-**The workbench for long-horizon research.**
+**Turn long-horizon goals into verifiable results.**
-For enterprise teams, research organizations, and independent builders.
-Coordinate agents around complex research goals, preserve decisions and evidence across sessions, inspect outcomes and costs, and carry findings into the next step. Open source and local first, with support for Codex, Claude Code, DeepSeek Harness, and other supported runtimes.
-TypeScript control plane · evidence-bound research · recoverable agent collaboration
+A local-first control plane and research workbench for agents and teams.
+Keep goals, decisions, ownership and evidence across sessions. Work with the runtimes you already use: Codex, Claude Code, DeepSeek Harness and others.
[](https://github.com/loopx-project/loopx/releases/latest) [](LICENSE) [](docs/architecture/rfcs/typescript-control-plane-migration-v0.md) [](https://discord.gg/XmGgQyCFZd)
-
+[Get started](#quick-start) · [Why LoopX](#why-loopx) · [See it in action](#see-loopx-in-action) · [Evidence](#evidence) · [Contribute](#contributing) · [Docs](https://loopx-project.github.io/loopx/docs/) · [简体中文](README.zh-CN.md)
-[Get started](#try-loopx) · [2.0 upgrade guide](docs/product/releases/v2.0.0.md) · [Research workbench](#research-workbench) · [LHTB results](#lhtb-results) · [Docs](https://loopx-project.github.io/loopx/docs/) · [简体中文](README.zh-CN.md)
+
-
-Watch the research-workbench film · 86s · transcripts, subtitles and sources. Recorded App excerpts, synthetic examples and illustrations are labelled.
+---
-**Start in Codex App in two steps.** Python 3.11+ and Node.js 22.22.3+ are required (Node 24 LTS recommended). Install once:
+
+
+## Start in two steps
+
+With Python 3.11+ and Node.js 22.22.3+ (24 LTS recommended), install once:
```bash
python3 -m pip install --upgrade loopx && loopx workflow-skills --install
```
-Restart Codex App, then type this in a thread opened on your project:
+Restart your Agent host, open your project, then give Codex a concrete task:
```text
$loopx fix the open PR review feedback and keep the patch reviewable
```
-LoopX connects the project, plans the work as Todos and sets up the heartbeat that keeps it moving. Claude Code uses /loopx <complex task> · other Agent hosts
+Claude Code uses `/loopx `. [Other hosts, install options and upgrades ↓](#try-loopx)
-**[LHTB](https://zli12321.github.io/LHTB/index.html) · 46 tasks · GPT-5.6 Sol:** LoopX 1.0.3 Heartbeat reaches **0.4948 mean reward** — **+17.3% vs Plain Codex**, **+10.6% vs native Codex Goal**.
-Results and pass rates ↓
+
-
+## Why LoopX
----
+An agent can finish a task in one session. Long-running work is harder:
+objectives change, owner decisions appear, evidence goes stale, and agents
+hand work to peers. A timer can keep a loop running without making it useful.
+
+- **Continue without starting over.** Keep the Goal, accepted requirements,
+ decisions and evidence across sessions and restarts.
+- **Coordinate without losing ownership.** Connect delegated work, dependent
+ artifacts, review and returned results while keeping responsibility explicit.
+- **Judge progress by what changed.** Inspect deliverables, supporting and
+ refuting evidence, costs and the next decision—not just activity.
-**More verified work. Less human attention.** A control plane for long-horizon agents
-and personal agent teams gives LoopX durable goals, bounded continuation, peer
-ownership and recoverable handoffs. Your runtime
-provides the model and tools; LoopX keeps track of what to do next, what is
-accepted, and when to ask you.
+Your Agent runtime supplies the model and tools. LoopX carries durable
+control state for long-horizon agents and personal agent teams across
+engineering, research and operations. Human authorization still governs protected actions.
@@ -52,20 +60,58 @@ accepted, and when to ask you.
| Manage personal projects, schedules and decisions in one place | [Personal Agent Workspace](#meet-the-personal-agent-workspace) |
| Let agents collaborate and deliver verifiable results | [Agent collaboration guide](docs/product/use-cases/cross-runtime/README.md) |
-## LoopX 2.0
+
+How the control plane works and where it fits
-| A shared control plane | A long-horizon research workbench |
-| --- | --- |
-| TypeScript owns the migrated transactions, authority and recovery rules. Python retains real host/provider IO and specialized computation. | Follow a research question through delegated work, Explore history, artifacts, trajectory analysis and the next decision. |
-| [Two months of engineering, source history and core statistics](https://loopx-project.github.io/loopx/blog/typescript-control-plane-refactor/) | [Watch the 86-second film](https://github.com/user-attachments/assets/543af0b1-c3d4-4cfb-aedd-a68563a20601) · [Read the analysis contract](docs/reference/trajectory-assessment.md) |
+LoopX keeps the durable control state in one compact layer:
-**Upgrading from 1.x?** 2.0 retires ordinary writes to unpromoted Markdown Goals.
-Review the [migration and recovery guide](docs/product/releases/v2.0.0.md) before
-continuing those Goals. Installation does not silently convert existing state.
+
+
+
+
+
+Agent runtimes execute the work. LoopX governs the state that lets engineering,
+research, discovery, and operations loops continue across runs. It is not
+another agent framework or a provider-specific orchestration runtime.
+
+
+
+
+
+
+A useful mental model is an
+**[agent-native Kanban for long-running work](docs/development/control-plane-course/00-concept-primer.md)**.
+Cards carry identity, authority, evidence, and continuation. Moves are validated
+operators such as claim, gate, monitor, and writeback. The board is a
+projection; LoopX state remains the source of truth.
+
+Registered agents are peers. Claims, leases, task boundaries, capabilities, and
+typed continuation decide who acts next; no durable leader identity is
+required.
+
+LoopX is useful when you run:
+
+- multi-day engineering, research, benchmark, or experiment objectives;
+- issue and PR loops that must preserve scope, evidence, and review state;
+- recurring heartbeat or monitor work;
+- projects with owner, safety, publication, or private-data gates;
+- peer-agent teams where ownership, leases, and handoff matter;
+- creator, research, or operations workflows whose progress must remain
+ legible to a non-engineering operator.
+
+LoopX is not an autonomous production controller. Dangerous permissions,
+publishing, production writes, and final ownership stay with the human.
+
+
+
+## See LoopX in Action
+
+
+Watch the research-workbench film · 86s · transcripts, subtitles and sources. Recorded App excerpts, synthetic examples and illustrations are labelled.
-## Research that can continue
+### Research that can continue
Open a Goal to inspect its work, responsible Agents and recorded Explore history.
Use **Deep analysis** to inspect a registered trajectory, its citations, native
@@ -76,7 +122,7 @@ uses the configured host and account.
Keep supported, refuted and unknown findings visible. Inspect why an approach
changed or continued, then carry the evidence into the next attempt.
-## Meet the Personal Agent Workspace
+### Meet the Personal Agent Workspace
Keep long-horizon goals in one local-first workspace. Goals, attention,
conversations, tasks, files, schedules, and recovery stay durable across days,
@@ -129,82 +175,114 @@ from this reproducible workspace. [Scenarios and replay instructions](demo/works
· [Read the workspace guide](docs/guides/personal-workspace-user-guide.md)
· [Try the five-minute tour](docs/guides/personal-workspace-trial-guide.md)
-
+## Try LoopX
-## Why LoopX
+Install once:
-An agent can finish a task in one session. Long-running work is harder:
-objectives change, owner decisions appear, evidence goes stale, agents hand work
-to peers, and a scheduler can keep spending after no useful transition remains.
-Chat memory and a timer are not enough to govern that.
+```bash
+python3 -m pip install --upgrade loopx && loopx workflow-skills --install
+```
-LoopX keeps the durable control state in one compact layer:
+### Start From Your Agent
-
-
-
-
+Restart your Agent host, then start from a session opened on your project:
-Agent runtimes execute the work. LoopX governs the state that lets engineering,
-research, discovery, and operations loops continue across runs. It is not
-another agent framework or a provider-specific orchestration runtime.
+| Host | Type |
+| --- | --- |
+| Codex App, Codex CLI | `$loopx ` |
+| Claude Code | `/loopx ` |
+| DeepSeek Harness | Install the [native DSH plugin](packages/dsh-loopx-plugin/README.md), select the `loopx` skill, then describe the task |
-
-
-
-
+For example, give your Agent a concrete outcome:
-A useful mental model is an
-**[agent-native Kanban for long-running work](docs/development/control-plane-course/00-concept-primer.md)**.
-Cards carry identity, authority, evidence, and continuation. Moves are validated
-operators such as claim, gate, monitor, and writeback. The board is a
-projection; LoopX state remains the source of truth.
+```text
+$loopx fix the open PR review feedback and keep the patch reviewable
+```
-Registered agents are peers. Claims, leases, task boundaries, capabilities, and
-typed continuation decide who acts next; no durable leader identity is
-required.
+LoopX reuses existing project state or connects the project, plans the work as
+Todos and sets up the host's loop. `loopx status` shows the goal, any decision
+waiting for you and the next Todo; `loopx doctor` diagnoses the install.
-LoopX is useful when you run:
+Requires Python 3.11+ and Node.js 22.22.3+ (24 LTS recommended).
+[Installing LoopX](docs/guides/installing-loopx.md) covers native Windows,
+`pipx`, upgrades, rollback and uninstall.
-- multi-day engineering, research, benchmark, or experiment objectives;
-- issue and PR loops that must preserve scope, evidence, and review state;
-- recurring heartbeat or monitor work;
-- projects with owner, safety, publication, or private-data gates;
-- peer-agent teams where ownership, leases, and handoff matter;
-- creator, research, or operations workflows whose progress must remain
- legible to a non-engineering operator.
+**Upgrading from 1.x?** Read the [2.0 migration and recovery guide](docs/product/releases/v2.0.0.md) before continuing existing Goals.
-LoopX is not an autonomous production controller. Dangerous permissions,
-publishing, production writes, and final ownership stay with the human.
+
+Other hosts, loop drivers and custom runners
-### Personal Agents, Teams, and Self-Improving Workflows
+| Host | Recommended start | Loop driver |
+| --- | --- | --- |
+| Codex App | `$loopx `, or choose `loopx` from `/skills`, in a thread opened on the project. | Codex App heartbeat automation, refreshed from `quota should-run.scheduler_hint` |
+| Codex App over SSH | `loopx agent-onboard --agent-type codex-app-ssh --project .` | The returned visible `/goal ` |
+| Codex CLI | Start `codex` in the project, then `$loopx ` or `/skills`. | Visible `/goal `; no hidden headless execution by default |
+| Claude Code | Install the opt-in adapter, then run `/loopx ` followed by `/loop`. | Native Claude Code `/loop` gated by LoopX |
+| KunlunCode | Run `loopx-kunluncode connect --project . --goal-id --agent-id `, add a bounded todo, then run `loopx-kunluncode run --project .`. | Native Goal Pro through app-server; LoopX writes completion and quota only after strict verification |
+| OpenCode | Install the static command facade; opt in to `--with-goal-bridge` for recurring goals. | OpenCode command facade and explicit goal bridge |
+| Pi | Install the opt-in goal extension with `loopx slash-commands --install --surface pi`, then use `/loopx ` from a trusted Pi session. | Visible Pi goal extension gated by LoopX quota (`loopx_goal_activate` + `agent_settled` continuation) |
+| ZCode | Install the skill facade with `loopx slash-commands --install --surface zcode`, then invoke the `$loopx` skill (or `/loopx `) from a ZCode session in the project. | The ZCode session's own turn loop; every continuation enters through `quota should-run` |
+| Antigravity CLI (agy) | Install the skill facade with `loopx slash-commands --install --surface agy`, then invoke the `loopx` skill (or `/loopx `) from an `agy` session in the project. | The session's native `/goal` loop (audited until ``) with `schedule` self-wakes while the session lives; the facade instructs every turn/wake to re-enter through `quota should-run` — advisory pacing, not a host-enforced gate |
+| Kiro CLI | Install the skill facade with `loopx slash-commands --install --surface kiro-cli`, then run `/loopx ` from a `kiro-cli` session in the project. | The session's native `/goal --max Done when: ` loop, with the acceptance criteria stated inside the goal statement because the host derives them from it, bounded by the host's own iteration budget (default 5) and settled through the built-in `goal` completion contract; the facade instructs every turn and iteration to re-enter through `quota should-run` — advisory pacing, not a host-enforced gate |
+| DeepSeek Harness (dsh) | Install the [native DSH plugin](packages/dsh-loopx-plugin/README.md), select the `loopx` skill, and describe the task. The [dsh goal-mode adapter](loopx/dsh_goal_mode/README.md) remains available for headless turns. | Native same-session continuation and GoalBar, or headless dsh segments; both remain gated by LoopX authority |
+| Cursor, shell, or custom runner | `loopx start-goal --guided --project . --goal-text ""`, or call LoopX from your runner. | Your shell, scheduler, or runner |
-[Meta Muse](https://about.fb.com/news/2026/09/introducing-muse-personal-ai-agent/)
-and [Grok Bot](https://x.ai/news/introducing-grok-bot) make persistent personal
-agents and delegated work a familiar product idea. LoopX approaches that space
-as an open, provider-neutral control plane for agents you already run—not as a
-hosted replacement for either product.
+The exact, copy-ready setup messages and host recovery paths live in
+[Getting Started](docs/guides/getting-started.md). Host integrations can inspect
+the [Codex App host command registry contract](docs/reference/protocols/codex-app-host-command-registry-v0.md),
+the [Codex CLI packaged install path](docs/product/runtimes/codex-cli/codex-cli-packaged-install.md),
+the [Claude Code adapter](loopx/claude_goal_mode/README.md), the
+[KunlunCode native Goal adapter](loopx/kunluncode_goal_mode/README.md), the
+[Kiro CLI goal-mode adapter](loopx/kiro_cli_goal_mode/README.md), or the
+[DeepSeek Harness turn adapter](loopx/dsh_goal_mode/README.md).
-- **Personal agent:** use the shipped Workspace and connected Lark surfaces to
- inspect goals, steer work and resolve decisions. The
- [persistent steward and semantic handoff RFC](docs/architecture/rfcs/capable-manager-semantic-handoff-v0.md)
- extends this toward one capable front door for a team; the complete journey
- remains under qualification.
-- **Agent team:** share goals without erasing worker ownership. Claims, evidence
- and explicit returns keep implementation and review connected. See the
- [three-agent collaboration demo](examples/collaboration-delivery/README.md)
- for a bounded example, including corrections and two review rounds.
-- **Self-improving workflows:** connect feedback to the next attempt through
- [Reward Memory](loopx/capabilities/reward_memory/README.md), and evaluate
- candidate changes through [Explore](loopx/capabilities/explore/README.md).
- Both are optional. The link to **recursive self-improvement (RSI)** is the
- engineering loop—propose, test, review, retain—not a claim that LoopX has
- demonstrated autonomous model improvement or compounding capability gains.
+See the [60-second DSH × LoopX Replan recording and reproducible
+fixture](docs/showcases/cases/dsh-loopx-replan-demo.md) for the native path:
+install the plugin, select one skill, change a material constraint, and inspect
+the preserved decision trail.
-A personal steward is an interaction role, not a second source of authority.
-Background execution still needs an available host and configured runtime.
-The [overall roadmap](docs/architecture/rfcs/loopx-overall-roadmap-v0.md)
-separates shipped foundations from the next end-to-end acceptance milestones.
+For custom runners, start with the
+[minimal custom runtime example](docs/guides/minimal-custom-runtime-example.md)
+(`python3 examples/custom-runtime-minimal-cli-turn-smoke.py`), then the full
+[Embed LoopX in Your Agent Runner](docs/guides/custom-agent-runner-integration.md)
+guide and the [worker bridge install contract](docs/integrations/worker-bridge-install-contract.md).
+The core tick is deliberately small:
+
+```text
+loopx quota should-run # should this registered agent act now?
+loopx todo claim # who owns this slice?
+loopx todo update # what changed?
+loopx refresh-state # what should the next turn see?
+loopx quota spend-slot # account for a completed, validated slice
+```
+
+Clone-based install is only for contributors who want the live canary wrapper:
+
+```bash
+git clone https://github.com/loopx-project/loopx ~/loopx
+~/loopx/scripts/install-local.sh
+loopx doctor
+```
+
+
+
+### First-Run Feedback
+
+If LoopX works for you, a one-minute public issue helps us learn what a real
+first run looks like. It is optional, contains no telemetry, and should not
+include logs, paths, credentials, internal project names, or goal contents:
+
+- [First-run feedback](https://github.com/loopx-project/loopx/issues/new?template=first_run.yml)
+- [Usage story for longer runs](https://github.com/loopx-project/loopx/issues/new?template=usage_story.yml)
+
+`loopx first-run-report` prints the same prefilled link locally without
+sending anything.
+
+Basic usage statistics default on after first-use disclosure: a daily random-ID
+heartbeat for platform support and continued use, plus separate ID-free CLI
+counts. No content is collected. Disable both in Settings → Capability Center
+or with `loopx usage-ping disable` / `LOOPX_USAGE_PING=0`; inspect payloads with
+`loopx usage-ping status`. See [Basic usage statistics](docs/reference/usage-ping.md).
@@ -311,156 +389,63 @@ independent reproduction, or a production result.
throughput gain is for GLM-5.3-Flash at 1M input tokens, 4×H200, TP4, C1.
[Inspect the workflow, full conditions, and evidence boundary](docs/showcases/cases/independent-vllm-long-context-optimization.md).
-These are four featured independent-user cases, not the full inventory. Browse the
-[complete Showcase catalog](docs/showcases/README.md) for contributor cases,
-creator dogfooding, reproducible demos, and explicit evidence-strength labels.
-
-### Exploratory Benchmark Studies
-
-- **[SWE-Marathon](https://loopx-project.github.io/loopx/benchmarks/swe-marathon/):**
- Five execution modes on 15 matched tasks compare self-verification, scores,
- and cost. More self-verification did not consistently yield higher scores.
-- **[LHTB × LoopX](https://loopx-project.github.io/loopx/benchmarks/lhtb/):**
- The [results above](#lhtb-results) lead into five execution mechanisms,
- task-level comparisons, regressions, and exploratory task-type analysis.
-- **[DeepSWE behavior analysis](https://loopx-project.github.io/loopx/benchmarks/deepswe/behavior-discovery/)** (Chinese):
- Selected cases examine how domain hints relate to requirement retention and
- verification choices, offering mechanism hypotheses for further testing.
-
-SWE-Marathon and LHTB have one effective trial per task and mode; DeepSWE uses
-selected cases and post-hoc analysis.
-
-More inspectable surfaces:
-
-- the [public homepage](https://loopx-project.github.io/loopx/) for the product
- narrative, quick start, and long-running evidence;
-- the [complete Showcase catalog](docs/showcases/README.md) and its
- [bilingual hosted index](docs/showcases/index.html);
-- the [Agent collaboration guide](docs/product/use-cases/cross-runtime/README.md) for dependent artifacts, independent review and returned results;
-- the public [user manual](https://my.feishu.cn/wiki/CaL5wMk9ui17ngkWzeUcMlAYnZg).
-
-
-
-## Try LoopX
-
-Install once:
-
-```bash
-python3 -m pip install --upgrade loopx && loopx workflow-skills --install
-```
-
-### Start From Your Agent
-
-Restart your Agent host, then start from a session opened on your project:
-
-| Host | Type |
-| --- | --- |
-| Codex App, Codex CLI | `$loopx ` |
-| Claude Code | `/loopx ` |
-| DeepSeek Harness | Install the [native DSH plugin](packages/dsh-loopx-plugin/README.md), select the `loopx` skill, then describe the task |
-
-LoopX reuses existing project state or connects the project, plans the work as
-Todos and sets up the host's loop. `loopx status` shows the goal, any decision
-waiting for you and the next Todo; `loopx doctor` diagnoses the install.
-
-Requires Python 3.11+ and Node.js 22.22.3+ (24 LTS recommended).
-[Installing LoopX](docs/guides/installing-loopx.md) covers native Windows,
-`pipx`, upgrades, rollback and uninstall.
-
-
-Other hosts, loop drivers and custom runners
-
-| Host | Recommended start | Loop driver |
-| --- | --- | --- |
-| Codex App | `$loopx `, or choose `loopx` from `/skills`, in a thread opened on the project. | Codex App heartbeat automation, refreshed from `quota should-run.scheduler_hint` |
-| Codex App over SSH | `loopx agent-onboard --agent-type codex-app-ssh --project .` | The returned visible `/goal ` |
-| Codex CLI | Start `codex` in the project, then `$loopx ` or `/skills`. | Visible `/goal `; no hidden headless execution by default |
-| Claude Code | Install the opt-in adapter, then run `/loopx ` followed by `/loop`. | Native Claude Code `/loop` gated by LoopX |
-| KunlunCode | Run `loopx-kunluncode connect --project . --goal-id --agent-id `, add a bounded todo, then run `loopx-kunluncode run --project .`. | Native Goal Pro through app-server; LoopX writes completion and quota only after strict verification |
-| OpenCode | Install the static command facade; opt in to `--with-goal-bridge` for recurring goals. | OpenCode command facade and explicit goal bridge |
-| Pi | Install the opt-in goal extension with `loopx slash-commands --install --surface pi`, then use `/loopx ` from a trusted Pi session. | Visible Pi goal extension gated by LoopX quota (`loopx_goal_activate` + `agent_settled` continuation) |
-| ZCode | Install the skill facade with `loopx slash-commands --install --surface zcode`, then invoke the `$loopx` skill (or `/loopx `) from a ZCode session in the project. | The ZCode session's own turn loop; every continuation enters through `quota should-run` |
-| Antigravity CLI (agy) | Install the skill facade with `loopx slash-commands --install --surface agy`, then invoke the `loopx` skill (or `/loopx `) from an `agy` session in the project. | The session's native `/goal` loop (audited until ``) with `schedule` self-wakes while the session lives; the facade instructs every turn/wake to re-enter through `quota should-run` — advisory pacing, not a host-enforced gate |
-| Kiro CLI | Install the skill facade with `loopx slash-commands --install --surface kiro-cli`, then run `/loopx ` from a `kiro-cli` session in the project. | The session's native `/goal --max Done when: ` loop, with the acceptance criteria stated inside the goal statement because the host derives them from it, bounded by the host's own iteration budget (default 5) and settled through the built-in `goal` completion contract; the facade instructs every turn and iteration to re-enter through `quota should-run` — advisory pacing, not a host-enforced gate |
-| DeepSeek Harness (dsh) | Install the [native DSH plugin](packages/dsh-loopx-plugin/README.md), select the `loopx` skill, and describe the task. The [dsh goal-mode adapter](loopx/dsh_goal_mode/README.md) remains available for headless turns. | Native same-session continuation and GoalBar, or headless dsh segments; both remain gated by LoopX authority |
-| Cursor, shell, or custom runner | `loopx start-goal --guided --project . --goal-text ""`, or call LoopX from your runner. | Your shell, scheduler, or runner |
-
-The exact, copy-ready setup messages and host recovery paths live in
-[Getting Started](docs/guides/getting-started.md). Host integrations can inspect
-the [Codex App host command registry contract](docs/reference/protocols/codex-app-host-command-registry-v0.md),
-the [Codex CLI packaged install path](docs/product/runtimes/codex-cli/codex-cli-packaged-install.md),
-the [Claude Code adapter](loopx/claude_goal_mode/README.md), the
-[KunlunCode native Goal adapter](loopx/kunluncode_goal_mode/README.md), the
-[Kiro CLI goal-mode adapter](loopx/kiro_cli_goal_mode/README.md), or the
-[DeepSeek Harness turn adapter](loopx/dsh_goal_mode/README.md).
-
-See the [60-second DSH × LoopX Replan recording and reproducible
-fixture](docs/showcases/cases/dsh-loopx-replan-demo.md) for the native path:
-install the plugin, select one skill, change a material constraint, and inspect
-the preserved decision trail.
-
-For custom runners, start with the
-[minimal custom runtime example](docs/guides/minimal-custom-runtime-example.md)
-(`python3 examples/custom-runtime-minimal-cli-turn-smoke.py`), then the full
-[Embed LoopX in Your Agent Runner](docs/guides/custom-agent-runner-integration.md)
-guide and the [worker bridge install contract](docs/integrations/worker-bridge-install-contract.md).
-The core tick is deliberately small:
-
-```text
-loopx quota should-run # should this registered agent act now?
-loopx todo claim # who owns this slice?
-loopx todo update # what changed?
-loopx refresh-state # what should the next turn see?
-loopx quota spend-slot # account for a completed, validated slice
-```
-
-Clone-based install is only for contributors who want the live canary wrapper:
-
-```bash
-git clone https://github.com/loopx-project/loopx ~/loopx
-~/loopx/scripts/install-local.sh
-loopx doctor
-```
-
-
+These are four featured independent-user cases, not the full inventory. Browse the
+[complete Showcase catalog](docs/showcases/README.md) for contributor cases,
+creator dogfooding, reproducible demos, and explicit evidence-strength labels.
-### First-Run Feedback
+### Exploratory Benchmark Studies
-If LoopX works for you, a one-minute public issue helps us learn what a real
-first run looks like. It is optional, contains no telemetry, and should not
-include logs, paths, credentials, internal project names, or goal contents:
+- **[SWE-Marathon](https://loopx-project.github.io/loopx/benchmarks/swe-marathon/):**
+ Five execution modes on 15 matched tasks compare self-verification, scores,
+ and cost. More self-verification did not consistently yield higher scores.
+- **[LHTB × LoopX](https://loopx-project.github.io/loopx/benchmarks/lhtb/):**
+ The [results above](#lhtb-results) lead into five execution mechanisms,
+ task-level comparisons, regressions, and exploratory task-type analysis.
+- **[DeepSWE behavior analysis](https://loopx-project.github.io/loopx/benchmarks/deepswe/behavior-discovery/)** (Chinese):
+ Selected cases examine how domain hints relate to requirement retention and
+ verification choices, offering mechanism hypotheses for further testing.
-- [First-run feedback](https://github.com/loopx-project/loopx/issues/new?template=first_run.yml)
-- [Usage story for longer runs](https://github.com/loopx-project/loopx/issues/new?template=usage_story.yml)
+SWE-Marathon and LHTB have one effective trial per task and mode; DeepSWE uses
+selected cases and post-hoc analysis.
-`loopx first-run-report` prints the same prefilled link locally without
-sending anything.
+More inspectable surfaces:
-Basic usage statistics default on after first-use disclosure: a daily random-ID
-heartbeat for platform support and continued use, plus separate ID-free CLI
-counts. No content is collected. Disable both in Settings → Capability Center
-or with `loopx usage-ping disable` / `LOOPX_USAGE_PING=0`; inspect payloads with
-`loopx usage-ping status`. See [Basic usage statistics](docs/reference/usage-ping.md).
+- the [public homepage](https://loopx-project.github.io/loopx/) for the product
+ narrative, quick start, and long-running evidence;
+- the [complete Showcase catalog](docs/showcases/README.md) and its
+ [bilingual hosted index](docs/showcases/index.html);
+- the [Agent collaboration guide](docs/product/use-cases/cross-runtime/README.md) for dependent artifacts, independent review and returned results;
+- the public [user manual](https://my.feishu.cn/wiki/CaL5wMk9ui17ngkWzeUcMlAYnZg).
## Capabilities
-LoopX keeps the architecture explicit so the same governed outcome can survive
-a change of agent harness or external provider. The terms describe different
-boundaries rather than interchangeable kinds of plugin:
+Start with the outcome you need. Optional capabilities reuse the same Goal,
+work ownership and evidence; check their support and permission boundaries.
-| Boundary | Meaning | Go deeper |
+### Product Capability Paths
+
+Capabilities turn those generic primitives into outcome-owned work lanes. Start
+from the outcome, then inspect the current registered implementation and its
+write boundary:
+
+| You need to... | Capability | Start with |
| --- | --- | --- |
-| **Kernel** | Owns durable goal, todo, gate, evidence, quota, recovery, and scheduling truth. | [Architecture](docs/architecture.md) |
-| **Capability** | Defines a stable, provider-neutral contract for producing one bounded, verifiable caller outcome from LoopX state. | [Capability catalog](loopx/capabilities/README.md) |
-| **Provider** | Calls an external system or local implementation and returns bounded observations, effect results, and readback. | [Provider responsibilities](docs/reference/extensions.md#runtime-responsibilities) |
-| **Extension** | Packages and operates an optional provider through explicit install, readiness, enable, upgrade, disable, and rollback lifecycle. | [Extension lifecycle](docs/reference/extensions.md#runtime-lifecycle) |
+| Turn a public issue into a reviewable, evidence-backed change | [Issue Fix](loopx/capabilities/issue_fix/README.md) | `loopx capability show issue-fix --format json` |
+| Qualify the exact final diff before delivery | [Change Quality](loopx/capabilities/change_quality/README.md) | `loopx capability show change-quality-qualification --format json` |
+| Notice busy-but-off-goal work rounds before the periodic review | [Progress-Review Sentinel](loopx/capabilities/progress_review/README.md) | `loopx capability show progress-review-sentinel --format json` |
+| Preserve a changing stack of already reviewed branches | [Integration Branch](loopx/capabilities/integration_branch/README.md) | `loopx capability show integration-branch-reconcile --format json` |
+| Explore uncertain research without losing hypotheses and findings | [Explore](loopx/capabilities/explore/README.md) | `loopx capability show explore --format json` |
+| Rebase decisions on current evidence and verified outcomes | [Decision Context](loopx/capabilities/decision_context/README.md) | `loopx capability show decision-context --format json` |
+| Produce scheduled or progress-triggered reports with receipts | [Periodic Report](loopx/capabilities/periodic_report/README.md) | `loopx capability show periodic-report --format json` |
-Host declarations such as `--available-capability shell` describe observed
-execution support. They are runtime capacities in this product map, not product
-capabilities and not permission grants. The effective capability still applies
-its own policy and authority checks before proposing a transition.
+Run `loopx capability list --format json` for the authoritative catalog in the
+installed release. A capability detail reports its user value, maturity,
+provider readiness, entry commands, write boundaries, protocols, and durable
+validation. Browse the [human-readable capability index](loopx/capabilities/README.md)
+to choose by outcome; use [Extensions and Capabilities](docs/reference/extensions.md)
+when installing or building a provider.
### Core Control-Plane Promises
@@ -477,6 +462,25 @@ evidence → recovery; continuation → governance.
| What evidence changed? | Compact run history, validation, blockers, and accepted writeback. |
| May the loop continue? | Quota, capabilities, safe fallback, scheduler hints, and stop conditions. |
+
+Architecture, control-plane surfaces and runtime responsibilities
+
+LoopX keeps the architecture explicit so the same governed outcome can survive
+a change of agent harness or external provider. The terms describe different
+boundaries rather than interchangeable kinds of plugin:
+
+| Boundary | Meaning | Go deeper |
+| --- | --- | --- |
+| **Kernel** | Owns durable goal, todo, gate, evidence, quota, recovery, and scheduling truth. | [Architecture](docs/architecture.md) |
+| **Capability** | Defines a stable, provider-neutral contract for producing one bounded, verifiable caller outcome from LoopX state. | [Capability catalog](loopx/capabilities/README.md) |
+| **Provider** | Calls an external system or local implementation and returns bounded observations, effect results, and readback. | [Provider responsibilities](docs/reference/extensions.md#runtime-responsibilities) |
+| **Extension** | Packages and operates an optional provider through explicit install, readiness, enable, upgrade, disable, and rollback lifecycle. | [Extension lifecycle](docs/reference/extensions.md#runtime-lifecycle) |
+
+Host declarations such as `--available-capability shell` describe observed
+execution support. They are runtime capacities in this product map, not product
+capabilities and not permission grants. The effective capability still applies
+its own policy and authority checks before proposing a transition.
+
### Control-Plane Surface
| Surface | What it does | Start with |
@@ -496,29 +500,6 @@ fallbacks, peer todo ownership, quota and steering, compact run history,
evidence-backed handoff, a read-first management surface, project-level value
signals, and public/private boundary checks.
-### Product Capability Paths
-
-Capabilities turn those generic primitives into outcome-owned work lanes. Start
-from the outcome, then inspect the current registered implementation and its
-write boundary:
-
-| You need to... | Capability | Start with |
-| --- | --- | --- |
-| Turn a public issue into a reviewable, evidence-backed change | [Issue Fix](loopx/capabilities/issue_fix/README.md) | `loopx capability show issue-fix --format json` |
-| Qualify the exact final diff before delivery | [Change Quality](loopx/capabilities/change_quality/README.md) | `loopx capability show change-quality-qualification --format json` |
-| Notice busy-but-off-goal work rounds before the periodic review | [Progress-Review Sentinel](loopx/capabilities/progress_review/README.md) | `loopx capability show progress-review-sentinel --format json` |
-| Preserve a changing stack of already reviewed branches | [Integration Branch](loopx/capabilities/integration_branch/README.md) | `loopx capability show integration-branch-reconcile --format json` |
-| Explore uncertain research without losing hypotheses and findings | [Explore](loopx/capabilities/explore/README.md) | `loopx capability show explore --format json` |
-| Rebase decisions on current evidence and verified outcomes | [Decision Context](loopx/capabilities/decision_context/README.md) | `loopx capability show decision-context --format json` |
-| Produce scheduled or progress-triggered reports with receipts | [Periodic Report](loopx/capabilities/periodic_report/README.md) | `loopx capability show periodic-report --format json` |
-
-Run `loopx capability list --format json` for the authoritative catalog in the
-installed release. A capability detail reports its user value, maturity,
-provider readiness, entry commands, write boundaries, protocols, and durable
-validation. Browse the [human-readable capability index](loopx/capabilities/README.md)
-to choose by outcome; use [Extensions and Capabilities](docs/reference/extensions.md)
-when installing or building a provider.
-
### Runtime Responsibilities
| Role | Responsibility |
@@ -534,6 +515,108 @@ how an optional provider is packaged and managed, not another control-plane
owner. See [Architecture](docs/architecture.md) and
[Extensions and Capabilities](docs/reference/extensions.md).
+
+
+
+Personal agents, teams and self-improving workflows
+
+### Personal Agents, Teams, and Self-Improving Workflows
+
+[Meta Muse](https://about.fb.com/news/2026/09/introducing-muse-personal-ai-agent/)
+and [Grok Bot](https://x.ai/news/introducing-grok-bot) make persistent personal
+agents and delegated work a familiar product idea. LoopX approaches that space
+as an open, provider-neutral control plane for agents you already run—not as a
+hosted replacement for either product.
+
+- **Personal agent:** use the shipped Workspace and connected Lark surfaces to
+ inspect goals, steer work and resolve decisions. The
+ [persistent steward and semantic handoff RFC](docs/architecture/rfcs/capable-manager-semantic-handoff-v0.md)
+ extends this toward one capable front door for a team; the complete journey
+ remains under qualification.
+- **Agent team:** share goals without erasing worker ownership. Claims, evidence
+ and explicit returns keep implementation and review connected. See the
+ [three-agent collaboration demo](examples/collaboration-delivery/README.md)
+ for a bounded example, including corrections and two review rounds.
+- **Self-improving workflows:** connect feedback to the next attempt through
+ [Reward Memory](loopx/capabilities/reward_memory/README.md), and evaluate
+ candidate changes through [Explore](loopx/capabilities/explore/README.md).
+ Both are optional. The link to **recursive self-improvement (RSI)** is the
+ engineering loop—propose, test, review, retain—not a claim that LoopX has
+ demonstrated autonomous model improvement or compounding capability gains.
+
+A personal steward is an interaction role, not a second source of authority.
+Background execution still needs an available host and configured runtime.
+The [overall roadmap](docs/architecture/rfcs/loopx-overall-roadmap-v0.md)
+separates shipped foundations from the next end-to-end acceptance milestones.
+
+
+
+## Contributing
+
+Help make long-horizon Agent work easier to run, inspect and trust.
+Contributions can start with a host integration, a reproducible bug, a
+documented workflow or a carefully bounded evidence study.
+
+External contributors should start with
+[Contributor Tasks](docs/development/contributor-tasks.md) for public, claimable work and
+[Contributing](CONTRIBUTING.md) for setup, validation, and boundary rules.
+Project roles and public history are recorded in
+[Governance](.github/GOVERNANCE.md),
+[Authors and Contributors](docs/project/authors.md), and
+[Project History](docs/project/history.md).
+
+LoopX keeps local active state separate from the public repository. Do not
+commit `.loopx/`, legacy `.codex/goals/`, live `ACTIVE_GOAL_STATE.md`, raw benchmark
+traces, credentials, private logs, or operator artifacts.
+
+
+
+## Community and Feedback
+
+LoopX is already running real long-running agent goals and is under active
+development. The most useful feedback comes from real long-running agent
+projects: where the control plane helped, where it felt heavy, and which gates
+or handoffs disappeared from view.
+
+- Use [GitHub Issues](https://github.com/loopx-project/loopx/issues) for
+ reproducible bugs, install problems, and feature requests.
+- Open PRs for docs fixes, showcase writeups, and small public-safe examples.
+- Join the [Discord community](https://discord.gg/XmGgQyCFZd), or use Lark or
+ WeChat below.
+
+See [Support](.github/SUPPORT.md) for channel routing, service boundaries, and
+official publication sources.
+
+
+
+
+
+
+ Lark: scan to join directly WeChat: huangrt00 · mention LoopX in the friend request
+
+
+## Partner Projects
+
+LoopX welcomes collaboration with other open-source projects to build the
+long-running agent ecosystem. Our confirmed partners include:
+
+- [OpenViking](https://github.com/volcengine/OpenViking) - Self-evolving
+ context database for AI agents
+- [NoKV](https://github.com/NoKV-Lab/NoKV) - AI native distributed file system
+
+
+
+## What's New in 2.0
+
+| A shared control plane | A long-horizon research workbench |
+| --- | --- |
+| TypeScript owns the migrated transactions, authority and recovery rules. Python retains real host/provider IO and specialized computation. | Follow a research question through delegated work, Explore history, artifacts, trajectory analysis and the next decision. |
+| [Two months of engineering, source history and core statistics](https://loopx-project.github.io/loopx/blog/typescript-control-plane-refactor/) | [Watch the 86-second film](https://github.com/user-attachments/assets/543af0b1-c3d4-4cfb-aedd-a68563a20601) · [Read the analysis contract](docs/reference/trajectory-assessment.md) |
+
+**Upgrading from 1.x?** 2.0 retires ordinary writes to unpromoted Markdown Goals.
+Review the [migration and recovery guide](docs/product/releases/v2.0.0.md) before
+continuing those Goals. Installation does not silently convert existing state.
+
## Advanced Paths
The first useful loop does not require every optional surface. Add these only
@@ -756,55 +839,6 @@ deeper documents and versioned protocols.
- [Ecosystem Adoption](docs/community/ecosystem-adoption.md) - integrations,
sampling, and derivatives we observe and track
-## Partner Projects
-
-LoopX welcomes collaboration with other open-source projects to build the
-long-running agent ecosystem. Our confirmed partners include:
-
-- [OpenViking](https://github.com/volcengine/OpenViking) - Self-evolving
- context database for AI agents
-- [NoKV](https://github.com/NoKV-Lab/NoKV) - AI native distributed file system
-
-
-
-## Community and Feedback
-
-LoopX is already running real long-running agent goals and is under active
-development. The most useful feedback comes from real long-running agent
-projects: where the control plane helped, where it felt heavy, and which gates
-or handoffs disappeared from view.
-
-- Use [GitHub Issues](https://github.com/loopx-project/loopx/issues) for
- reproducible bugs, install problems, and feature requests.
-- Open PRs for docs fixes, showcase writeups, and small public-safe examples.
-- Join the [Discord community](https://discord.gg/XmGgQyCFZd), or use Lark or
- WeChat below.
-
-See [Support](.github/SUPPORT.md) for channel routing, service boundaries, and
-official publication sources.
-
-
-
-
-
-
- Lark: scan to join directly WeChat: huangrt00 · mention LoopX in the friend request
-
-
-## Contributing
-
-External contributors should start with
-[Contributor Tasks](docs/development/contributor-tasks.md) for public, claimable work and
-[Contributing](CONTRIBUTING.md) for setup, validation, and boundary rules.
-Project roles and public history are recorded in
-[Governance](.github/GOVERNANCE.md),
-[Authors and Contributors](docs/project/authors.md), and
-[Project History](docs/project/history.md).
-
-LoopX keeps local active state separate from the public repository. Do not
-commit `.loopx/`, legacy `.codex/goals/`, live `ACTIVE_GOAL_STATE.md`, raw benchmark
-traces, credentials, private logs, or operator artifacts.
-
## Current Status
LoopX is a usable local control plane for long-running agent work and is
@@ -831,6 +865,8 @@ coordination, and an explicitly staged architecture and research incubator.
## Star History
+
+
Generated every six hours from GitHub's official stargazer timestamps using a repository-authorized workflow. A snapshot is published only when the fetched rows match GitHub's current star count; GitHub's image cache may delay refreshes.
diff --git a/README.zh-CN.md b/README.zh-CN.md
index cd0e680552..6e16564403 100644
--- a/README.zh-CN.md
+++ b/README.zh-CN.md
@@ -2,45 +2,48 @@
+
+
+ 
+
+
+