ b/docs/blog/claude-duet-vs-munder-difflin/index.html
@@ -310,50 +310,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/cline-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/cline-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/cline-alternatives/">Cline Alternatives: 6 Picks and 2 Names to Skip (Oct 2026)</a></h3>
-    <p class="dek">Six Cline alternatives checked on 19 Oct 2026: Kilo Code, Munder Difflin, OpenCode, Codex, Claude Code and Cursor, plus two you can skip, by licence and price.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/cline-alternatives/" aria-label="Read: Cline Alternatives: 6 Picks and 2 Names to Skip (Oct 2026)">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-duet-waitlist/index.html b/docs/blog/claude-duet-waitlist/index.html
index 0b3f753ca0..84c8f66ef1 100644
--- a/docs/blog/claude-duet-waitlist/index.html
+++ b/docs/blog/claude-duet-waitlist/index.html
@@ -290,50 +290,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/litellm-1-107-0-compromise/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/litellm-1-107-0-compromise/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-21">Oct 21, 2026</time>
+      <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/litellm-1-107-0-compromise/">LiteLLM 1.107.0 Compromise: What It Steals and How to Check Your Machine</a></h3>
-    <p class="dek">LiteLLM 1.107.0 on PyPI carried a credential stealer and a backdoor on 21 Oct 2026: who was exposed, how to check without Python, and what to rotate.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/litellm-1-107-0-compromise/" aria-label="Read: LiteLLM 1.107.0 Compromise: What It Steals and How to Check Your Machine">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-squad-alternative/index.html b/docs/blog/claude-squad-alternative/index.html
index a819c3eade..9ff4dfd576 100644
--- a/docs/blog/claude-squad-alternative/index.html
+++ b/docs/blog/claude-squad-alternative/index.html
@@ -270,50 +270,50 @@ <h2 id="which-should-you-pick" tabindex="-1">Which should you pick? <a class="an
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/claude-squad-vs-munder-difflin/index.html b/docs/blog/claude-squad-vs-munder-difflin/index.html
index 996d282cf3..0afe820e69 100644
--- a/docs/blog/claude-squad-vs-munder-difflin/index.html
+++ b/docs/blog/claude-squad-vs-munder-difflin/index.html
@@ -359,50 +359,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/cline-alternatives/index.html b/docs/blog/cline-alternatives/index.html
index 165e640d72..c63f27ec5a 100644
--- a/docs/blog/cline-alternatives/index.html
+++ b/docs/blog/cline-alternatives/index.html
@@ -338,50 +338,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/cline-vs-munder-difflin/index.html b/docs/blog/cline-vs-munder-difflin/index.html
index 45e37c4c8c..15c61acfe8 100644
--- a/docs/blog/cline-vs-munder-difflin/index.html
+++ b/docs/blog/cline-vs-munder-difflin/index.html
@@ -326,50 +326,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/codex-cli-vs-claude-code/index.html b/docs/blog/codex-cli-vs-claude-code/index.html
index 65ce311f50..f7ca4faee5 100644
--- a/docs/blog/codex-cli-vs-claude-code/index.html
+++ b/docs/blog/codex-cli-vs-claude-code/index.html
@@ -407,50 +407,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/codex-max-plan-tips/index.html b/docs/blog/codex-max-plan-tips/index.html
index f5702178fd..1e66e12a3b 100644
--- a/docs/blog/codex-max-plan-tips/index.html
+++ b/docs/blog/codex-max-plan-tips/index.html
@@ -326,50 +326,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/codex-pricing/index.html b/docs/blog/codex-pricing/index.html
index c14497dba7..06dd10008d 100644
--- a/docs/blog/codex-pricing/index.html
+++ b/docs/blog/codex-pricing/index.html
@@ -440,50 +440,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/codex-vs-claude-code-usage-limits/index.html b/docs/blog/codex-vs-claude-code-usage-limits/index.html
index 4960f28cac..0eebdeef81 100644
--- a/docs/blog/codex-vs-claude-code-usage-limits/index.html
+++ b/docs/blog/codex-vs-claude-code-usage-limits/index.html
@@ -341,50 +341,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/codex-vs-cursor/index.html b/docs/blog/codex-vs-cursor/index.html
index d48fa0bf55..e3fc7b444a 100644
--- a/docs/blog/codex-vs-cursor/index.html
+++ b/docs/blog/codex-vs-cursor/index.html
@@ -347,50 +347,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/codex-vs-gemini-cli/index.html b/docs/blog/codex-vs-gemini-cli/index.html
index 6165cc5df5..0780c2376d 100644
--- a/docs/blog/codex-vs-gemini-cli/index.html
+++ b/docs/blog/codex-vs-gemini-cli/index.html
@@ -331,50 +331,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/command-center-guide/index.html b/docs/blog/command-center-guide/index.html
index 0658466c88..79d64480e7 100644
--- a/docs/blog/command-center-guide/index.html
+++ b/docs/blog/command-center-guide/index.html
@@ -327,50 +327,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/conductor-claude-code-alternative/index.html b/docs/blog/conductor-claude-code-alternative/index.html
index a8b846d999..9ff706a916 100644
--- a/docs/blog/conductor-claude-code-alternative/index.html
+++ b/docs/blog/conductor-claude-code-alternative/index.html
@@ -272,50 +272,50 @@ <h2 id="conductor-vs-an-orchestrated-hive" tabindex="-1">Conductor vs an orchest
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/connect-slack-to-munder-difflin/index.html b/docs/blog/connect-slack-to-munder-difflin/index.html
index 34dab46c1b..fdbc87ffda 100644
--- a/docs/blog/connect-slack-to-munder-difflin/index.html
+++ b/docs/blog/connect-slack-to-munder-difflin/index.html
@@ -334,50 +334,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/context-engineering-for-ai-agents/index.html b/docs/blog/context-engineering-for-ai-agents/index.html
index dbe48525e2..8212312548 100644
--- a/docs/blog/context-engineering-for-ai-agents/index.html
+++ b/docs/blog/context-engineering-for-ai-agents/index.html
@@ -364,50 +364,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/crewai-autogen-vs-a-local-agent-harness/index.html b/docs/blog/crewai-autogen-vs-a-local-agent-harness/index.html
index 002d9471d0..7d3b7d27d2 100644
--- a/docs/blog/crewai-autogen-vs-a-local-agent-harness/index.html
+++ b/docs/blog/crewai-autogen-vs-a-local-agent-harness/index.html
@@ -296,50 +296,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/crystal-claude-code-alternative/index.html b/docs/blog/crystal-claude-code-alternative/index.html
index 31eb99394e..80ecee701f 100644
--- a/docs/blog/crystal-claude-code-alternative/index.html
+++ b/docs/blog/crystal-claude-code-alternative/index.html
@@ -268,50 +268,50 @@ <h2 id="crystal-vs-a-memory-backed-hive" tabindex="-1">Crystal vs a memory-backe
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/cursor-alternatives/index.html b/docs/blog/cursor-alternatives/index.html
index fdad32cc47..d9cea533df 100644
--- a/docs/blog/cursor-alternatives/index.html
+++ b/docs/blog/cursor-alternatives/index.html
@@ -367,50 +367,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/cursor-vs-cline/index.html b/docs/blog/cursor-vs-cline/index.html
index 24f55a2eae..48ee5f223b 100644
--- a/docs/blog/cursor-vs-cline/index.html
+++ b/docs/blog/cursor-vs-cline/index.html
@@ -327,50 +327,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/debugging-multi-agent-systems/index.html b/docs/blog/debugging-multi-agent-systems/index.html
index 3895446a01..1bc28f6414 100644
--- a/docs/blog/debugging-multi-agent-systems/index.html
+++ b/docs/blog/debugging-multi-agent-systems/index.html
@@ -326,50 +326,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/does-the-june-2026-agent-sdk-change-affect-munder-difflin/index.html b/docs/blog/does-the-june-2026-agent-sdk-change-affect-munder-difflin/index.html
index 4265b98e74..ccc9bec82b 100644
--- a/docs/blog/does-the-june-2026-agent-sdk-change-affect-munder-difflin/index.html
+++ b/docs/blog/does-the-june-2026-agent-sdk-change-affect-munder-difflin/index.html
@@ -322,50 +322,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/evaluating-ai-agent-reliability/index.html b/docs/blog/evaluating-ai-agent-reliability/index.html
index 7bbce610fa..ed8d77b963 100644
--- a/docs/blog/evaluating-ai-agent-reliability/index.html
+++ b/docs/blog/evaluating-ai-agent-reliability/index.html
@@ -329,50 +329,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/feed.xml b/docs/blog/feed.xml
index 3327d72b17..1da8c2198e 100644
--- a/docs/blog/feed.xml
+++ b/docs/blog/feed.xml
@@ -4,9 +4,41 @@
   <subtitle>Guides, deep dives, and comparisons on running multi-agent Claude Code: orchestration, agent memory, automation, and the tooling landscape.</subtitle>
   <link href="https://munderdiffl.in/blog/feed.xml" rel="self" />
   <link href="https://munderdiffl.in/blog/" />
-  <updated>2026-10-22T00:00:00.000Z</updated>
+  <updated>2026-10-23T00:00:00.000Z</updated>
   <id>https://munderdiffl.in/blog/</id>
   <author><name>Chaitanya Giri</name><uri>https://munderdiffl.in</uri></author>
+  <entry>
+    <title>Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</title>
+    <link href="https://munderdiffl.in/blog/agent-tools-today-2026-10-23/" />
+    <id>https://munderdiffl.in/blog/agent-tools-today-2026-10-23/</id>
+    <published>2026-10-23T00:00:00.000Z</published>
+    <updated>2026-10-23T00:00:00.000Z</updated><category term="News" />
+    <summary>The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</summary>
+  </entry>
+  <entry>
+    <title>Open Source AI Agent Office Apps on GitHub (Oct 2026)</title>
+    <link href="https://munderdiffl.in/blog/ai-agent-office-github/" />
+    <id>https://munderdiffl.in/blog/ai-agent-office-github/</id>
+    <published>2026-10-23T00:00:00.000Z</published>
+    <updated>2026-10-23T00:00:00.000Z</updated><category term="Comparisons" />
+    <summary>Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</summary>
+  </entry>
+  <entry>
+    <title>Black October: What PHP2Shell Is and How to Patch (Oct 2026)</title>
+    <link href="https://munderdiffl.in/blog/black-october-php2shell/" />
+    <id>https://munderdiffl.in/blog/black-october-php2shell/</id>
+    <published>2026-10-23T00:00:00.000Z</published>
+    <updated>2026-10-23T00:00:00.000Z</updated><category term="News" />
+    <summary>Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</summary>
+  </entry>
+  <entry>
+    <title>Claude Duet App: iPhone, Android and Web, and How to Get It</title>
+    <link href="https://munderdiffl.in/blog/claude-duet-app/" />
+    <id>https://munderdiffl.in/blog/claude-duet-app/</id>
+    <published>2026-10-23T00:00:00.000Z</published>
+    <updated>2026-10-23T00:00:00.000Z</updated><category term="Guides" />
+    <summary>Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</summary>
+  </entry>
   <entry>
     <title>Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell</title>
     <link href="https://munderdiffl.in/blog/agent-tools-today-2026-10-22/" />
@@ -455,36 +487,4 @@
     <updated>2026-10-07T00:00:00.000Z</updated><category term="Comparisons" />
     <summary>Gemini CLI vs Claude Code, checked 7 Oct 2026: whether Gemini CLI is still free, what each costs, licence, models, features and who should pick which.</summary>
   </entry>
-  <entry>
-    <title>Hermes Agent vs OpenClaw: which self-hosted AI assistant to pick</title>
-    <link href="https://munderdiffl.in/blog/hermes-agent-vs-openclaw/" />
-    <id>https://munderdiffl.in/blog/hermes-agent-vs-openclaw/</id>
-    <published>2026-10-07T00:00:00.000Z</published>
-    <updated>2026-10-07T00:00:00.000Z</updated><category term="Comparisons" />
-    <summary>Hermes Agent vs OpenClaw, checked 7 Oct 2026: licence, latest release, install, channels, models, memory, skills, security notes and who should pick which.</summary>
-  </entry>
-  <entry>
-    <title>OpenAI Decisions API: what it is, price and limits</title>
-    <link href="https://munderdiffl.in/blog/openai-decisions-api/" />
-    <id>https://munderdiffl.in/blog/openai-decisions-api/</id>
-    <published>2026-10-07T00:00:00.000Z</published>
-    <updated>2026-10-07T00:00:00.000Z</updated><category term="Concepts" />
-    <summary>The OpenAI Decisions API is a beta endpoint that returns a probability, a pick or a score. Price, limits and how to call it, checked 7 Oct 2026.</summary>
-  </entry>
-  <entry>
-    <title>Agent Tools Today, 6 Oct 2026: OpenAI Text Watermarks, Reflection Beam, Cloudflare Web Search</title>
-    <link href="https://munderdiffl.in/blog/agent-tools-today-2026-10-06/" />
-    <id>https://munderdiffl.in/blog/agent-tools-today-2026-10-06/</id>
-    <published>2026-10-06T00:00:00.000Z</published>
-    <updated>2026-10-06T00:00:00.000Z</updated><category term="News" />
-    <summary>The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 6 Oct 2026, each with its source.</summary>
-  </entry>
-  <entry>
-    <title>Claude Cowork vs Claude Code: Which One Do You Need?</title>
-    <link href="https://munderdiffl.in/blog/claude-cowork-vs-claude-code/" />
-    <id>https://munderdiffl.in/blog/claude-cowork-vs-claude-code/</id>
-    <published>2026-10-06T00:00:00.000Z</published>
-    <updated>2026-10-06T00:00:00.000Z</updated><category term="Comparisons" />
-    <summary>Claude Cowork does office work, Claude Code writes software. What each is, where it runs, which plans include it and what it can touch, checked 6 Oct 2026.</summary>
-  </entry>
 </feed>
diff --git a/docs/blog/gemini-4-argon-pricing/index.html b/docs/blog/gemini-4-argon-pricing/index.html
index 2387a4ffc4..2fc79856a5 100644
--- a/docs/blog/gemini-4-argon-pricing/index.html
+++ b/docs/blog/gemini-4-argon-pricing/index.html
@@ -378,50 +378,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/gemini-4-argon-vs-claude-opus-5-5/index.html b/docs/blog/gemini-4-argon-vs-claude-opus-5-5/index.html
index 4e4c054cd3..1234d05731 100644
--- a/docs/blog/gemini-4-argon-vs-claude-opus-5-5/index.html
+++ b/docs/blog/gemini-4-argon-vs-claude-opus-5-5/index.html
@@ -452,50 +452,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/gemini-cli-vs-claude-code/index.html b/docs/blog/gemini-cli-vs-claude-code/index.html
index c97ad91b5b..a44d35aafa 100644
--- a/docs/blog/gemini-cli-vs-claude-code/index.html
+++ b/docs/blog/gemini-cli-vs-claude-code/index.html
@@ -335,50 +335,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/github-copilot-cli-vs-claude-code-for-hive-work/index.html b/docs/blog/github-copilot-cli-vs-claude-code-for-hive-work/index.html
index 1dcad9081e..8c2c51321b 100644
--- a/docs/blog/github-copilot-cli-vs-claude-code-for-hive-work/index.html
+++ b/docs/blog/github-copilot-cli-vs-claude-code-for-hive-work/index.html
@@ -397,50 +397,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/grok-bot-alternatives/index.html b/docs/blog/grok-bot-alternatives/index.html
index fabd5207ff..27cc7008c8 100644
--- a/docs/blog/grok-bot-alternatives/index.html
+++ b/docs/blog/grok-bot-alternatives/index.html
@@ -387,50 +387,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/grok-bot-pricing/index.html b/docs/blog/grok-bot-pricing/index.html
index 99c3cd2703..ee3533c0d6 100644
--- a/docs/blog/grok-bot-pricing/index.html
+++ b/docs/blog/grok-bot-pricing/index.html
@@ -370,50 +370,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/herdr-alternatives/index.html b/docs/blog/herdr-alternatives/index.html
index 3c61616c5c..ce043f23f0 100644
--- a/docs/blog/herdr-alternatives/index.html
+++ b/docs/blog/herdr-alternatives/index.html
@@ -286,50 +286,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/hermes-agent-alternatives/index.html b/docs/blog/hermes-agent-alternatives/index.html
index 74a7617d74..d012ce159c 100644
--- a/docs/blog/hermes-agent-alternatives/index.html
+++ b/docs/blog/hermes-agent-alternatives/index.html
@@ -357,50 +357,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/hermes-agent-vs-openclaw/index.html b/docs/blog/hermes-agent-vs-openclaw/index.html
index ef0b77bc0a..dd06ee9253 100644
--- a/docs/blog/hermes-agent-vs-openclaw/index.html
+++ b/docs/blog/hermes-agent-vs-openclaw/index.html
@@ -353,50 +353,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-ai-answer-engines-choose-sources/index.html b/docs/blog/how-ai-answer-engines-choose-sources/index.html
index b790d880b5..31577d48e0 100644
--- a/docs/blog/how-ai-answer-engines-choose-sources/index.html
+++ b/docs/blog/how-ai-answer-engines-choose-sources/index.html
@@ -322,50 +322,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-to-add-a-github-copilot-cli-agent/index.html b/docs/blog/how-to-add-a-github-copilot-cli-agent/index.html
index f36b575a9a..f546015462 100644
--- a/docs/blog/how-to-add-a-github-copilot-cli-agent/index.html
+++ b/docs/blog/how-to-add-a-github-copilot-cli-agent/index.html
@@ -302,50 +302,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-to-add-an-mcp-server-to-claude-code/index.html b/docs/blog/how-to-add-an-mcp-server-to-claude-code/index.html
index 88d475b027..fb5f29cbd2 100644
--- a/docs/blog/how-to-add-an-mcp-server-to-claude-code/index.html
+++ b/docs/blog/how-to-add-an-mcp-server-to-claude-code/index.html
@@ -457,50 +457,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-to-choose-a-multi-agent-tool/index.html b/docs/blog/how-to-choose-a-multi-agent-tool/index.html
index c5732d710d..6e2e9f7817 100644
--- a/docs/blog/how-to-choose-a-multi-agent-tool/index.html
+++ b/docs/blog/how-to-choose-a-multi-agent-tool/index.html
@@ -337,50 +337,50 @@ <h2 id="run-the-checklist" tabindex="-1">Run the checklist <a class="anchor" hre
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-to-connect-ollama-to-claude-code/index.html b/docs/blog/how-to-connect-ollama-to-claude-code/index.html
index 1c53a6a61f..06d88a6b52 100644
--- a/docs/blog/how-to-connect-ollama-to-claude-code/index.html
+++ b/docs/blog/how-to-connect-ollama-to-claude-code/index.html
@@ -298,50 +298,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-to-hire-from-the-agent-gallery/index.html b/docs/blog/how-to-hire-from-the-agent-gallery/index.html
index ca210a135d..45aa2d4331 100644
--- a/docs/blog/how-to-hire-from-the-agent-gallery/index.html
+++ b/docs/blog/how-to-hire-from-the-agent-gallery/index.html
@@ -313,50 +313,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-to-install-and-use-munder-difflin/index.html b/docs/blog/how-to-install-and-use-munder-difflin/index.html
index 1e9ddedfcb..8efabd91b2 100644
--- a/docs/blog/how-to-install-and-use-munder-difflin/index.html
+++ b/docs/blog/how-to-install-and-use-munder-difflin/index.html
@@ -495,50 +495,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-to-install-codex-cli/index.html b/docs/blog/how-to-install-codex-cli/index.html
index bd4eacfe61..54fe2ecccc 100644
--- a/docs/blog/how-to-install-codex-cli/index.html
+++ b/docs/blog/how-to-install-codex-cli/index.html
@@ -347,50 +347,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-to-install-gemini-cli/index.html b/docs/blog/how-to-install-gemini-cli/index.html
index 6787f266ff..dceacc496f 100644
--- a/docs/blog/how-to-install-gemini-cli/index.html
+++ b/docs/blog/how-to-install-gemini-cli/index.html
@@ -304,50 +304,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-to-run-multiple-claude-code-agents/index.html b/docs/blog/how-to-run-multiple-claude-code-agents/index.html
index ee4349517e..0cf523e8ea 100644
--- a/docs/blog/how-to-run-multiple-claude-code-agents/index.html
+++ b/docs/blog/how-to-run-multiple-claude-code-agents/index.html
@@ -270,50 +270,50 @@ <h2 id="next-steps" tabindex="-1">Next steps <a class="anchor" href="#next-steps
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-to-talk-to-your-orchestrator/index.html b/docs/blog/how-to-talk-to-your-orchestrator/index.html
index c2c8521976..9e769285bb 100644
--- a/docs/blog/how-to-talk-to-your-orchestrator/index.html
+++ b/docs/blog/how-to-talk-to-your-orchestrator/index.html
@@ -293,50 +293,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-to-use-claude-code-plan-mode/index.html b/docs/blog/how-to-use-claude-code-plan-mode/index.html
index 4c8aa01b3d..8bc2531a4e 100644
--- a/docs/blog/how-to-use-claude-code-plan-mode/index.html
+++ b/docs/blog/how-to-use-claude-code-plan-mode/index.html
@@ -413,50 +413,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-to-use-claude-code/index.html b/docs/blog/how-to-use-claude-code/index.html
index 9bd56f59f8..78d4496986 100644
--- a/docs/blog/how-to-use-claude-code/index.html
+++ b/docs/blog/how-to-use-claude-code/index.html
@@ -375,50 +375,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-to-use-gemini-4-argon/index.html b/docs/blog/how-to-use-gemini-4-argon/index.html
index d46e425398..026cbeea21 100644
--- a/docs/blog/how-to-use-gemini-4-argon/index.html
+++ b/docs/blog/how-to-use-gemini-4-argon/index.html
@@ -316,50 +316,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-to-use-the-built-in-monaco-ide/index.html b/docs/blog/how-to-use-the-built-in-monaco-ide/index.html
index b06dadd447..4e590dfc54 100644
--- a/docs/blog/how-to-use-the-built-in-monaco-ide/index.html
+++ b/docs/blog/how-to-use-the-built-in-monaco-ide/index.html
@@ -291,50 +291,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/human-in-the-loop-approving-ai-agents/index.html b/docs/blog/human-in-the-loop-approving-ai-agents/index.html
index 649fda9276..afdd744674 100644
--- a/docs/blog/human-in-the-loop-approving-ai-agents/index.html
+++ b/docs/blog/human-in-the-loop-approving-ai-agents/index.html
@@ -326,50 +326,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/index.html b/docs/blog/index.html
index 476d91308d..6e814b6a1f 100644
--- a/docs/blog/index.html
+++ b/docs/blog/index.html
@@ -135,20 +135,20 @@ <h1>The Munder Difflin <span class="hl">Blog.</span></h1>
   building a self-coordinating hive of agents with a GOD orchestrator you talk to.</p>
 
   <div class="filters" role="navigation" aria-label="Topics">
-    <a class="chip" aria-current="page">All<span class="ct">243</span></a>
+    <a class="chip" aria-current="page">All<span class="ct">247</span></a>
+    
+    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">57</span></a>
     
     <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">56</span></a>
     
-    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">56</span></a>
+    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">53</span></a>
     
-    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">52</span></a>
+    <a class="chip" href="/blog/topics/news/">news<span class="ct">20</span></a>
     
     <a class="chip" href="/blog/topics/internals/">internals<span class="ct">19</span></a>
     
     <a class="chip" href="/blog/topics/story/">story<span class="ct">19</span></a>
     
-    <a class="chip" href="/blog/topics/news/">news<span class="ct">18</span></a>
-    
     <a class="chip" href="/blog/topics/orchestration/">orchestration<span class="ct">9</span></a>
     
     <a class="chip" href="/blog/topics/use-cases/">use-cases<span class="ct">9</span></a>
@@ -224,6 +224,83 @@ <h3><a href="/blog/ai-agent-use-cases-our-office/">AI Agent Use Cases From a Rea
   </div>
 </article>
 
+    <article class="card t-news">
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
+    <div class="foot">
+      <span class="tag kind">News</span>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-comparisons">
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
+    <div class="foot">
+      <span class="tag kind">Comparisons</span>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-news">
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
+    <div class="foot">
+      <span class="tag kind">News</span>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
+    </div>
+  </div>
+</article>
+
+  </div>
+</section>
+
+
+
+<div class="wrap featured"><article class="card t-guides">
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
+    <div class="foot">
+      <span class="tag kind">Guides</span>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
+    </div>
+  </div>
+</article>
+
+</div>
+
+
+
+<section class="wrap">
+  <div class="post-grid">
     <article class="card t-news">
   <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
@@ -272,13 +349,7 @@ <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21
     </div>
   </div>
 </article>
-
-  </div>
-</section>
-
-
-
-<div class="wrap featured"><article class="card t-comparisons">
+<article class="card t-comparisons">
   <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
@@ -294,14 +365,7 @@ <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Age
     </div>
   </div>
 </article>
-
-</div>
-
-
-
-<section class="wrap">
-  <div class="post-grid">
-    <article class="card t-comparisons">
+<article class="card t-comparisons">
   <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
diff --git a/docs/blog/indian-open-source-ai-projects-vs-big-tech/index.html b/docs/blog/indian-open-source-ai-projects-vs-big-tech/index.html
index 25a15b51af..141e41fbaf 100644
--- a/docs/blog/indian-open-source-ai-projects-vs-big-tech/index.html
+++ b/docs/blog/indian-open-source-ai-projects-vs-big-tech/index.html
@@ -628,50 +628,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/kilo-code-vs-cline/index.html b/docs/blog/kilo-code-vs-cline/index.html
index 2429b9cd4f..d594324d2f 100644
--- a/docs/blog/kilo-code-vs-cline/index.html
+++ b/docs/blog/kilo-code-vs-cline/index.html
@@ -334,50 +334,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/litellm-1-107-0-compromise/index.html b/docs/blog/litellm-1-107-0-compromise/index.html
index 7794e7d712..864a089b05 100644
--- a/docs/blog/litellm-1-107-0-compromise/index.html
+++ b/docs/blog/litellm-1-107-0-compromise/index.html
@@ -386,50 +386,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/local-first-vs-cloud-agent-sdks/index.html b/docs/blog/local-first-vs-cloud-agent-sdks/index.html
index d830bfa88b..9366a9a0e5 100644
--- a/docs/blog/local-first-vs-cloud-agent-sdks/index.html
+++ b/docs/blog/local-first-vs-cloud-agent-sdks/index.html
@@ -368,50 +368,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/manage-multiple-claude-code-sessions/index.html b/docs/blog/manage-multiple-claude-code-sessions/index.html
index 127e08f4e7..31e9eba8a0 100644
--- a/docs/blog/manage-multiple-claude-code-sessions/index.html
+++ b/docs/blog/manage-multiple-claude-code-sessions/index.html
@@ -324,50 +324,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/mcp-and-skills-in-a-hive/index.html b/docs/blog/mcp-and-skills-in-a-hive/index.html
index c8434228c6..0fb3b8569c 100644
--- a/docs/blog/mcp-and-skills-in-a-hive/index.html
+++ b/docs/blog/mcp-and-skills-in-a-hive/index.html
@@ -339,50 +339,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/mcp-security-tool-poisoning/index.html b/docs/blog/mcp-security-tool-poisoning/index.html
index 4a407fc3bb..4d59f0224b 100644
--- a/docs/blog/mcp-security-tool-poisoning/index.html
+++ b/docs/blog/mcp-security-tool-poisoning/index.html
@@ -328,50 +328,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/meta-muse-alternatives/index.html b/docs/blog/meta-muse-alternatives/index.html
index 0568a33761..f0b9410b9f 100644
--- a/docs/blog/meta-muse-alternatives/index.html
+++ b/docs/blog/meta-muse-alternatives/index.html
@@ -345,50 +345,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/meta-muse-grok-bot-privacy/index.html b/docs/blog/meta-muse-grok-bot-privacy/index.html
index 7f660bd2e9..c407774306 100644
--- a/docs/blog/meta-muse-grok-bot-privacy/index.html
+++ b/docs/blog/meta-muse-grok-bot-privacy/index.html
@@ -332,50 +332,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/meta-muse-vs-grok-bot/index.html b/docs/blog/meta-muse-vs-grok-bot/index.html
index 2d75c47b4c..d6d95e9fea 100644
--- a/docs/blog/meta-muse-vs-grok-bot/index.html
+++ b/docs/blog/meta-muse-vs-grok-bot/index.html
@@ -336,50 +336,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/munder-difflin-v0-2-4-feature-walkthrough/index.html b/docs/blog/munder-difflin-v0-2-4-feature-walkthrough/index.html
index 5e89de9e1c..395762a624 100644
--- a/docs/blog/munder-difflin-v0-2-4-feature-walkthrough/index.html
+++ b/docs/blog/munder-difflin-v0-2-4-feature-walkthrough/index.html
@@ -304,50 +304,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/munder-difflin-vs-chatgpt-dots/index.html b/docs/blog/munder-difflin-vs-chatgpt-dots/index.html
index 7c83c2e77c..ef861b0039 100644
--- a/docs/blog/munder-difflin-vs-chatgpt-dots/index.html
+++ b/docs/blog/munder-difflin-vs-chatgpt-dots/index.html
@@ -358,50 +358,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/muse-code-vs-claude-code/index.html b/docs/blog/muse-code-vs-claude-code/index.html
index c45d278888..0a91b8cf83 100644
--- a/docs/blog/muse-code-vs-claude-code/index.html
+++ b/docs/blog/muse-code-vs-claude-code/index.html
@@ -331,50 +331,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/omniagent-alternatives/index.html b/docs/blog/omniagent-alternatives/index.html
index a38f864bef..5c36838410 100644
--- a/docs/blog/omniagent-alternatives/index.html
+++ b/docs/blog/omniagent-alternatives/index.html
@@ -307,50 +307,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/open-source-ai-agents/index.html b/docs/blog/open-source-ai-agents/index.html
index e2b7a4d617..b929a7a4d9 100644
--- a/docs/blog/open-source-ai-agents/index.html
+++ b/docs/blog/open-source-ai-agents/index.html
@@ -303,7 +303,7 @@ <h2 id="which-open-source-ai-agent-can-i-self-host" tabindex="-1">Which open sou
 <h2 id="why-do-other-open-source-ai-agent-lists-look-different" tabindex="-1">Why do other open source AI agent lists look different? <a class="anchor" href="#why-do-other-open-source-ai-agent-lists-look-different" aria-hidden="true">#</a></h2>
 <p>Most top results list frameworks, and some have aged. As of 1 Oct 2026, Modal’s page from September 2024 still leads with Devika and smol developer. AIMultiple, updated 16 Aug 2026, skips OpenClaw and Hermes Agent. Eesel’s list, edited 8 Sep 2026, is mostly frameworks and builders, including Flowise, which that page says was archived in August 2026.</p>
 <h2 id="which-open-source-ai-agent-should-you-pick" tabindex="-1">Which open source AI agent should you pick? <a class="anchor" href="#which-open-source-ai-agent-should-you-pick" aria-hidden="true">#</a></h2>
-<p>Match the agent to the job.</p>
+<p>Match the agent to the job. For agent teams, see <a href="/blog/ai-agent-office-github/">agent office apps on GitHub</a>.</p>
 <ul>
 <li>Pick <strong>OpenClaw</strong> if you want one assistant in your chat apps.</li>
 <li>Pick <strong>Munder Difflin</strong> if you want several named agents with roles, each on the CLI you already use.</li>
@@ -374,50 +374,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/openclaw-alternatives/index.html b/docs/blog/openclaw-alternatives/index.html
index 23e488d1a4..e12f51e04a 100644
--- a/docs/blog/openclaw-alternatives/index.html
+++ b/docs/blog/openclaw-alternatives/index.html
@@ -359,50 +359,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/opencode-alternatives/index.html b/docs/blog/opencode-alternatives/index.html
index e9664a7ff4..2f205bc1dc 100644
--- a/docs/blog/opencode-alternatives/index.html
+++ b/docs/blog/opencode-alternatives/index.html
@@ -359,50 +359,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/opencode-vs-claude-code/index.html b/docs/blog/opencode-vs-claude-code/index.html
index d4c5a04fe4..fcfca07904 100644
--- a/docs/blog/opencode-vs-claude-code/index.html
+++ b/docs/blog/opencode-vs-claude-code/index.html
@@ -341,50 +341,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/orca-vs-munder-difflin/index.html b/docs/blog/orca-vs-munder-difflin/index.html
index c036c45f3b..5c8b02e8f5 100644
--- a/docs/blog/orca-vs-munder-difflin/index.html
+++ b/docs/blog/orca-vs-munder-difflin/index.html
@@ -346,50 +346,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/prompt-caching-for-ai-agents/index.html b/docs/blog/prompt-caching-for-ai-agents/index.html
index 84f531aba2..fe1ed2ba91 100644
--- a/docs/blog/prompt-caching-for-ai-agents/index.html
+++ b/docs/blog/prompt-caching-for-ai-agents/index.html
@@ -358,50 +358,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/qm-vs-munder-difflin/index.html b/docs/blog/qm-vs-munder-difflin/index.html
index 7c8829f5f6..5cd2878476 100644
--- a/docs/blog/qm-vs-munder-difflin/index.html
+++ b/docs/blog/qm-vs-munder-difflin/index.html
@@ -357,50 +357,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/run-a-mixed-engine-office/index.html b/docs/blog/run-a-mixed-engine-office/index.html
index 56dd410171..89c3c80924 100644
--- a/docs/blog/run-a-mixed-engine-office/index.html
+++ b/docs/blog/run-a-mixed-engine-office/index.html
@@ -286,50 +286,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/run-ai-agent-hive-from-slack-setup/index.html b/docs/blog/run-ai-agent-hive-from-slack-setup/index.html
index dd53aa6b70..eff5e421e7 100644
--- a/docs/blog/run-ai-agent-hive-from-slack-setup/index.html
+++ b/docs/blog/run-ai-agent-hive-from-slack-setup/index.html
@@ -385,50 +385,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/run-munder-difflin-on-a-mac-mini/index.html b/docs/blog/run-munder-difflin-on-a-mac-mini/index.html
index f45dc14a9f..892cde3399 100644
--- a/docs/blog/run-munder-difflin-on-a-mac-mini/index.html
+++ b/docs/blog/run-munder-difflin-on-a-mac-mini/index.html
@@ -419,50 +419,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/run-munder-difflin-on-open-models/index.html b/docs/blog/run-munder-difflin-on-open-models/index.html
index 55ebf7c474..7defedf6ac 100644
--- a/docs/blog/run-munder-difflin-on-open-models/index.html
+++ b/docs/blog/run-munder-difflin-on-open-models/index.html
@@ -535,50 +535,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/security-for-ai-coding-agents/index.html b/docs/blog/security-for-ai-coding-agents/index.html
index dc151f9142..b101ad5c75 100644
--- a/docs/blog/security-for-ai-coding-agents/index.html
+++ b/docs/blog/security-for-ai-coding-agents/index.html
@@ -323,50 +323,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/small-team-ai-agents-playbook/index.html b/docs/blog/small-team-ai-agents-playbook/index.html
index 1717df2c3c..6bd35a7386 100644
--- a/docs/blog/small-team-ai-agents-playbook/index.html
+++ b/docs/blog/small-team-ai-agents-playbook/index.html
@@ -328,50 +328,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/tags/ai-agents/index.html b/docs/blog/tags/ai-agents/index.html
index eac2025edb..a617120829 100644
--- a/docs/blog/tags/ai-agents/index.html
+++ b/docs/blog/tags/ai-agents/index.html
@@ -105,11 +105,43 @@
 <header class="page-head wrap">
   <p class="eyebrow">Tag</p>
   <h1>#AI Agents</h1>
-  <p class="lead">39 posts tagged <strong>AI Agents</strong>.</p>
+  <p class="lead">41 posts tagged <strong>AI Agents</strong>.</p>
 </header>
 <section class="wrap">
   <div class="post-grid">
-    <article class="card t-guides">
+    <article class="card t-comparisons">
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
+    <div class="foot">
+      <span class="tag kind">Comparisons</span>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-guides">
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
+    <div class="foot">
+      <span class="tag kind">Guides</span>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-guides">
   <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
diff --git a/docs/blog/tags/claude-code/index.html b/docs/blog/tags/claude-code/index.html
index 5dfd6e7bfa..ded6f11e12 100644
--- a/docs/blog/tags/claude-code/index.html
+++ b/docs/blog/tags/claude-code/index.html
@@ -105,11 +105,27 @@
 <header class="page-head wrap">
   <p class="eyebrow">Tag</p>
   <h1>#Claude Code</h1>
-  <p class="lead">99 posts tagged <strong>Claude Code</strong>.</p>
+  <p class="lead">100 posts tagged <strong>Claude Code</strong>.</p>
 </header>
 <section class="wrap">
   <div class="post-grid">
     <article class="card t-news">
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
+    <div class="foot">
+      <span class="tag kind">News</span>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-news">
   <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
diff --git a/docs/blog/tags/comparisons/index.html b/docs/blog/tags/comparisons/index.html
index 766dc19337..496e63f133 100644
--- a/docs/blog/tags/comparisons/index.html
+++ b/docs/blog/tags/comparisons/index.html
@@ -105,11 +105,27 @@
 <header class="page-head wrap">
   <p class="eyebrow">Tag</p>
   <h1>#Comparisons</h1>
-  <p class="lead">52 posts tagged <strong>Comparisons</strong>.</p>
+  <p class="lead">53 posts tagged <strong>Comparisons</strong>.</p>
 </header>
 <section class="wrap">
   <div class="post-grid">
     <article class="card t-comparisons">
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
+    <div class="foot">
+      <span class="tag kind">Comparisons</span>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-comparisons">
   <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
diff --git a/docs/blog/tags/daily-brief/index.html b/docs/blog/tags/daily-brief/index.html
index 951b3670cc..a9ca129b12 100644
--- a/docs/blog/tags/daily-brief/index.html
+++ b/docs/blog/tags/daily-brief/index.html
@@ -105,11 +105,27 @@
 <header class="page-head wrap">
   <p class="eyebrow">Tag</p>
   <h1>#Daily Brief</h1>
-  <p class="lead">18 posts tagged <strong>Daily Brief</strong>.</p>
+  <p class="lead">19 posts tagged <strong>Daily Brief</strong>.</p>
 </header>
 <section class="wrap">
   <div class="post-grid">
     <article class="card t-news">
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
+    <div class="foot">
+      <span class="tag kind">News</span>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-news">
   <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
diff --git a/docs/blog/tags/guides/index.html b/docs/blog/tags/guides/index.html
index b10858d205..e5246347c1 100644
--- a/docs/blog/tags/guides/index.html
+++ b/docs/blog/tags/guides/index.html
@@ -105,11 +105,27 @@
 <header class="page-head wrap">
   <p class="eyebrow">Tag</p>
   <h1>#Guides</h1>
-  <p class="lead">45 posts tagged <strong>Guides</strong>.</p>
+  <p class="lead">46 posts tagged <strong>Guides</strong>.</p>
 </header>
 <section class="wrap">
   <div class="post-grid">
     <article class="card t-guides">
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
+    <div class="foot">
+      <span class="tag kind">Guides</span>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-guides">
   <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
diff --git a/docs/blog/tags/mcp/index.html b/docs/blog/tags/mcp/index.html
index 193b7ed05e..2534b4039f 100644
--- a/docs/blog/tags/mcp/index.html
+++ b/docs/blog/tags/mcp/index.html
@@ -105,11 +105,27 @@
 <header class="page-head wrap">
   <p class="eyebrow">Tag</p>
   <h1>#MCP</h1>
-  <p class="lead">14 posts tagged <strong>MCP</strong>.</p>
+  <p class="lead">15 posts tagged <strong>MCP</strong>.</p>
 </header>
 <section class="wrap">
   <div class="post-grid">
     <article class="card t-news">
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
+    <div class="foot">
+      <span class="tag kind">News</span>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-news">
   <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
diff --git a/docs/blog/tags/open-source/index.html b/docs/blog/tags/open-source/index.html
index a9c4896bec..2158c9b190 100644
--- a/docs/blog/tags/open-source/index.html
+++ b/docs/blog/tags/open-source/index.html
@@ -105,11 +105,59 @@
 <header class="page-head wrap">
   <p class="eyebrow">Tag</p>
   <h1>#Open Source</h1>
-  <p class="lead">82 posts tagged <strong>Open Source</strong>.</p>
+  <p class="lead">85 posts tagged <strong>Open Source</strong>.</p>
 </header>
 <section class="wrap">
   <div class="post-grid">
     <article class="card t-news">
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
+    <div class="foot">
+      <span class="tag kind">News</span>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-comparisons">
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
+    <div class="foot">
+      <span class="tag kind">Comparisons</span>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-news">
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
+    <div class="foot">
+      <span class="tag kind">News</span>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-news">
   <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
diff --git a/docs/blog/tags/security/index.html b/docs/blog/tags/security/index.html
index 9e6c4a6a3a..d17ff743ed 100644
--- a/docs/blog/tags/security/index.html
+++ b/docs/blog/tags/security/index.html
@@ -105,11 +105,27 @@
 <header class="page-head wrap">
   <p class="eyebrow">Tag</p>
   <h1>#Security</h1>
-  <p class="lead">14 posts tagged <strong>Security</strong>.</p>
+  <p class="lead">15 posts tagged <strong>Security</strong>.</p>
 </header>
 <section class="wrap">
   <div class="post-grid">
-    <article class="card t-guides">
+    <article class="card t-news">
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
+    <div class="foot">
+      <span class="tag kind">News</span>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-guides">
   <a class="thumb t-guides" href="/blog/litellm-1-107-0-compromise/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/litellm-1-107-0-compromise/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
diff --git a/docs/blog/the-lethal-trifecta-for-coding-agents/index.html b/docs/blog/the-lethal-trifecta-for-coding-agents/index.html
index e296af92f4..76a4fb6eb9 100644
--- a/docs/blog/the-lethal-trifecta-for-coding-agents/index.html
+++ b/docs/blog/the-lethal-trifecta-for-coding-agents/index.html
@@ -346,50 +346,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/the-multi-agent-cost-playbook/index.html b/docs/blog/the-multi-agent-cost-playbook/index.html
index 0932689aca..fd3f062de8 100644
--- a/docs/blog/the-multi-agent-cost-playbook/index.html
+++ b/docs/blog/the-multi-agent-cost-playbook/index.html
@@ -328,50 +328,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/tmux-and-scripts-vs-an-agent-harness/index.html b/docs/blog/tmux-and-scripts-vs-an-agent-harness/index.html
index 1401788162..b3be82cdb5 100644
--- a/docs/blog/tmux-and-scripts-vs-an-agent-harness/index.html
+++ b/docs/blog/tmux-and-scripts-vs-an-agent-harness/index.html
@@ -283,50 +283,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/topics/comparisons/index.html b/docs/blog/topics/comparisons/index.html
index 706a9d0bd7..fa2b2cf0e8 100644
--- a/docs/blog/topics/comparisons/index.html
+++ b/docs/blog/topics/comparisons/index.html
@@ -114,18 +114,18 @@ <h1>comparisons</h1><p class="lead">Honest side-by-sides with the other ways to
   <div class="filters" role="navigation" aria-label="Topics">
     <a class="chip" href="/blog/">All</a>
     
+    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">57</span></a>
+    
     <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">56</span></a>
     
-    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">56</span></a>
+    <a class="chip" href="/blog/topics/comparisons/" aria-current="page">comparisons<span class="ct">53</span></a>
     
-    <a class="chip" href="/blog/topics/comparisons/" aria-current="page">comparisons<span class="ct">52</span></a>
+    <a class="chip" href="/blog/topics/news/">news<span class="ct">20</span></a>
     
     <a class="chip" href="/blog/topics/internals/">internals<span class="ct">19</span></a>
     
     <a class="chip" href="/blog/topics/story/">story<span class="ct">19</span></a>
     
-    <a class="chip" href="/blog/topics/news/">news<span class="ct">18</span></a>
-    
     <a class="chip" href="/blog/topics/orchestration/">orchestration<span class="ct">9</span></a>
     
     <a class="chip" href="/blog/topics/use-cases/">use-cases<span class="ct">9</span></a>
@@ -185,6 +185,22 @@ <h3><a href="/blog/omniagent-alternatives/">OmniAgent Alternatives: What to Use
     </div>
   </div>
 </article>
+<article class="card t-comparisons">
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
+    <div class="foot">
+      <span class="tag kind">Comparisons</span>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
+    </div>
+  </div>
+</article>
 <article class="card t-comparisons">
   <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
diff --git a/docs/blog/topics/concepts/index.html b/docs/blog/topics/concepts/index.html
index d920c95f8c..80ab479101 100644
--- a/docs/blog/topics/concepts/index.html
+++ b/docs/blog/topics/concepts/index.html
@@ -114,18 +114,18 @@ <h1>concepts</h1><p class="lead">The ideas underneath the product — harnesses,
   <div class="filters" role="navigation" aria-label="Topics">
     <a class="chip" href="/blog/">All</a>
     
+    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">57</span></a>
+    
     <a class="chip" href="/blog/topics/concepts/" aria-current="page">concepts<span class="ct">56</span></a>
     
-    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">56</span></a>
+    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">53</span></a>
     
-    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">52</span></a>
+    <a class="chip" href="/blog/topics/news/">news<span class="ct">20</span></a>
     
     <a class="chip" href="/blog/topics/internals/">internals<span class="ct">19</span></a>
     
     <a class="chip" href="/blog/topics/story/">story<span class="ct">19</span></a>
     
-    <a class="chip" href="/blog/topics/news/">news<span class="ct">18</span></a>
-    
     <a class="chip" href="/blog/topics/orchestration/">orchestration<span class="ct">9</span></a>
     
     <a class="chip" href="/blog/topics/use-cases/">use-cases<span class="ct">9</span></a>
diff --git a/docs/blog/topics/guides/index.html b/docs/blog/topics/guides/index.html
index 9b278f8c30..bdcb428de2 100644
--- a/docs/blog/topics/guides/index.html
+++ b/docs/blog/topics/guides/index.html
@@ -114,18 +114,18 @@ <h1>guides</h1><p class="lead">Step-by-step walkthroughs you can follow today 
   <div class="filters" role="navigation" aria-label="Topics">
     <a class="chip" href="/blog/">All</a>
     
+    <a class="chip" href="/blog/topics/guides/" aria-current="page">guides<span class="ct">57</span></a>
+    
     <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">56</span></a>
     
-    <a class="chip" href="/blog/topics/guides/" aria-current="page">guides<span class="ct">56</span></a>
+    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">53</span></a>
     
-    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">52</span></a>
+    <a class="chip" href="/blog/topics/news/">news<span class="ct">20</span></a>
     
     <a class="chip" href="/blog/topics/internals/">internals<span class="ct">19</span></a>
     
     <a class="chip" href="/blog/topics/story/">story<span class="ct">19</span></a>
     
-    <a class="chip" href="/blog/topics/news/">news<span class="ct">18</span></a>
-    
     <a class="chip" href="/blog/topics/orchestration/">orchestration<span class="ct">9</span></a>
     
     <a class="chip" href="/blog/topics/use-cases/">use-cases<span class="ct">9</span></a>
@@ -217,6 +217,22 @@ <h3><a href="/blog/codex-max-plan-tips/">Codex Max Plan? What ChatGPT Pro Gives
     </div>
   </div>
 </article>
+<article class="card t-guides">
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
+    <div class="foot">
+      <span class="tag kind">Guides</span>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
+    </div>
+  </div>
+</article>
 <article class="card t-guides">
   <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
diff --git a/docs/blog/topics/index.html b/docs/blog/topics/index.html
index 02a54631c3..323849f6a6 100644
--- a/docs/blog/topics/index.html
+++ b/docs/blog/topics/index.html
@@ -113,19 +113,19 @@ <h1>Topics</h1>
 <section class="wrap">
   <div class="post-grid">
     
-    <a class="card" href="/blog/topics/concepts/" style="text-decoration:none">
-      <span class="thumb t-concepts" aria-hidden="true"><img src="/blog/assets/media/topics/concepts.png" alt="" width="960" height="540" loading="lazy" decoding="async" /></span>
+    <a class="card" href="/blog/topics/guides/" style="text-decoration:none">
+      <span class="thumb t-guides" aria-hidden="true"><img src="/blog/assets/media/topics/guides.png" alt="" width="960" height="540" loading="lazy" decoding="async" /></span>
       <div class="body">
-        <h3 style="color:var(--ink)">concepts</h3>
-        <p class="dek">56 posts.</p>
+        <h3 style="color:var(--ink)">guides</h3>
+        <p class="dek">57 posts.</p>
         <div class="foot"><span class="more">View topic →</span></div>
       </div>
     </a>
     
-    <a class="card" href="/blog/topics/guides/" style="text-decoration:none">
-      <span class="thumb t-guides" aria-hidden="true"><img src="/blog/assets/media/topics/guides.png" alt="" width="960" height="540" loading="lazy" decoding="async" /></span>
+    <a class="card" href="/blog/topics/concepts/" style="text-decoration:none">
+      <span class="thumb t-concepts" aria-hidden="true"><img src="/blog/assets/media/topics/concepts.png" alt="" width="960" height="540" loading="lazy" decoding="async" /></span>
       <div class="body">
-        <h3 style="color:var(--ink)">guides</h3>
+        <h3 style="color:var(--ink)">concepts</h3>
         <p class="dek">56 posts.</p>
         <div class="foot"><span class="more">View topic →</span></div>
       </div>
@@ -135,7 +135,16 @@ <h3 style="color:var(--ink)">guides</h3>
       <span class="thumb t-comparisons" aria-hidden="true"><img src="/blog/assets/media/topics/comparisons.png" alt="" width="960" height="540" loading="lazy" decoding="async" /></span>
       <div class="body">
         <h3 style="color:var(--ink)">comparisons</h3>
-        <p class="dek">52 posts.</p>
+        <p class="dek">53 posts.</p>
+        <div class="foot"><span class="more">View topic →</span></div>
+      </div>
+    </a>
+    
+    <a class="card" href="/blog/topics/news/" style="text-decoration:none">
+      <span class="thumb t-news" aria-hidden="true"><img src="/blog/assets/media/topics/news.png" alt="" width="960" height="540" loading="lazy" decoding="async" /></span>
+      <div class="body">
+        <h3 style="color:var(--ink)">news</h3>
+        <p class="dek">20 posts.</p>
         <div class="foot"><span class="more">View topic →</span></div>
       </div>
     </a>
@@ -158,15 +167,6 @@ <h3 style="color:var(--ink)">story</h3>
       </div>
     </a>
     
-    <a class="card" href="/blog/topics/news/" style="text-decoration:none">
-      <span class="thumb t-news" aria-hidden="true"><img src="/blog/assets/media/topics/news.png" alt="" width="960" height="540" loading="lazy" decoding="async" /></span>
-      <div class="body">
-        <h3 style="color:var(--ink)">news</h3>
-        <p class="dek">18 posts.</p>
-        <div class="foot"><span class="more">View topic →</span></div>
-      </div>
-    </a>
-    
     <a class="card" href="/blog/topics/orchestration/" style="text-decoration:none">
       <span class="thumb t-orchestration" aria-hidden="true"><img src="/blog/assets/media/topics/orchestration.png" alt="" width="960" height="540" loading="lazy" decoding="async" /></span>
       <div class="body">
@@ -200,19 +200,19 @@ <h3 style="color:var(--ink)">memory</h3>
   <div class="filters" style="padding-top:36px">
     <span class="eyebrow" style="align-self:center">Tags</span>
     
-    <a class="chip" href="/blog/tags/claude-code/">Claude Code<span class="ct">99</span></a>
+    <a class="chip" href="/blog/tags/claude-code/">Claude Code<span class="ct">100</span></a>
     
     <a class="chip" href="/blog/tags/multi-agent/">Multi-Agent<span class="ct">90</span></a>
     
-    <a class="chip" href="/blog/tags/open-source/">Open Source<span class="ct">82</span></a>
+    <a class="chip" href="/blog/tags/open-source/">Open Source<span class="ct">85</span></a>
     
     <a class="chip" href="/blog/tags/concepts/">Concepts<span class="ct">53</span></a>
     
-    <a class="chip" href="/blog/tags/comparisons/">Comparisons<span class="ct">52</span></a>
+    <a class="chip" href="/blog/tags/comparisons/">Comparisons<span class="ct">53</span></a>
     
-    <a class="chip" href="/blog/tags/guides/">Guides<span class="ct">45</span></a>
+    <a class="chip" href="/blog/tags/guides/">Guides<span class="ct">46</span></a>
     
-    <a class="chip" href="/blog/tags/ai-agents/">AI Agents<span class="ct">39</span></a>
+    <a class="chip" href="/blog/tags/ai-agents/">AI Agents<span class="ct">41</span></a>
     
     <a class="chip" href="/blog/tags/internals/">Internals<span class="ct">26</span></a>
     
@@ -232,17 +232,17 @@ <h3 style="color:var(--ink)">memory</h3>
     
     <a class="chip" href="/blog/tags/engines/">Engines<span class="ct">19</span></a>
     
-    <a class="chip" href="/blog/tags/daily-brief/">Daily Brief<span class="ct">18</span></a>
+    <a class="chip" href="/blog/tags/daily-brief/">Daily Brief<span class="ct">19</span></a>
     
     <a class="chip" href="/blog/tags/automation/">Automation<span class="ct">17</span></a>
     
     <a class="chip" href="/blog/tags/release/">Release<span class="ct">16</span></a>
     
-    <a class="chip" href="/blog/tags/mcp/">MCP<span class="ct">14</span></a>
+    <a class="chip" href="/blog/tags/mcp/">MCP<span class="ct">15</span></a>
     
-    <a class="chip" href="/blog/tags/skills/">Skills<span class="ct">14</span></a>
+    <a class="chip" href="/blog/tags/security/">Security<span class="ct">15</span></a>
     
-    <a class="chip" href="/blog/tags/security/">Security<span class="ct">14</span></a>
+    <a class="chip" href="/blog/tags/skills/">Skills<span class="ct">14</span></a>
     
     <a class="chip" href="/blog/tags/tools/">Tools<span class="ct">12</span></a>
     
diff --git a/docs/blog/topics/internals/index.html b/docs/blog/topics/internals/index.html
index 1d1caeedae..4301d2ca22 100644
--- a/docs/blog/topics/internals/index.html
+++ b/docs/blog/topics/internals/index.html
@@ -114,18 +114,18 @@ <h1>internals</h1><p class="lead">How the machine actually works: postmortems, a
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     <a class="chip" href="/blog/">All</a>
     
+    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">57</span></a>
+    
     <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">56</span></a>
     
-    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">56</span></a>
+    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">53</span></a>
     
-    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">52</span></a>
+    <a class="chip" href="/blog/topics/news/">news<span class="ct">20</span></a>
     
     <a class="chip" href="/blog/topics/internals/" aria-current="page">internals<span class="ct">19</span></a>
     
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-    <a class="chip" href="/blog/topics/news/">news<span class="ct">18</span></a>
-    
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diff --git a/docs/blog/topics/memory/index.html b/docs/blog/topics/memory/index.html
index a5cf76d6ae..4cb09107a5 100644
--- a/docs/blog/topics/memory/index.html
+++ b/docs/blog/topics/memory/index.html
@@ -114,18 +114,18 @@ <h1>memory</h1><p class="lead">How agents remember across sessions — and how a
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+    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">57</span></a>
+    
     <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">56</span></a>
     
-    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">56</span></a>
+    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">53</span></a>
     
-    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">52</span></a>
+    <a class="chip" href="/blog/topics/news/">news<span class="ct">20</span></a>
     
     <a class="chip" href="/blog/topics/internals/">internals<span class="ct">19</span></a>
     
     <a class="chip" href="/blog/topics/story/">story<span class="ct">19</span></a>
     
-    <a class="chip" href="/blog/topics/news/">news<span class="ct">18</span></a>
-    
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diff --git a/docs/blog/topics/news/index.html b/docs/blog/topics/news/index.html
index 47c9f05f9a..0b5f43d37f 100644
--- a/docs/blog/topics/news/index.html
+++ b/docs/blog/topics/news/index.html
@@ -114,18 +114,18 @@ <h1>news</h1><p class="lead">Agent Tools Today: a daily brief of the top five la
   <div class="filters" role="navigation" aria-label="Topics">
     <a class="chip" href="/blog/">All</a>
     
+    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">57</span></a>
+    
     <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">56</span></a>
     
-    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">56</span></a>
+    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">53</span></a>
     
-    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">52</span></a>
+    <a class="chip" href="/blog/topics/news/" aria-current="page">news<span class="ct">20</span></a>
     
     <a class="chip" href="/blog/topics/internals/">internals<span class="ct">19</span></a>
     
     <a class="chip" href="/blog/topics/story/">story<span class="ct">19</span></a>
     
-    <a class="chip" href="/blog/topics/news/" aria-current="page">news<span class="ct">18</span></a>
-    
     <a class="chip" href="/blog/topics/orchestration/">orchestration<span class="ct">9</span></a>
     
     <a class="chip" href="/blog/topics/use-cases/">use-cases<span class="ct">9</span></a>
@@ -138,6 +138,38 @@ <h1>news</h1><p class="lead">Agent Tools Today: a daily brief of the top five la
 <section class="wrap">
   <div class="post-grid">
     <article class="card t-news">
+  <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-23/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/agent-tools-today-2026-10-23/">Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell</a></h3>
+    <p class="dek">The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.</p>
+    <div class="foot">
+      <span class="tag kind">News</span>
+      <a class="more" href="/blog/agent-tools-today-2026-10-23/" aria-label="Read: Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-news">
+  <a class="thumb t-news" href="/blog/black-october-php2shell/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/black-october-php2shell/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-23">Oct 23, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/black-october-php2shell/">Black October: What PHP2Shell Is and How to Patch (Oct 2026)</a></h3>
+    <p class="dek">Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.</p>
+    <div class="foot">
+      <span class="tag kind">News</span>
+      <a class="more" href="/blog/black-october-php2shell/" aria-label="Read: Black October: What PHP2Shell Is and How to Patch (Oct 2026)">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-news">
   <a class="thumb t-news" href="/blog/agent-tools-today-2026-10-22/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/agent-tools-today/hero.png" alt="" loading="lazy" decoding="async" /></a>
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diff --git a/docs/blog/topics/orchestration/index.html b/docs/blog/topics/orchestration/index.html
index 822ae5a1cc..2bdf589386 100644
--- a/docs/blog/topics/orchestration/index.html
+++ b/docs/blog/topics/orchestration/index.html
@@ -114,18 +114,18 @@ <h1>orchestration</h1><p class="lead">Patterns for making one boss agent run a f
   <div class="filters" role="navigation" aria-label="Topics">
     <a class="chip" href="/blog/">All</a>
     
+    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">57</span></a>
+    
     <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">56</span></a>
     
-    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">56</span></a>
+    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">53</span></a>
     
-    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">52</span></a>
+    <a class="chip" href="/blog/topics/news/">news<span class="ct">20</span></a>
     
     <a class="chip" href="/blog/topics/internals/">internals<span class="ct">19</span></a>
     
     <a class="chip" href="/blog/topics/story/">story<span class="ct">19</span></a>
     
-    <a class="chip" href="/blog/topics/news/">news<span class="ct">18</span></a>
-    
     <a class="chip" href="/blog/topics/orchestration/" aria-current="page">orchestration<span class="ct">9</span></a>
     
     <a class="chip" href="/blog/topics/use-cases/">use-cases<span class="ct">9</span></a>
diff --git a/docs/blog/topics/story/index.html b/docs/blog/topics/story/index.html
index e2b44f1fc3..8f4f41c1c2 100644
--- a/docs/blog/topics/story/index.html
+++ b/docs/blog/topics/story/index.html
@@ -114,18 +114,18 @@ <h1>story</h1><p class="lead">Launches, releases, and the occasional confession
   <div class="filters" role="navigation" aria-label="Topics">
     <a class="chip" href="/blog/">All</a>
     
+    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">57</span></a>
+    
     <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">56</span></a>
     
-    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">56</span></a>
+    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">53</span></a>
     
-    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">52</span></a>
+    <a class="chip" href="/blog/topics/news/">news<span class="ct">20</span></a>
     
     <a class="chip" href="/blog/topics/internals/">internals<span class="ct">19</span></a>
     
     <a class="chip" href="/blog/topics/story/" aria-current="page">story<span class="ct">19</span></a>
     
-    <a class="chip" href="/blog/topics/news/">news<span class="ct">18</span></a>
-    
     <a class="chip" href="/blog/topics/orchestration/">orchestration<span class="ct">9</span></a>
     
     <a class="chip" href="/blog/topics/use-cases/">use-cases<span class="ct">9</span></a>
diff --git a/docs/blog/topics/use-cases/index.html b/docs/blog/topics/use-cases/index.html
index 5bfb532590..a5b7fc80d2 100644
--- a/docs/blog/topics/use-cases/index.html
+++ b/docs/blog/topics/use-cases/index.html
@@ -114,18 +114,18 @@ <h1>use-cases</h1><p class="lead">Real workflows the hive actually runs — writ
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+    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">57</span></a>
+    
     <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">56</span></a>
     
-    <a class="chip" href="/blog/topics/guides/">guides<span class="ct">56</span></a>
+    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">53</span></a>
     
-    <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">52</span></a>
+    <a class="chip" href="/blog/topics/news/">news<span class="ct">20</span></a>
     
     <a class="chip" href="/blog/topics/internals/">internals<span class="ct">19</span></a>
     
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-    <a class="chip" href="/blog/topics/news/">news<span class="ct">18</span></a>
-    
     <a class="chip" href="/blog/topics/orchestration/">orchestration<span class="ct">9</span></a>
     
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diff --git a/docs/blog/trigger-ai-agents-from-github-webhook/index.html b/docs/blog/trigger-ai-agents-from-github-webhook/index.html
index 7eb6069094..7cf2777ed9 100644
--- a/docs/blog/trigger-ai-agents-from-github-webhook/index.html
+++ b/docs/blog/trigger-ai-agents-from-github-webhook/index.html
@@ -376,50 +376,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/trigger-ai-agents-from-slack/index.html b/docs/blog/trigger-ai-agents-from-slack/index.html
index ab1cfe0eca..14058a4d77 100644
--- a/docs/blog/trigger-ai-agents-from-slack/index.html
+++ b/docs/blog/trigger-ai-agents-from-slack/index.html
@@ -324,50 +324,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/vibe-kanban-alternative/index.html b/docs/blog/vibe-kanban-alternative/index.html
index eaabc945d2..1953d3c7b6 100644
--- a/docs/blog/vibe-kanban-alternative/index.html
+++ b/docs/blog/vibe-kanban-alternative/index.html
@@ -273,50 +273,50 @@ <h2 id="board-or-hive-how-to-choose" tabindex="-1">Board or hive? How to choose
       <h2>Related in Comparisons</h2>
       <div class="post-grid">
         <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/ai-agent-office-github/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/ai-agent-office-github/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
-    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
+    <h3><a href="/blog/ai-agent-office-github/">Open Source AI Agent Office Apps on GitHub (Oct 2026)</a></h3>
+    <p class="dek">Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
+      <a class="more" href="/blog/ai-agent-office-github/" aria-label="Read: Open Source AI Agent Office Apps on GitHub (Oct 2026)">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
-    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
+    <h3><a href="/blog/claude-duet-alternatives/">Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist</a></h3>
+    <p class="dek">Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor&#39;s cloud or hardware you control.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
+      <a class="more" href="/blog/claude-duet-alternatives/" aria-label="Read: Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-comparisons">
-  <a class="thumb t-comparisons" href="/blog/claude-duet-vs-munder-difflin/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-vs-munder-difflin/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-comparisons" href="/blog/claude-duet-for-developers/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-for-developers/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-vs-munder-difflin/">Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer</a></h3>
-    <p class="dek">Claude Duet is one proactive agent in Anthropic&#39;s cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.</p>
+    <h3><a href="/blog/claude-duet-for-developers/">Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t</a></h3>
+    <p class="dek">Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.</p>
     <div class="foot">
       <span class="tag kind">Comparisons</span>
-      <a class="more" href="/blog/claude-duet-vs-munder-difflin/" aria-label="Read: Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer">Read →</a>
+      <a class="more" href="/blog/claude-duet-for-developers/" aria-label="Read: Is Claude Duet Good for Developers? What It Does With Code and What It Doesn&#39;t">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-claude-duet/index.html b/docs/blog/what-is-claude-duet/index.html
index f55dbc781a..cc7d735e41 100644
--- a/docs/blog/what-is-claude-duet/index.html
+++ b/docs/blog/what-is-claude-duet/index.html
@@ -226,6 +226,7 @@ <h2 id="what-is-claude-duet" tabindex="-1">What is Claude Duet? <a class="anchor
 </tbody>
 </table>
 </div>
+<p>For the phones it runs on, using it on a computer and how the download works, see our <a href="/blog/claude-duet-app/">Claude Duet app guide</a>.</p>
 <h2 id="how-does-claude-duet-work" tabindex="-1">How does Claude Duet work? <a class="anchor" href="#how-does-claude-duet-work" aria-hidden="true">#</a></h2>
 <p>It starts from your Claude account. Your memory, skills and connected apps carry over, and you talk to Duet in one ongoing thread, by typing or by voice. Each morning it sends a short brief on the most important items across your connected apps. During the day it checks those apps every few hours and messages you only when something needs you. Anthropic says it does not check nonstop “because checking nonstop would use up your plan’s limits much faster,” and you can tell it what you want to hear about and how often.</p>
 <p>For a task, Duet uses a virtual machine with its own browser, so your laptop or phone can be off. It works out which apps and steps to use, then notifies you when the task is done or needs your review. Anthropic’s examples include finding missed Gmail and Slack messages, checking QuickBooks or Stripe for unpaid invoices, and drafting HubSpot follow ups.</p>
diff --git a/docs/blog/whats-new-in-agentic-ai-june-2026/index.html b/docs/blog/whats-new-in-agentic-ai-june-2026/index.html
index 0c41d81eff..d2789af089 100644
--- a/docs/blog/whats-new-in-agentic-ai-june-2026/index.html
+++ b/docs/blog/whats-new-in-agentic-ai-june-2026/index.html
@@ -383,50 +383,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/why-does-claude-code-keep-asking-for-permission/index.html b/docs/blog/why-does-claude-code-keep-asking-for-permission/index.html
index 46f40423d0..2b64135d4c 100644
--- a/docs/blog/why-does-claude-code-keep-asking-for-permission/index.html
+++ b/docs/blog/why-does-claude-code-keep-asking-for-permission/index.html
@@ -289,50 +289,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/your-first-hour-with-munder-difflin/index.html b/docs/blog/your-first-hour-with-munder-difflin/index.html
index 38c4790eb6..f49369a13e 100644
--- a/docs/blog/your-first-hour-with-munder-difflin/index.html
+++ b/docs/blog/your-first-hour-with-munder-difflin/index.html
@@ -348,50 +348,50 @@ <h2 id="faq">FAQ</h2>
       <h2>Related in Guides</h2>
       <div class="post-grid">
         <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-duet-app/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-app/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-22">Oct 22, 2026</time>
+      <time datetime="2026-10-23">Oct 23, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
-    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
+    <h3><a href="/blog/claude-duet-app/">Claude Duet App: iPhone, Android and Web, and How to Get It</a></h3>
+    <p class="dek">Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
+      <a class="more" href="/blog/claude-duet-app/" aria-label="Read: Claude Duet App: iPhone, Android and Web, and How to Get It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/build-your-own-claude-duet/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/build-your-own-claude-duet/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>5 min</span>
+      <span>4 min</span>
     </div>
-    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
-    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
+    <h3><a href="/blog/build-your-own-claude-duet/">Build Your Own Claude Duet: A Free Morning Brief Agent</a></h3>
+    <p class="dek">No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
+      <a class="more" href="/blog/build-your-own-claude-duet/" aria-label="Read: Build Your Own Claude Duet: A Free Morning Brief Agent">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-guides">
-  <a class="thumb t-guides" href="/blog/claude-duet-waitlist/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-duet-waitlist/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-guides" href="/blog/claude-api-version-2026-10-21/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-api-version-2026-10-21/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-22">Oct 22, 2026</time>
       <span class="dot" aria-hidden="true"></span>
-      <span>4 min</span>
+      <span>5 min</span>
     </div>
-    <h3><a href="/blog/claude-duet-waitlist/">Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile</a></h3>
-    <p class="dek">How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.</p>
+    <h3><a href="/blog/claude-api-version-2026-10-21/">Claude API Version 2026-10-21: What Breaks and How to Upgrade</a></h3>
+    <p class="dek">Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.</p>
     <div class="foot">
       <span class="tag kind">Guides</span>
-      <a class="more" href="/blog/claude-duet-waitlist/" aria-label="Read: Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile">Read →</a>
+      <a class="more" href="/blog/claude-api-version-2026-10-21/" aria-label="Read: Claude API Version 2026-10-21: What Breaks and How to Upgrade">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/llms.txt b/docs/llms.txt
index 4b0d7b3c86..d0bb522757 100644
--- a/docs/llms.txt
+++ b/docs/llms.txt
@@ -68,66 +68,7 @@ Saturday 24 October 2026.
 <!-- BLOG:START generated by blog/scripts/postbuild.mjs -->
 ## Blog
 
-243 posts, grouped by topic, newest first in each topic. Topic hubs: https://munderdiffl.in/blog/topics/
-
-### concepts
-
-- [What Is Claude Duet? Anthropic's Proactive Agent App, Explained](https://munderdiffl.in/blog/what-is-claude-duet/): Claude Duet is Anthropic's proactive agent app, in research preview since 21 Oct 2026: who can join, how it works, what it asks first and its limits.
-- [DeepSeek V4.1 Flash 1017: What Changed, the Price and Claude Code Setup](https://munderdiffl.in/blog/deepseek-v4-1-flash-1017/): DeepSeek V4.1 Flash 1017, released 17 Oct 2026 under MIT: what changed, DeepSeek's benchmarks, the API price and Claude Code setup.
-- [What Is NanoClaw? The Small OpenClaw Alternative That Runs Agents in Containers](https://munderdiffl.in/blog/what-is-nanoclaw/): NanoClaw explained on 17 Oct 2026: what the MIT licensed assistant does, how it differs from OpenClaw, how to install it and which models it works with.
-- [What Is Roo Code? The Archived VS Code Agent, Explained](https://munderdiffl.in/blog/what-is-roo-code/): Roo Code was an open source AI coding agent for VS Code. Its GitHub repo was archived in May 2026. What the pages say happened, and what to use now.
-- [What Is ZeroClaw? The Single Binary Agent Runtime in Rust, Explained](https://munderdiffl.in/blog/what-is-zeroclaw/): ZeroClaw explained on 17 Oct 2026: what the Rust agent runtime does, how it keeps the agent in check, how to install it and which models it works with.
-- [OpenCode 2.0: what changed and how to upgrade](https://munderdiffl.in/blog/opencode-2-0/): OpenCode 2.0 from Anomaly: the background service, Code Mode, background subagents, the new plugin API and SDK, and how to upgrade. Checked 15 Oct 2026.
-- [Claude Code Router: What It Is, How It Works and How to Install It](https://munderdiffl.in/blog/claude-code-router/): Claude Code Router, checked 14 Oct 2026: what the local gateway does, how to install it, which providers it lists, and what Anthropic says about it.
-- [Google Let Gemini 4 Argon Loose on Its Own Coding Backlog. Here Are the Receipts.](https://munderdiffl.in/blog/gemini-4-argon-inside-google/): Google's own numbers for Gemini 4 Argon on real code: 134 bugs triaged in under 3 hours, 30% fewer rollbacks, a framework tuned overnight. Checked 13 Oct 2026.
-- [Gemini 4 Argon: Google's Flagship Model Shares a Name With a Gas That Barely Reacts](https://munderdiffl.in/blog/gemini-4-argon/): Gemini 4 Argon went on general release on 13 Oct 2026: $2 input and $10 output per 1M tokens through 30 Nov, a 1M token window, and where you can use it.
-- [Muse Wonder and Muse Code: Meta's new models, prices and scores](https://munderdiffl.in/blog/muse-wonder/): Meta's Muse Wonder and Muse Wonder Full: API price, Muse Code plans, context window and Meta's own coding scores, checked 13 Oct 2026.
-- [Claude routines: what they are, triggers, cost and limits](https://munderdiffl.in/blog/claude-code-routines/): Claude routines run a saved Claude Code prompt in the cloud on a schedule, an API call or a GitHub event. Plans, steps and limits, checked 12 Oct 2026.
-- [Claude Code Projects: what they are and who can use them](https://munderdiffl.in/blog/claude-code-projects/): Claude Code Projects, checked 11 Oct 2026: a public beta on Pro and Max where Claude runs your tasks as parallel threads. Access, limits and plan use.
-- [Claude Managed Agents dynamic workflows: limits and cost](https://munderdiffl.in/blog/claude-managed-agents-dynamic-workflows/): Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.
-- [Claude Code agent teams: what they are, how to use them](https://munderdiffl.in/blog/claude-code-agent-teams/): Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.
-- [Claude Haiku 5.5: price, benchmarks and where it fits](https://munderdiffl.in/blog/claude-haiku-5-5/): Claude Haiku 5.5 is Anthropic's new small model. Its tiered price, Anthropic's own scores and how to pick it in Claude Code, checked 8 Oct 2026.
-- [GPT-6 in ChatGPT: who gets it, when, and Intelligent UI](https://munderdiffl.in/blog/gpt-6-intelligent-ui/): GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.
-- [Claude Agent SDK: what it is, languages, cost and limits](https://munderdiffl.in/blog/what-is-claude-agent-sdk/): The Claude Agent SDK is Claude Code as a Python and TypeScript library. Install commands, features, billing, licence and limits, checked 8 Oct 2026.
-- [ZCode: Z.ai's coding agent harness, explained](https://munderdiffl.in/blog/what-is-zcode/): ZCode is Z.ai's Apache-2.0 coding workspace: desktop app, browser view and terminal agent. How to install it, which models it lists, and what it costs.
-- [OpenAI Decisions API: what it is, price and limits](https://munderdiffl.in/blog/openai-decisions-api/): The OpenAI Decisions API is a beta endpoint that returns a probability, a pick or a score. Price, limits and how to call it, checked 7 Oct 2026.
-- [Mistral Large 4 (Le Chonk): size, price, scores and weights](https://munderdiffl.in/blog/mistral-large-4/): Mistral Large 4 is a 1 trillion parameter open weight model in public preview. Context window, API price, Mistral's own scores and weights, checked 6 Oct 2026.
-- [OpenAI text watermarking: textGrain, who gets it, limits](https://munderdiffl.in/blog/openai-text-watermarking/): OpenAI text watermarking (textGrain) is opt in for the API now and is coming to eligible ChatGPT and Codex text in the EU. Limits checked 6 Oct 2026.
-- [Reflection AI Beam: the 501B open weight model, explained](https://munderdiffl.in/blog/reflection-beam/): Reflection AI Beam is a 501B parameter open weight model. Size, Reflection's own scores, licence and when you can get it, checked 6 Oct 2026.
-- [What Is Claude Cowork? Plans, Prices and How to Use It](https://munderdiffl.in/blog/what-is-claude-cowork/): Claude Cowork is Anthropic's agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.
-- [Gemini Spark: what it is, what it costs and who can get it](https://munderdiffl.in/blog/what-is-gemini-spark/): Gemini Spark is Google's personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.
-- [Hermes Agent: what it is, how to install it and what it costs](https://munderdiffl.in/blog/what-is-hermes-agent/): Hermes Agent is Nous Research's MIT licensed AI agent with memory, skills and chat channels. Install command, models, pricing and how it compares.
-- [What Is Codex? OpenAI's Coding Agent, Its Free Plan and Models](https://munderdiffl.in/blog/what-is-codex/): Codex is OpenAI's coding agent for your terminal, editor, desktop app and cloud. ChatGPT Free, Go, Plus and Pro include it. Plans and models, 15 Oct 2026.
-- [What is Pi agent? The open source coding agent harness, explained](https://munderdiffl.in/blog/what-is-pi-agent/): Pi agent is Earendil's MIT licensed coding agent harness. What it is, how to install it, what Pi 1.0 and Pi Durable add, and how it compares.
-- [What Is ChatGPT Dots? OpenAI's Always On Agents Explained](https://munderdiffl.in/blog/what-is-chatgpt-dots/): A ChatGPT dot is an always on agent with its own cloud computer. Needs Pro (from $100 a month) or Business Premium, not Plus. Not on Pro in the UK or EU.
-- [What Is OpenCode? Free, MIT Licensed, and What You Pay For](https://munderdiffl.in/blog/what-is-opencode/): OpenCode is a free, MIT licensed coding agent from Anomaly. The tool costs nothing; you pay for the model you connect, unless it is local or free.
-- [Is Ollama Good for Coding? Yes, for Scoped Work on the Right Model](https://munderdiffl.in/blog/is-ollama-good-for-coding/): Ollama is good for coding on scoped, private work if the model fits your memory. Which models to pull, how much RAM, and where Claude still wins.
-- [Claude Max Plan: Is It Worth It? Max 5x vs 20x vs Pro](https://munderdiffl.in/blog/is-claude-code-max-worth-it/): Is the Claude Max plan worth it? Max 5x and 20x against Pro, checked 29 Sep 2026: price, five hour and weekly limits, Fable, and the API break even.
-- [Is Claude Code Open Source?](https://munderdiffl.in/blog/is-claude-code-open-source/): No. Claude Code is proprietary under Anthropic's terms. What its GitHub repo holds, what the 2026 leak changed, and which open tools sit around it.
-- [What Is Vibe Coding? Meaning, Risks and Safer Habits](https://munderdiffl.in/blog/what-is-vibe-coding/): Vibe coding means building software from AI prompts without reading the code. Where the term came from, when it is fine, where it bites, and what to check.
-- [What Is an MCP Server?](https://munderdiffl.in/blog/what-is-an-mcp-server/): An MCP server gives an AI agent tools, data and prompts over one open protocol. What it is, the host, client and server roles, and where Claude Code plugs in.
-- [Claude Code Pricing (Oct 2026): US and India Plans, Is It Free?](https://munderdiffl.in/blog/how-much-does-claude-code-cost/): Claude Code starts at $20 a month on Claude Pro (checked 22 Oct 2026). Every plan, API rates, India rupee prices, and whether it is free.
-- [Loop Engineering: Designing Agent Loops That Converge](https://munderdiffl.in/blog/loop-engineering-for-ai-agents/): Everyone engineers the prompt; almost nobody engineers the loop around it. Stop conditions, drain loops, retry with backoff, compaction cycles, breaker escalation, budgets, and human gates — the outer-loop mechanics that make an agent converge instead of run away.
-- [Review Agent Work Where It Happens](https://munderdiffl.in/blog/review-agent-work-where-it-happens/): AI agents produce diffs faster than humans can review them, and alt-tabbing to an external editor breaks supervision flow. The case for review-in-place: Munder Difflin's built-in Monaco IDE puts a CHANGES rail and side-by-side diffs vs HEAD right on the office floor.
-- [Voice Is a Control Plane, Not a Gimmick](https://munderdiffl.in/blog/voice-as-a-control-plane-for-agent-fleets/): Voice is a terrible way to write code and a great way to run a fleet. Why low-bandwidth commands over high-bandwidth work is the right split — with Munder Difflin's Talk mode (echo-back confirmation, spend caps, michael-voice attribution) as the case study.
-- [What Is an Agent Development Environment (ADE)?](https://munderdiffl.in/blog/what-is-an-agent-development-environment/): ADE means two things in 2026: a platform for building agents (Letta's sense) and a workspace for shipping code with fleets of coding agents (Orca's sense). Here's the full tooling map — chat IDEs, agent CLIs, agent IDEs, and agent harnesses — and how to pick.
-- [What Is Harness Engineering?](https://munderdiffl.in/blog/what-is-harness-engineering/): Harness engineering is the discipline of building everything around the model — PTY plumbing, lifecycle hooks, mailboxes, memory, budgets, human gates, observability — because that's where agent reliability actually comes from. A definition, and four case studies from inside Munder Difflin.
-- [Shareable Agent Roles: A Portable Format for Hiring AI Coworkers](https://munderdiffl.in/blog/shareable-agent-roles/): Why agent roles should be portable: what a hire manifest encodes, how one-click hiring stays safe, and how The Hiring Fair turns tacit setup into a shareable artifact.
-- [The Clone Army Is a Trap: Why a Mixed Swarm Beats Ten Identical Agents](https://munderdiffl.in/blog/the-clone-army-trap-mixed-swarm-vs-identical-agents/): Spinning up tens of identical top-tier CLI agents feels powerful and burns tokens on work a cheaper agent could do. A mixed-capability swarm with shared memory wins on cost — and often on quality.
-- [Why CLI Agents Are So Powerful — and How Munder Difflin Spends Fewer Tokens Doing the Same Work](https://munderdiffl.in/blog/why-cli-agents-are-powerful/): CLI agents are powerful because they have terminal-level access: they run builds, tests, and git, and verify their own work by executing it. Here's why that matters — and the concrete ways Munder Difflin cuts token consumption while doing it.
-- [Generative Engine Optimization: The Techniques the Research Backs](https://munderdiffl.in/blog/generative-engine-optimization-techniques/): What the first peer-reviewed GEO study found works to get content cited by AI — statistics, source citations, quotes — and why keyword stuffing backfires.
-- [The Agents Rule of Two: A Simple Safety Rule for Coding Agents](https://munderdiffl.in/blog/agents-rule-of-two/): Meta's Agents Rule of Two for coding agents: don't let one session combine untrusted input, private data, and external reach at once — or supervise.
-- [Can Claude Code Agents Talk to Each Other?](https://munderdiffl.in/blog/can-claude-code-agents-talk-to-each-other/): Can Claude Code agents talk to each other? By default they report to their launcher — but a small coordination layer lets them message peer-to-peer.
-- [Do More With Less: Smart Model Routing Across Agents](https://munderdiffl.in/blog/do-more-with-less-model-routing/): Why a hive of agents shouldn't all run the biggest model — and how routing the right task to the right model cuts cost and latency without losing quality.
-- [How AI Agents Verify Their Own Work (Before Saying 'Done')](https://munderdiffl.in/blog/how-ai-agents-verify-their-own-work/): The discipline that makes an autonomous coding agent trustworthy: prove every claim, reproduce the green, and check the fix — not just the intent.
-- [Long-Running Agents: The 2026 Shift from Minutes to Hours](https://munderdiffl.in/blog/long-running-agents-the-2026-shift/): Agents used to answer in seconds; now they run for hours. The data behind the shift — and why a longer agent is a different problem, not just a bigger one.
-- [Building AI Dev Tools in the Open, On Purpose](https://munderdiffl.in/blog/open-source-ai-tools-on-purpose/): Agents touch your code, keys, and memory. That's why agent tooling should be open source and local-first — so you can verify it, not just trust it.
-- [AEO for Dev Tools: Getting Cited by ChatGPT and Claude](https://munderdiffl.in/blog/what-is-aeo-for-dev-tools/): Answer Engine Optimization for dev tools: how to get cited by ChatGPT, Claude, and Perplexity with the right robots.txt, JSON-LD, and writing patterns.
-- [When Do AI Agents Actually Need an Agent Protocol?](https://munderdiffl.in/blog/when-do-agents-need-an-agent-protocol/): When do AI agents need a protocol like MCP or A2A? Agents you own coordinate fine with file mailboxes; protocols earn their keep across boundaries.
-- [The AI Coding Agent Glossary: Harness, Orchestrator, Hive, Subagent](https://munderdiffl.in/blog/ai-agent-glossary/): Plain-English definitions of the AI coding agent terms everyone trips over — harness, orchestrator, hive, subagent, agent memory — each in one line.
-- [Munder Difflin FAQ: Everything People Ask](https://munderdiffl.in/blog/munder-difflin-faq/): Answers to the top Munder Difflin questions — what it is, is it free, does it run locally, which platforms, and how it differs from many terminals.
-- [What Are Claude Code Agents? And How to Use Many at Once](https://munderdiffl.in/blog/what-are-claude-code-agents/): Claude Code agents explained in plain English — what an agent actually is, how subagents differ, and the leap from one agent to a coordinated team.
-- [What Is an AI Agent Harness? Single vs Multi-Agent Harness Explained](https://munderdiffl.in/blog/what-is-a-multi-agent-harness/): An agent harness is the code around an AI model that runs its tool loop, memory and permissions. Single vs multi-agent harnesses, compared and dated.
+247 posts, grouped by topic, newest first in each topic. Topic hubs: https://munderdiffl.in/blog/topics/
 
 ### guides
 
@@ -136,6 +77,7 @@ Saturday 24 October 2026.
 - [AI Agent Use Cases From a Real Company: Every Agent on Our Floor and the Job It Does](https://munderdiffl.in/blog/ai-agent-use-cases-our-office/): We run our company on Munder Difflin. Every seat on our floor: what each AI agent does, how its work starts, what comes out, and how to copy it.
 - [How to Get the Most Out of Your Claude Code Max Plan](https://munderdiffl.in/blog/claude-code-max-plan-tips/): Stretch a Claude Code Max plan: model choice, context hygiene, prompt caching, subagents and unattended runs, checked against Anthropic's own pages.
 - [Codex Max Plan? What ChatGPT Pro Gives You in Codex (Oct 2026)](https://munderdiffl.in/blog/codex-max-plan-tips/): There is no Codex Max plan. ChatGPT Pro costs $100, $200 or $500 a month (Oct 2026) with no five hour limit: how the weekly limit works and how to stretch it.
+- [Claude Duet App: iPhone, Android and Web, and How to Get It](https://munderdiffl.in/blog/claude-duet-app/): Is there a Claude Duet app? Yes, on iPhone and Android, and on a computer it runs at claude.ai. Who can get it, how the download works, and the cost.
 - [Build Your Own Claude Duet: A Free Morning Brief Agent](https://munderdiffl.in/blog/build-your-own-claude-duet/): No Claude Duet invite? Build a proactive morning brief in Munder Difflin: one agent, one schedule and Slack replies, with a codebase as the example.
 - [Claude API Version 2026-10-21: What Breaks and How to Upgrade](https://munderdiffl.in/blog/claude-api-version-2026-10-21/): Claude API version 2026-10-21 removes temperature, top_p and top_k and ships new SDK majors. What returns a 400 now, what breaks proxies, and how to upgrade.
 - [Claude Duet Waitlist: Who Gets In First, and What to Use Meanwhile](https://munderdiffl.in/blog/claude-duet-waitlist/): How to join the Claude Duet waitlist, who qualifies first (US Pro and Max), what Anthropic says about timing, and three things you can use while you wait.
@@ -188,11 +130,71 @@ Saturday 24 October 2026.
 - [Set Up a Claude Code Multi-Agent Workflow in 10 Minutes](https://munderdiffl.in/blog/claude-code-multi-agent-setup-tutorial/): A from-zero Claude Code multi-agent setup: install Munder Difflin, onboard, spawn a few agents, and watch the GOD orchestrator route your first task.
 - [Claude Code Subagents: How to Create and Use Them (vs Agent Teams)](https://munderdiffl.in/blog/claude-code-subagents-vs-multi-agent-harness/): Claude Code subagents in 2026: the .claude/agents file, built-in Explore and Plan, models, nesting, and when agent teams or a harness fit better.
 
+### concepts
+
+- [What Is Claude Duet? Anthropic's Proactive Agent App, Explained](https://munderdiffl.in/blog/what-is-claude-duet/): Claude Duet is Anthropic's proactive agent app, in research preview since 21 Oct 2026: who can join, how it works, what it asks first and its limits.
+- [DeepSeek V4.1 Flash 1017: What Changed, the Price and Claude Code Setup](https://munderdiffl.in/blog/deepseek-v4-1-flash-1017/): DeepSeek V4.1 Flash 1017, released 17 Oct 2026 under MIT: what changed, DeepSeek's benchmarks, the API price and Claude Code setup.
+- [What Is NanoClaw? The Small OpenClaw Alternative That Runs Agents in Containers](https://munderdiffl.in/blog/what-is-nanoclaw/): NanoClaw explained on 17 Oct 2026: what the MIT licensed assistant does, how it differs from OpenClaw, how to install it and which models it works with.
+- [What Is Roo Code? The Archived VS Code Agent, Explained](https://munderdiffl.in/blog/what-is-roo-code/): Roo Code was an open source AI coding agent for VS Code. Its GitHub repo was archived in May 2026. What the pages say happened, and what to use now.
+- [What Is ZeroClaw? The Single Binary Agent Runtime in Rust, Explained](https://munderdiffl.in/blog/what-is-zeroclaw/): ZeroClaw explained on 17 Oct 2026: what the Rust agent runtime does, how it keeps the agent in check, how to install it and which models it works with.
+- [OpenCode 2.0: what changed and how to upgrade](https://munderdiffl.in/blog/opencode-2-0/): OpenCode 2.0 from Anomaly: the background service, Code Mode, background subagents, the new plugin API and SDK, and how to upgrade. Checked 15 Oct 2026.
+- [Claude Code Router: What It Is, How It Works and How to Install It](https://munderdiffl.in/blog/claude-code-router/): Claude Code Router, checked 14 Oct 2026: what the local gateway does, how to install it, which providers it lists, and what Anthropic says about it.
+- [Google Let Gemini 4 Argon Loose on Its Own Coding Backlog. Here Are the Receipts.](https://munderdiffl.in/blog/gemini-4-argon-inside-google/): Google's own numbers for Gemini 4 Argon on real code: 134 bugs triaged in under 3 hours, 30% fewer rollbacks, a framework tuned overnight. Checked 13 Oct 2026.
+- [Gemini 4 Argon: Google's Flagship Model Shares a Name With a Gas That Barely Reacts](https://munderdiffl.in/blog/gemini-4-argon/): Gemini 4 Argon went on general release on 13 Oct 2026: $2 input and $10 output per 1M tokens through 30 Nov, a 1M token window, and where you can use it.
+- [Muse Wonder and Muse Code: Meta's new models, prices and scores](https://munderdiffl.in/blog/muse-wonder/): Meta's Muse Wonder and Muse Wonder Full: API price, Muse Code plans, context window and Meta's own coding scores, checked 13 Oct 2026.
+- [Claude routines: what they are, triggers, cost and limits](https://munderdiffl.in/blog/claude-code-routines/): Claude routines run a saved Claude Code prompt in the cloud on a schedule, an API call or a GitHub event. Plans, steps and limits, checked 12 Oct 2026.
+- [Claude Code Projects: what they are and who can use them](https://munderdiffl.in/blog/claude-code-projects/): Claude Code Projects, checked 11 Oct 2026: a public beta on Pro and Max where Claude runs your tasks as parallel threads. Access, limits and plan use.
+- [Claude Managed Agents dynamic workflows: limits and cost](https://munderdiffl.in/blog/claude-managed-agents-dynamic-workflows/): Dynamic workflows let a Claude Managed Agents agent write a program that runs many agents. How to turn them on, beta limits and cost, checked 11 Oct 2026.
+- [Claude Code agent teams: what they are, how to use them](https://munderdiffl.in/blog/claude-code-agent-teams/): Claude Code agent teams, checked 8 Oct 2026: what they are, the experimental setting that turns them on, how they differ from subagents, token cost and limits.
+- [Claude Haiku 5.5: price, benchmarks and where it fits](https://munderdiffl.in/blog/claude-haiku-5-5/): Claude Haiku 5.5 is Anthropic's new small model. Its tiered price, Anthropic's own scores and how to pick it in Claude Code, checked 8 Oct 2026.
+- [GPT-6 in ChatGPT: who gets it, when, and Intelligent UI](https://munderdiffl.in/blog/gpt-6-intelligent-ui/): GPT-6 with Intelligent UI in ChatGPT: Plus, Pro, Business and Enterprise from 7 Oct 2026, then Free and Go. Codex models are not changing in this release.
+- [Claude Agent SDK: what it is, languages, cost and limits](https://munderdiffl.in/blog/what-is-claude-agent-sdk/): The Claude Agent SDK is Claude Code as a Python and TypeScript library. Install commands, features, billing, licence and limits, checked 8 Oct 2026.
+- [ZCode: Z.ai's coding agent harness, explained](https://munderdiffl.in/blog/what-is-zcode/): ZCode is Z.ai's Apache-2.0 coding workspace: desktop app, browser view and terminal agent. How to install it, which models it lists, and what it costs.
+- [OpenAI Decisions API: what it is, price and limits](https://munderdiffl.in/blog/openai-decisions-api/): The OpenAI Decisions API is a beta endpoint that returns a probability, a pick or a score. Price, limits and how to call it, checked 7 Oct 2026.
+- [Mistral Large 4 (Le Chonk): size, price, scores and weights](https://munderdiffl.in/blog/mistral-large-4/): Mistral Large 4 is a 1 trillion parameter open weight model in public preview. Context window, API price, Mistral's own scores and weights, checked 6 Oct 2026.
+- [OpenAI text watermarking: textGrain, who gets it, limits](https://munderdiffl.in/blog/openai-text-watermarking/): OpenAI text watermarking (textGrain) is opt in for the API now and is coming to eligible ChatGPT and Codex text in the EU. Limits checked 6 Oct 2026.
+- [Reflection AI Beam: the 501B open weight model, explained](https://munderdiffl.in/blog/reflection-beam/): Reflection AI Beam is a 501B parameter open weight model. Size, Reflection's own scores, licence and when you can get it, checked 6 Oct 2026.
+- [What Is Claude Cowork? Plans, Prices and How to Use It](https://munderdiffl.in/blog/what-is-claude-cowork/): Claude Cowork is Anthropic's agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.
+- [Gemini Spark: what it is, what it costs and who can get it](https://munderdiffl.in/blog/what-is-gemini-spark/): Gemini Spark is Google's personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.
+- [Hermes Agent: what it is, how to install it and what it costs](https://munderdiffl.in/blog/what-is-hermes-agent/): Hermes Agent is Nous Research's MIT licensed AI agent with memory, skills and chat channels. Install command, models, pricing and how it compares.
+- [What Is Codex? OpenAI's Coding Agent, Its Free Plan and Models](https://munderdiffl.in/blog/what-is-codex/): Codex is OpenAI's coding agent for your terminal, editor, desktop app and cloud. ChatGPT Free, Go, Plus and Pro include it. Plans and models, 15 Oct 2026.
+- [What is Pi agent? The open source coding agent harness, explained](https://munderdiffl.in/blog/what-is-pi-agent/): Pi agent is Earendil's MIT licensed coding agent harness. What it is, how to install it, what Pi 1.0 and Pi Durable add, and how it compares.
+- [What Is ChatGPT Dots? OpenAI's Always On Agents Explained](https://munderdiffl.in/blog/what-is-chatgpt-dots/): A ChatGPT dot is an always on agent with its own cloud computer. Needs Pro (from $100 a month) or Business Premium, not Plus. Not on Pro in the UK or EU.
+- [What Is OpenCode? Free, MIT Licensed, and What You Pay For](https://munderdiffl.in/blog/what-is-opencode/): OpenCode is a free, MIT licensed coding agent from Anomaly. The tool costs nothing; you pay for the model you connect, unless it is local or free.
+- [Is Ollama Good for Coding? Yes, for Scoped Work on the Right Model](https://munderdiffl.in/blog/is-ollama-good-for-coding/): Ollama is good for coding on scoped, private work if the model fits your memory. Which models to pull, how much RAM, and where Claude still wins.
+- [Claude Max Plan: Is It Worth It? Max 5x vs 20x vs Pro](https://munderdiffl.in/blog/is-claude-code-max-worth-it/): Is the Claude Max plan worth it? Max 5x and 20x against Pro, checked 29 Sep 2026: price, five hour and weekly limits, Fable, and the API break even.
+- [Is Claude Code Open Source?](https://munderdiffl.in/blog/is-claude-code-open-source/): No. Claude Code is proprietary under Anthropic's terms. What its GitHub repo holds, what the 2026 leak changed, and which open tools sit around it.
+- [What Is Vibe Coding? Meaning, Risks and Safer Habits](https://munderdiffl.in/blog/what-is-vibe-coding/): Vibe coding means building software from AI prompts without reading the code. Where the term came from, when it is fine, where it bites, and what to check.
+- [What Is an MCP Server?](https://munderdiffl.in/blog/what-is-an-mcp-server/): An MCP server gives an AI agent tools, data and prompts over one open protocol. What it is, the host, client and server roles, and where Claude Code plugs in.
+- [Claude Code Pricing (Oct 2026): US and India Plans, Is It Free?](https://munderdiffl.in/blog/how-much-does-claude-code-cost/): Claude Code starts at $20 a month on Claude Pro (checked 22 Oct 2026). Every plan, API rates, India rupee prices, and whether it is free.
+- [Loop Engineering: Designing Agent Loops That Converge](https://munderdiffl.in/blog/loop-engineering-for-ai-agents/): Everyone engineers the prompt; almost nobody engineers the loop around it. Stop conditions, drain loops, retry with backoff, compaction cycles, breaker escalation, budgets, and human gates — the outer-loop mechanics that make an agent converge instead of run away.
+- [Review Agent Work Where It Happens](https://munderdiffl.in/blog/review-agent-work-where-it-happens/): AI agents produce diffs faster than humans can review them, and alt-tabbing to an external editor breaks supervision flow. The case for review-in-place: Munder Difflin's built-in Monaco IDE puts a CHANGES rail and side-by-side diffs vs HEAD right on the office floor.
+- [Voice Is a Control Plane, Not a Gimmick](https://munderdiffl.in/blog/voice-as-a-control-plane-for-agent-fleets/): Voice is a terrible way to write code and a great way to run a fleet. Why low-bandwidth commands over high-bandwidth work is the right split — with Munder Difflin's Talk mode (echo-back confirmation, spend caps, michael-voice attribution) as the case study.
+- [What Is an Agent Development Environment (ADE)?](https://munderdiffl.in/blog/what-is-an-agent-development-environment/): ADE means two things in 2026: a platform for building agents (Letta's sense) and a workspace for shipping code with fleets of coding agents (Orca's sense). Here's the full tooling map — chat IDEs, agent CLIs, agent IDEs, and agent harnesses — and how to pick.
+- [What Is Harness Engineering?](https://munderdiffl.in/blog/what-is-harness-engineering/): Harness engineering is the discipline of building everything around the model — PTY plumbing, lifecycle hooks, mailboxes, memory, budgets, human gates, observability — because that's where agent reliability actually comes from. A definition, and four case studies from inside Munder Difflin.
+- [Shareable Agent Roles: A Portable Format for Hiring AI Coworkers](https://munderdiffl.in/blog/shareable-agent-roles/): Why agent roles should be portable: what a hire manifest encodes, how one-click hiring stays safe, and how The Hiring Fair turns tacit setup into a shareable artifact.
+- [The Clone Army Is a Trap: Why a Mixed Swarm Beats Ten Identical Agents](https://munderdiffl.in/blog/the-clone-army-trap-mixed-swarm-vs-identical-agents/): Spinning up tens of identical top-tier CLI agents feels powerful and burns tokens on work a cheaper agent could do. A mixed-capability swarm with shared memory wins on cost — and often on quality.
+- [Why CLI Agents Are So Powerful — and How Munder Difflin Spends Fewer Tokens Doing the Same Work](https://munderdiffl.in/blog/why-cli-agents-are-powerful/): CLI agents are powerful because they have terminal-level access: they run builds, tests, and git, and verify their own work by executing it. Here's why that matters — and the concrete ways Munder Difflin cuts token consumption while doing it.
+- [Generative Engine Optimization: The Techniques the Research Backs](https://munderdiffl.in/blog/generative-engine-optimization-techniques/): What the first peer-reviewed GEO study found works to get content cited by AI — statistics, source citations, quotes — and why keyword stuffing backfires.
+- [The Agents Rule of Two: A Simple Safety Rule for Coding Agents](https://munderdiffl.in/blog/agents-rule-of-two/): Meta's Agents Rule of Two for coding agents: don't let one session combine untrusted input, private data, and external reach at once — or supervise.
+- [Can Claude Code Agents Talk to Each Other?](https://munderdiffl.in/blog/can-claude-code-agents-talk-to-each-other/): Can Claude Code agents talk to each other? By default they report to their launcher — but a small coordination layer lets them message peer-to-peer.
+- [Do More With Less: Smart Model Routing Across Agents](https://munderdiffl.in/blog/do-more-with-less-model-routing/): Why a hive of agents shouldn't all run the biggest model — and how routing the right task to the right model cuts cost and latency without losing quality.
+- [How AI Agents Verify Their Own Work (Before Saying 'Done')](https://munderdiffl.in/blog/how-ai-agents-verify-their-own-work/): The discipline that makes an autonomous coding agent trustworthy: prove every claim, reproduce the green, and check the fix — not just the intent.
+- [Long-Running Agents: The 2026 Shift from Minutes to Hours](https://munderdiffl.in/blog/long-running-agents-the-2026-shift/): Agents used to answer in seconds; now they run for hours. The data behind the shift — and why a longer agent is a different problem, not just a bigger one.
+- [Building AI Dev Tools in the Open, On Purpose](https://munderdiffl.in/blog/open-source-ai-tools-on-purpose/): Agents touch your code, keys, and memory. That's why agent tooling should be open source and local-first — so you can verify it, not just trust it.
+- [AEO for Dev Tools: Getting Cited by ChatGPT and Claude](https://munderdiffl.in/blog/what-is-aeo-for-dev-tools/): Answer Engine Optimization for dev tools: how to get cited by ChatGPT, Claude, and Perplexity with the right robots.txt, JSON-LD, and writing patterns.
+- [When Do AI Agents Actually Need an Agent Protocol?](https://munderdiffl.in/blog/when-do-agents-need-an-agent-protocol/): When do AI agents need a protocol like MCP or A2A? Agents you own coordinate fine with file mailboxes; protocols earn their keep across boundaries.
+- [The AI Coding Agent Glossary: Harness, Orchestrator, Hive, Subagent](https://munderdiffl.in/blog/ai-agent-glossary/): Plain-English definitions of the AI coding agent terms everyone trips over — harness, orchestrator, hive, subagent, agent memory — each in one line.
+- [Munder Difflin FAQ: Everything People Ask](https://munderdiffl.in/blog/munder-difflin-faq/): Answers to the top Munder Difflin questions — what it is, is it free, does it run locally, which platforms, and how it differs from many terminals.
+- [What Are Claude Code Agents? And How to Use Many at Once](https://munderdiffl.in/blog/what-are-claude-code-agents/): Claude Code agents explained in plain English — what an agent actually is, how subagents differ, and the leap from one agent to a coordinated team.
+- [What Is an AI Agent Harness? Single vs Multi-Agent Harness Explained](https://munderdiffl.in/blog/what-is-a-multi-agent-harness/): An agent harness is the code around an AI model that runs its tool loop, memory and permissions. Single vs multi-agent harnesses, compared and dated.
+
 ### comparisons
 
 - [Grok Bot Alternatives: 9 Picks, Hosted or on Your Computer](https://munderdiffl.in/blog/grok-bot-alternatives/): Grok Bot runs every Bot on one shared cloud computer in the US. Nine alternatives checked on 30 Sep 2026, from ChatGPT dots to open source agents you run.
 - [Herdr Alternatives: What to Pick and Who Each One Fits](https://munderdiffl.in/blog/herdr-alternatives/): Herdr alternatives checked on 14 Sep 2026: tmux, Munder Difflin, Claude Squad, cmux, Orca, Conductor, Superset and Emdash, and who each fits.
 - [OmniAgent Alternatives: What to Use Instead of Databricks Omnigent](https://munderdiffl.in/blog/omniagent-alternatives/): OmniAgent is really Omnigent, the open source meta harness from Databricks. Alternatives checked on 14 Sep 2026, and who each one fits.
+- [Open Source AI Agent Office Apps on GitHub (Oct 2026)](https://munderdiffl.in/blog/ai-agent-office-github/): Open source AI agent office apps on GitHub, checked 23 Oct 2026: ChatDev, Munder Difflin, OpenHands, CrewAI, AG2 and three more, with licences.
 - [Claude Duet Alternatives: 4 AI Agents You Can Use Today, No Waitlist](https://munderdiffl.in/blog/claude-duet-alternatives/): Claude Duet is waitlisted and US only. Four proactive agents you can run today, sorted by where they run: a vendor's cloud or hardware you control.
 - [Is Claude Duet Good for Developers? What It Does With Code and What It Doesn't](https://munderdiffl.in/blog/claude-duet-for-developers/): Claude Duet can prototype and build web apps, but it is built for business apps, not your repo. What developers get from it, and where Claude Code fits better.
 - [Claude Duet vs Munder Difflin: One Agent in the Cloud or a Team on Your Computer](https://munderdiffl.in/blog/claude-duet-vs-munder-difflin/): Claude Duet is one proactive agent in Anthropic's cloud. Munder Difflin gives you a free team of AI agents for all kinds of work. How they differ, side by side.
@@ -243,6 +245,29 @@ Saturday 24 October 2026.
 - [A vibe-kanban Alternative for Coordinating AI Agents](https://munderdiffl.in/blog/vibe-kanban-alternative/): vibe-kanban gives you a board to assign tasks to coding agents. When a self-routing hive is the better vibe-kanban alternative — and when a board wins.
 - [How to Choose a Multi-Agent Coding Tool: A Buyer's Checklist](https://munderdiffl.in/blog/how-to-choose-a-multi-agent-tool/): A decision framework for choosing a multi-agent coding tool — memory, control, visibility, cost, local-first — with a simple scoring rubric you can run.
 
+### news
+
+- [Agent Tools Today, 23 Oct 2026: Claude Duet, OpenAI CLI, Nvidia OpenShell](https://munderdiffl.in/blog/agent-tools-today-2026-10-23/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 23 Oct 2026, each with its source.
+- [Black October: What PHP2Shell Is and How to Patch (Oct 2026)](https://munderdiffl.in/blog/black-october-php2shell/): Black October is the scramble around PHP2Shell, two critical PHP flaws fixed on 21 Oct 2026. Who found them, the fixed versions and how to patch.
+- [Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell](https://munderdiffl.in/blog/agent-tools-today-2026-10-22/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.
+- [Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305](https://munderdiffl.in/blog/agent-tools-today-2026-10-21/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.
+- [Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5](https://munderdiffl.in/blog/agent-tools-today-2026-10-19/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.
+- [Agent Tools Today, 18 Oct 2026: LeanREA Takes On REA, FLUX 3 Image Klein, Hy Memory](https://munderdiffl.in/blog/agent-tools-today-2026-10-18/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 18 Oct 2026, each with its source.
+- [Agent Tools Today, 17 Oct 2026: Muse Spark Open on Mac Studio, StarSkirmish, Claude Design Closes](https://munderdiffl.in/blog/agent-tools-today-2026-10-17/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 17 Oct 2026, each with its source.
+- [Agent Tools Today, 16 Oct 2026: Muse Spark Open, Tiny Little Office, OpenCode Ends Sharing](https://munderdiffl.in/blog/agent-tools-today-2026-10-16/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 16 Oct 2026, each with its source.
+- [Agent Tools Today, 15 Oct 2026: OpenCode 2.0, Hermes Agent v0.22.0, a Lost TV Season](https://munderdiffl.in/blog/agent-tools-today-2026-10-15/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 15 Oct 2026, each with its source.
+- [Agent Tools Today, 13 Oct 2026: Muse Wonder, GLM-Legal, the Codex Daemon Issue](https://munderdiffl.in/blog/agent-tools-today-2026-10-13/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 13 Oct 2026, each with its source.
+- [Agent Tools Today, 12 Oct 2026: WordCraft 0.5.0, Genkit Dart 1.0, 500 Billion Tokens](https://munderdiffl.in/blog/agent-tools-today-2026-10-12/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 12 Oct 2026, each with its source.
+- [Agent Tools Today, 11 Oct 2026: Dynamic Workflows, TypeSafe AI's Raise, OpenCode 1.19.0](https://munderdiffl.in/blog/agent-tools-today-2026-10-11/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 11 Oct 2026, each with its source.
+- [Agent Tools Today, 10 Oct 2026: MXC SDK 1.0, Claude Code 2.1.296, Microsoft-Decision-1](https://munderdiffl.in/blog/agent-tools-today-2026-10-10/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 10 Oct 2026, each with its source.
+- [Agent Tools Today, 9 Oct 2026: Gemini Agent, Codex CLI 0.162.0, Step 5 Preview](https://munderdiffl.in/blog/agent-tools-today-2026-10-09/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 9 Oct 2026, each with its source.
+- [Agent Tools Today, 8 Oct 2026: Claude Haiku 5.5, GPT-6 Intelligent UI, Docker Agent](https://munderdiffl.in/blog/agent-tools-today-2026-10-08/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 8 Oct 2026, each with its source.
+- [Agent Tools Today, 7 Oct 2026: Mistral Large 4, EmbeddingGemma 2, OpenAI Decisions API](https://munderdiffl.in/blog/agent-tools-today-2026-10-07/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 7 Oct 2026, each with its source.
+- [Agent Tools Today, 6 Oct 2026: OpenAI Text Watermarks, Reflection Beam, Cloudflare Web Search](https://munderdiffl.in/blog/agent-tools-today-2026-10-06/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 6 Oct 2026, each with its source.
+- [Agent Tools Today, 5 Oct 2026: Paperclip Goes Full Auto, Strata's Codex API, Cloudflare's Git Contest](https://munderdiffl.in/blog/agent-tools-today-2026-10-05/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 5 Oct 2026, each with its source.
+- [Agent Tools Today, 4 Oct 2026: You should Know, OpenClaw's Android Wait, Codex Wish List](https://munderdiffl.in/blog/agent-tools-today-2026-10-04/): The top 5 launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 4 Oct 2026, each with its source.
+- [Agent Tools Today, 3 Oct 2026: Claude Code Mods, OpenDots, Conductor Mobile](https://munderdiffl.in/blog/agent-tools-today-2026-10-03/): The top 5 launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 3 Oct 2026, each with its source.
+
 ### internals
 
 - [The Spend Counter That Went Back to Zero](https://munderdiffl.in/blog/the-spend-counter-that-went-back-to-zero/): Our own floor was under reporting what it cost by 59 percent. The counter was cumulative since process start, the app restarts, and the session id stayed the same. Here is how a monotonic invariant let us recover the real number from an append-only log.
@@ -287,27 +312,6 @@ Saturday 24 October 2026.
 - [The Office Parody Behind Munder Difflin (and Why It Helps)](https://munderdiffl.in/blog/the-office-parody-behind-munder-difflin/): Why Munder Difflin is a loving parody of The Office — and how the office metaphor makes a hive of AI agents genuinely easier to understand and trust.
 - [Why We Built Munder Difflin](https://munderdiffl.in/blog/why-we-built-munder-difflin/): The origin story of Munder Difflin — how the pain of juggling Claude Code terminals led to a coordinated, memory-backed hive of agents you can watch.
 
-### news
-
-- [Agent Tools Today, 22 Oct 2026: Claude API 2026-10-21, LayerFS 1.0, PHP2Shell](https://munderdiffl.in/blog/agent-tools-today-2026-10-22/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 22 Oct 2026, each with its source.
-- [Agent Tools Today, 21 Oct 2026: DeepInfer, Voxtral 3, Claude Code 2.1.305](https://munderdiffl.in/blog/agent-tools-today-2026-10-21/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 21 Oct 2026, each with its source.
-- [Agent Tools Today, 19 Oct 2026: DeepSeek Search API, Sphinx, OpenClaw 2026.10.5](https://munderdiffl.in/blog/agent-tools-today-2026-10-19/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 19 Oct 2026, each with its source.
-- [Agent Tools Today, 18 Oct 2026: LeanREA Takes On REA, FLUX 3 Image Klein, Hy Memory](https://munderdiffl.in/blog/agent-tools-today-2026-10-18/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 18 Oct 2026, each with its source.
-- [Agent Tools Today, 17 Oct 2026: Muse Spark Open on Mac Studio, StarSkirmish, Claude Design Closes](https://munderdiffl.in/blog/agent-tools-today-2026-10-17/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 17 Oct 2026, each with its source.
-- [Agent Tools Today, 16 Oct 2026: Muse Spark Open, Tiny Little Office, OpenCode Ends Sharing](https://munderdiffl.in/blog/agent-tools-today-2026-10-16/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 16 Oct 2026, each with its source.
-- [Agent Tools Today, 15 Oct 2026: OpenCode 2.0, Hermes Agent v0.22.0, a Lost TV Season](https://munderdiffl.in/blog/agent-tools-today-2026-10-15/): The top launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 15 Oct 2026, each with its source.
-- [Agent Tools Today, 13 Oct 2026: Muse Wonder, GLM-Legal, the Codex Daemon Issue](https://munderdiffl.in/blog/agent-tools-today-2026-10-13/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 13 Oct 2026, each with its source.
-- [Agent Tools Today, 12 Oct 2026: WordCraft 0.5.0, Genkit Dart 1.0, 500 Billion Tokens](https://munderdiffl.in/blog/agent-tools-today-2026-10-12/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 12 Oct 2026, each with its source.
-- [Agent Tools Today, 11 Oct 2026: Dynamic Workflows, TypeSafe AI's Raise, OpenCode 1.19.0](https://munderdiffl.in/blog/agent-tools-today-2026-10-11/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 11 Oct 2026, each with its source.
-- [Agent Tools Today, 10 Oct 2026: MXC SDK 1.0, Claude Code 2.1.296, Microsoft-Decision-1](https://munderdiffl.in/blog/agent-tools-today-2026-10-10/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 10 Oct 2026, each with its source.
-- [Agent Tools Today, 9 Oct 2026: Gemini Agent, Codex CLI 0.162.0, Step 5 Preview](https://munderdiffl.in/blog/agent-tools-today-2026-10-09/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 9 Oct 2026, each with its source.
-- [Agent Tools Today, 8 Oct 2026: Claude Haiku 5.5, GPT-6 Intelligent UI, Docker Agent](https://munderdiffl.in/blog/agent-tools-today-2026-10-08/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 8 Oct 2026, each with its source.
-- [Agent Tools Today, 7 Oct 2026: Mistral Large 4, EmbeddingGemma 2, OpenAI Decisions API](https://munderdiffl.in/blog/agent-tools-today-2026-10-07/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 7 Oct 2026, each with its source.
-- [Agent Tools Today, 6 Oct 2026: OpenAI Text Watermarks, Reflection Beam, Cloudflare Web Search](https://munderdiffl.in/blog/agent-tools-today-2026-10-06/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 6 Oct 2026, each with its source.
-- [Agent Tools Today, 5 Oct 2026: Paperclip Goes Full Auto, Strata's Codex API, Cloudflare's Git Contest](https://munderdiffl.in/blog/agent-tools-today-2026-10-05/): The top launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 5 Oct 2026, each with its source.
-- [Agent Tools Today, 4 Oct 2026: You should Know, OpenClaw's Android Wait, Codex Wish List](https://munderdiffl.in/blog/agent-tools-today-2026-10-04/): The top 5 launches, skills and plugins, multi agent moves, rising repos and arguments in coding agents on 4 Oct 2026, each with its source.
-- [Agent Tools Today, 3 Oct 2026: Claude Code Mods, OpenDots, Conductor Mobile](https://munderdiffl.in/blog/agent-tools-today-2026-10-03/): The top 5 launches, skills and MCP servers, multi agent moves, rising repos and arguments in coding agents on 3 Oct 2026, each with its source.
-
 ### orchestration
 
 - [Deploy a PR Reviewer That Never Sleeps — In About One Prompt](https://munderdiffl.in/blog/deploy-automated-pr-reviewer-agent/): A how-to for standing up a fully automated PR-reviewing agent in Munder Difflin — one that reads your real source (not just the PR description), de-dupes noise, and only escalates what matters. With a real triage run that turned 22 duplicate firings into a clean v0.2.5 patch queue.
diff --git a/docs/sitemap.xml b/docs/sitemap.xml
index cb8e8a821a..8bb16f2977 100644
--- a/docs/sitemap.xml
+++ b/docs/sitemap.xml
@@ -10,7 +10,7 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
   <url>
     <loc>https://munderdiffl.in/</loc>
-    <lastmod>2026-10-22</lastmod>
+    <lastmod>2026-10-23</lastmod>
     <changefreq>weekly</changefreq>
     <priority>1.0</priority>
   </url>
@@ -21,6 +21,30 @@
   <url><loc>https://munderdiffl.in/blog/</loc><changefreq>daily</changefreq><priority>0.9</priority></url>
   <url><loc>https://munderdiffl.in/blog/topics/</loc><changefreq>weekly</changefreq><priority>0.6</priority></url>
   <url><loc>https://munderdiffl.in/blog/about/</loc><changefreq>monthly</changefreq><priority>0.4</priority></url>
+  <url>
+    <loc>https://munderdiffl.in/blog/agent-tools-today-2026-10-23/</loc>
+    <lastmod>2026-10-23</lastmod>
+    <changefreq>monthly</changefreq>
+    <priority>0.8</priority>
+  </url>
+  <url>
+    <loc>https://munderdiffl.in/blog/ai-agent-office-github/</loc>
+    <lastmod>2026-10-23</lastmod>
+    <changefreq>monthly</changefreq>
+    <priority>0.8</priority>
+  </url>
+  <url>
+    <loc>https://munderdiffl.in/blog/black-october-php2shell/</loc>
+    <lastmod>2026-10-23</lastmod>
+    <changefreq>monthly</changefreq>
+    <priority>0.8</priority>
+  </url>
+  <url>
+    <loc>https://munderdiffl.in/blog/claude-duet-app/</loc>
+    <lastmod>2026-10-23</lastmod>
+    <changefreq>monthly</changefreq>
+    <priority>0.8</priority>
+  </url>
   <url>
     <loc>https://munderdiffl.in/blog/agent-tools-today-2026-10-22/</loc>
     <lastmod>2026-10-22</lastmod>
@@ -1479,12 +1503,12 @@
     <changefreq>monthly</changefreq>
     <priority>0.8</priority>
   </url>
-  <url><loc>https://munderdiffl.in/blog/topics/concepts/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url>
   <url><loc>https://munderdiffl.in/blog/topics/guides/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url>
+  <url><loc>https://munderdiffl.in/blog/topics/concepts/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url>
   <url><loc>https://munderdiffl.in/blog/topics/comparisons/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url>
+  <url><loc>https://munderdiffl.in/blog/topics/news/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url>
   <url><loc>https://munderdiffl.in/blog/topics/internals/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url>
   <url><loc>https://munderdiffl.in/blog/topics/story/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url>
-  <url><loc>https://munderdiffl.in/blog/topics/news/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url>
   <url><loc>https://munderdiffl.in/blog/topics/orchestration/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url>
   <url><loc>https://munderdiffl.in/blog/topics/use-cases/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url>
   <url><loc>https://munderdiffl.in/blog/topics/memory/</loc><changefreq>weekly</changefreq><priority>0.5</priority></url>