A reference for resource decisions
This site helps readers understand how automated systems allocate resources and how people can inspect and govern those decisions. Its initial focus is compute infrastructure, workload coordination, technology costs, and human oversight.
+About this reference
Purpose, authorship, editorial boundaries, and how this resource is maintained.
A reference for resource decisions
This site helps readers understand how automated systems allocate resources and how people can inspect and govern those decisions. Its initial focus is compute infrastructure, workload coordination, technology costs, and human oversight.
The project aims to earn trust through useful explanations, primary citations, clear limitations, and visible corrections. It does not claim to be the definitive authority or a standards body.
Maintainer and authorship
Mason Nguyen maintains the site and its public source repository. “ARM Editorial” identifies this site's editorial voice; it is not a claim that an independent editorial board exists. The initial reference articles were prepared with AI assistance, as disclosed on each article.
The proposed ARM working framework is attributed separately. Its existence does not establish consensus around that framework or the site's terminology.
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p{font-size:14px;color:var(--muted);margin-top:8px}.breadcrumb{display:flex;flex-wrap:wrap;gap:8px;line-height:1.7}.breadcrumb span[aria-current]{overflow-wrap:anywhere}.source-list p{font-size:13px;margin-top:8px}@media(max-width:500px){.topic-paths{grid-template-columns:1fr}} diff --git a/changelog/index.html b/changelog/index.html index faa3289..6cbe858 100644 --- a/changelog/index.html +++ b/changelog/index.html @@ -1,7 +1,7 @@ -Revision log
Material changes to the reference, its scope, and editorial practices.
15 October 2026 — standalone reference revision
-
+
- Reframed the homepage around a source-backed knowledge library.
- Removed commercial implementation referrals from the reference site's publishing model.
- Moved the attributed ARM proposal to a dedicated framework page. diff --git a/contribute/index.html b/contribute/index.html index 0272e0b..ec4ba8f 100644 --- a/contribute/index.html +++ b/contribute/index.html @@ -1,7 +1,7 @@ -
- Foundations and scope
What does autonomous resource management mean?
- Capacity and workload placement
Do I need more capacity, or a different allocation?
- Cost and operational evidence
What did the system consume, and what evidence explains it?
- Orchestration and human oversight
Which actions can a workflow take, and who can intervene?
Revision log
Material changes to the reference, its scope, and editorial practices.
15 October 2026 — standalone reference revision
Contribute or request a correction
A practical route for improving definitions, citations, examples, and industry coverage.
Suggest a factual correction
Open a correction request with the page URL, the exact passage, a proposed correction, and a supporting source. State whether the issue is a factual error, outdated information, unclear wording, or a missing perspective.
+Contribute or request a correction
A practical route for improving definitions, citations, examples, and industry coverage.
Suggest a factual correction
Open a correction request with the page URL, the exact passage, a proposed correction, and a supporting source. State whether the issue is a factual error, outdated information, unclear wording, or a missing perspective.
GitHub requires an account to submit an issue. Please omit private operational data, credentials, and personal information from public reports.
Contribute an article
Use the public repository to propose a Markdown article or an edit. Explain the topic's relevance, cite original sources, and distinguish sourced facts from your own examples and analysis.
Disclose relevant affiliations. State whether AI assisted with drafting or verification. Do not invent review credentials or imply that a cited project endorses this site.
diff --git a/docs/search-lab-baseline.json b/docs/search-lab-baseline.json new file mode 100644 index 0000000..9afacc0 --- /dev/null +++ b/docs/search-lab-baseline.json @@ -0,0 +1,27 @@ +{ + "url": "https://autonomousresourcemanagement.com/", + "fetchTime": "2026-10-16T14:45:09.239Z", + "lighthouseVersion": "13.5.0", + "formFactor": "mobile", + "scores": { + "performance": 1, + "accessibility": 1, + "best-practices": 1, + "seo": 1 + }, + "metrics": { + "largest-contentful-paint": { + "value": 830.3835, + "unit": "millisecond" + }, + "cumulative-layout-shift": { + "value": 0, + "unit": "unitless" + }, + "total-blocking-time": { + "value": 5.5, + "unit": "millisecond" + } + }, + "scope": "One live homepage lab run; screenshot inspected to confirm real content, not a browser challenge. Not field Core Web Vitals, a ranking prediction, or a site-wide certification." +} diff --git a/docs/technical-search-audit.md b/docs/technical-search-audit.md new file mode 100644 index 0000000..bdd8c17 --- /dev/null +++ b/docs/technical-search-audit.md @@ -0,0 +1,48 @@ +# Technical search and schema audit + +Property: autonomousresourcemanagement.com. Date: 16 October 2026. + +## Baseline observed on production + +- All 21 sitemap URLs returned HTML with HTTP 200, their exact apex HTTPS canonical, and no observed `noindex` header/tag or browser challenge in the public HTTP crawl. This is an ordinary client observation, not proof of what verified Googlebot receives. +- HTTP homepage redirects to HTTPS with 301. HTTPS www serves the same content with the apex canonical; it does not redirect. No DNS or hosting rules were changed. A host-level www redirect can be considered separately, but the canonical is already declared consistently. +- Homepage Lighthouse lab scores were 100 for performance, accessibility, best practices, and SEO. LCP was approximately 0.8 seconds, CLS 0, and total blocking time 10 milliseconds. The final screenshot showed the actual homepage. See `search-lab-baseline.json` for version/time and measured values. These are one-page lab results, not field Core Web Vitals, site-wide accessibility certification, or proof of ranking eligibility. +- Hostinger serves stylesheets with a seven-day browser cache lifetime. During PR #3 deployment, a verification request saw an older stylesheet. The new template uses a content-hashed CSS filename; the old path remains available for previously cached HTML. +- GSC Wizard refused access because its trial/subscription is inactive. No purchase was made. Native Google Search Console is free, but indexed status, Google-selected canonicals, actual query demand, and field performance have not been verified through it in this audit. + +## Schema implementation + +| Surface | Markup and relationship | +|---|---| +| Shared identity | One consistent WebSite, editorial Organization, and Person identity; ARM Editorial is an editorial identity, not an invented independent board. | +| Mason Nguyen | Person name and About anchor, with the LinkedIn `sameAs` supplied by the owner. LinkedIn blocked automated fetching; no credentials or employment details were inferred. | +| Every generated route | One self-identifying WebPage or appropriate subtype, linked to the WebSite. About uses AboutPage; search uses SearchResultsPage and remains noindex. | +| Wiki and framework | Article + TechArticle linked both ways to their WebPage. Existing authorship, revision date, and visible citations are retained. The framework remains an attributed proposal. | +| News | NewsArticle with visible publication/revision dates, actual attribution and source citations. Event dates are not substituted for publication dates. | +| Breadcrumbs | BreadcrumbList is generated from the same sequence used in the visible breadcrumb, including current page. | +| Wiki, news, sources | CollectionPage with ItemList, matching actual visible members and order. No ranking or rating semantics. | +| Historical practice | Existing CollectionPage retained; obsolete `#arm-term` reference replaced with the current definition URL, and website identity made explicit. | + +No invented publication dates, logos, article images, reviews, ratings, certifications, qualifications, FAQs, or HowTo markup were added. Optional fields are omitted when the page does not substantiate them. Generated index pages omit sitemap lastmod rather than inheriting an unrelated article's freshness. Source articles retain their real revision dates. + +`npm run check` validates 22 generated pages for unique titles/descriptions, canonicals, sitemap eligibility, graph identity/reference integrity, visible article metadata, breadcrumbs, and collection links. Historical practice receives an additional identity check. `npm test` includes negative fixtures for invented author references, invisible breadcrumb labels, and false update dates. `node scripts/audit-production-search.mjs` performs the repeatable public HTTP crawl. Local reports are written under `test-results/`. + +These checks establish the repository's explicit contract; they do not replace Google's Rich Results Test or Search Console URL Inspection. Google may choose not to show rich results even for valid markup. An attempted Google Rich Results code test returned “Log in and try again”; no independent Google validation result was obtained. Source-only implementation is not evidence of live publication; verify the release manifest after merge. + +## AI search eligibility and next priorities + +Google states that AI Overviews and AI Mode use ordinary SEO foundations and require indexed, snippet-eligible pages; no special AI schema or new text file is required. Existing `llms.txt` is an optional reader aid, not a Google requirement or a citation guarantee. + +The useful next work is substantive content: answer distinct reader questions, cite primary evidence close to the claim, distinguish observed results from interpretation, and keep dates and authorship accurate. The priority map is in `search-topic-strategy.md`. Do not manufacture numerous near-duplicate pages to cover variants. + +The unverified external checks are actual indexed status/selected canonicals, real query/page performance, Google Rich Results Test outcomes, and field Core Web Vitals. Obtain authorized native Search Console reporting or exports without purchasing another connector. No Search Console submissions, analytics activation, hosting changes, or social posts were performed. + +## Official guidance consulted + +- [Google Search technical requirements](https://developers.google.com/search/docs/essentials/technical) +- [AI features and your website](https://developers.google.com/search/docs/appearance/ai-features) +- [General structured-data policies](https://developers.google.com/search/docs/appearance/structured-data/sd-policies) +- [Article markup](https://developers.google.com/search/docs/appearance/structured-data/article) +- [Breadcrumb markup](https://developers.google.com/search/docs/appearance/structured-data/breadcrumb) +- [Site names](https://developers.google.com/search/docs/appearance/site-names) +- [Schema.org TechArticle](https://schema.org/TechArticle) diff --git a/editorial-policy/index.html b/editorial-policy/index.html index c56018e..81b5b05 100644 --- a/editorial-policy/index.html +++ b/editorial-policy/index.html @@ -1,7 +1,7 @@ -Editorial policy
How this reference handles neutrality, sources, uncertainty, AI assistance, and corrections.
Purpose and scope
Autonomous Resource Management is an editorially maintained knowledge resource about automated allocation, orchestration, infrastructure, and oversight. Coverage is selected for its relevance and evidence, not for its ability to refer readers to a commercial provider.
+Editorial policy
How this reference handles neutrality, sources, uncertainty, AI assistance, and corrections.
Purpose and scope
Autonomous Resource Management is an editorially maintained knowledge resource about automated allocation, orchestration, infrastructure, and oversight. Coverage is selected for its relevance and evidence, not for its ability to refer readers to a commercial provider.
Neutral point of view
Describe what a source demonstrates and what remains uncertain. Attribute disputed claims. Give approaches attention proportional to their relevance and supporting evidence; neutrality does not require giving unsupported claims equal weight.
Separate established technical concepts, the site's proposed framework, and dated industry developments. Examples and recommendations must be labeled as editorial guidance unless directly supported by cited evidence.
Source standards
Prefer original specifications, project documentation, public research, and official announcements for factual descriptions. An official announcement establishes what its publisher says; it does not independently validate performance or market leadership.
diff --git a/framework/index.html b/framework/index.html index 09865b0..44f0597 100644 --- a/framework/index.html +++ b/framework/index.html @@ -1,7 +1,7 @@ -The ARM working framework
An attributed proposal for organizing decision rights, signals, recovery, escalation, and audit evidence.
Status and authorship
This working framework was developed by Mason Nguyen and is maintained here as an editorial proposal. It is not an industry standard, certification scheme, or independently validated assurance model. The reference library covers established concepts separately from this synthesis.
+The ARM working framework
An attributed proposal for organizing decision rights, signals, recovery, escalation, and audit evidence.
Status and authorship
This working framework was developed by Mason Nguyen and is maintained here as an editorial proposal. It is not an industry standard, certification scheme, or independently validated assurance model. The reference library covers established concepts separately from this synthesis.
Earlier versions of the homepage placed this framework at the center of the ARM definition. This revision gives it a dedicated location so readers can distinguish the proposal from the broader subject.
Five design concerns
Decision rights
Identify the principal who grants authority, the permitted actions, and the limits of delegation. The proposal recommends explicit approval for actions outside the delegated scope.
Observable signals
Record the measurements and assumptions used in a decision. OpenTelemetry's signal vocabulary is relevant background for instrumentation, not an endorsement of this framework.
diff --git a/index.html b/index.html index 5894240..fdd346c 100644 --- a/index.html +++ b/index.html @@ -1,8 +1,8 @@ -Autonomous resource
management, explained.
A knowledge resource for how automated systems allocate resources—and how people keep those decisions accountable.
Autonomous resource
management, explained.
A knowledge resource for how automated systems allocate resources—and how people keep those decisions accountable.
Explore by question
The reference library
All 8 reference articles →Agent orchestration and tool access
Coordinating work while keeping authority, retries, and external actions explicit.
Audit trails and decision provenance
Recording what was requested, authorized, executed, and observed.
Autoscaling and feedback loops
How capacity follows demand, and why signals, limits, and recovery matter.
FinOps and cost controls
Relating resource consumption, budgets, and business outcomes without assuming automatic savings.
Human oversight and decision rights
Defining who can authorize, interrupt, and review automated resource decisions.
Observability for resource decisions
Connecting measurements to actions without mistaking telemetry for proof of correctness.
Industry context
Browse source briefs →Headlamp guide separates Kueue admission from Pod scheduling
An October 2026 project guide illustrates why a queued workload may wait before Pod placement begins.
Kubernetes 1.36 expands Dynamic Resource Allocation
A background brief on the DRA team’s May 2026 update, with adoption questions for resource operators.
FinOps Framework 2026 adds strategy alignment and broader technology guidance
A background brief on the March framework revision and its relevance to resource-management objectives.
FinOps Framework 2026 adds strategy alignment and broader technology guidance
A background brief on the March framework revision and its relevance to resource-management objectives.
What changed
The FinOps Foundation’s 19 March 2026 framework update introduced Executive Strategy Alignment as a capability and expanded guidance around scopes and technology categories. The announcement includes AI among the technology categories addressed.
+FinOps Framework 2026 adds strategy alignment and broader technology guidance
A background brief on the March framework revision and its relevance to resource-management objectives.
What changed
The FinOps Foundation’s 19 March 2026 framework update introduced Executive Strategy Alignment as a capability and expanded guidance around scopes and technology categories. The announcement includes AI among the technology categories addressed.
This brief covers that published revision as background, rather than presenting the March announcement as new today.
Why it matters
Editorial interpretation: an automated allocation policy needs an explicit business objective. Minimizing immediate spending, reducing waiting, and preserving capacity for experimentation can lead to different decisions. A cost controller needs to know which tradeoff its owner has authorized.
Read FinOps and cost controls for the distinction between forecasts, alerts, resource quotas, and enforced spending limits. Human oversight explains why a budget boundary also needs an accountable owner.
diff --git a/news/index.html b/news/index.html index e07d7c9..aeb57e5 100644 --- a/news/index.html +++ b/news/index.html @@ -1,5 +1,5 @@ -Developments, in context.
Source briefs connect industry changes to the reference library. Event dates and publication dates are shown separately; background coverage is not breaking news.
Headlamp guide separates Kueue admission from Pod scheduling
An October 2026 project guide illustrates why a queued workload may wait before Pod placement begins.
Kubernetes 1.36 expands Dynamic Resource Allocation
A background brief on the DRA team’s May 2026 update, with adoption questions for resource operators.
FinOps Framework 2026 adds strategy alignment and broader technology guidance
A background brief on the March framework revision and its relevance to resource-management objectives.
Kubernetes 1.36 expands Dynamic Resource Allocation
A background brief on the DRA team’s May 2026 update, with adoption questions for resource operators.
What changed
In its 7 May 2026 update, the Kubernetes DRA team described changes to Dynamic Resource Allocation in version 1.36, including feature graduations, additional capabilities, and a broader driver ecosystem. The announcement discusses specialized hardware as well as work involving CPU and memory resources.
+Kubernetes 1.36 expands Dynamic Resource Allocation
A background brief on the DRA team’s May 2026 update, with adoption questions for resource operators.
What changed
In its 7 May 2026 update, the Kubernetes DRA team described changes to Dynamic Resource Allocation in version 1.36, including feature graduations, additional capabilities, and a broader driver ecosystem. The announcement discusses specialized hardware as well as work involving CPU and memory resources.
This is background coverage of that announcement, not a claim that version 1.36 is the latest Kubernetes release.
Why it matters
Editorial interpretation: resource operators should evaluate the exact allocation capability their workloads need, rather than treating “DRA support” as a single feature. Hardware requirements, drivers, and the maturity of individual capabilities affect what a deployment can use.
A useful evaluation question is whether an allocation request expresses the actual constraints of the workload. See resource scheduling for the distinction between eligible capacity and preferred capacity.
diff --git a/news/kueue-admission-headlamp/index.html b/news/kueue-admission-headlamp/index.html index 29c07a2..7dd436a 100644 --- a/news/kueue-admission-headlamp/index.html +++ b/news/kueue-admission-headlamp/index.html @@ -1,7 +1,7 @@ -Headlamp guide separates Kueue admission from Pod scheduling
An October 2026 project guide illustrates why a queued workload may wait before Pod placement begins.
What changed
A 14 October 2026 Kubernetes project guide describes investigating Kueue admission through Headlamp. It distinguishes the decision to admit a workload under queue policy and quota from the later placement of Pods on nodes.
+Headlamp guide separates Kueue admission from Pod scheduling
An October 2026 project guide illustrates why a queued workload may wait before Pod placement begins.
What changed
A 14 October 2026 Kubernetes project guide describes investigating Kueue admission through Headlamp. It distinguishes the decision to admit a workload under queue policy and quota from the later placement of Pods on nodes.
The guide uses the Kueue plugin’s 0.1.0-alpha release. It describes read-only Kueue views, while noting that Headlamp’s standard resource actions remain subject to the user’s permissions.
Why it matters
Editorial interpretation: diagnosing a resource delay starts with locating the decision that is waiting. A workload that has not been admitted needs a different investigation from one whose Pods cannot find eligible nodes.
This distinction can prevent an operator from treating every pending job as a shortage of physical capacity. See resource scheduling and observability for related concepts.
diff --git a/package.json b/package.json index dcb55ab..6741f01 100644 --- a/package.json +++ b/package.json @@ -10,11 +10,12 @@ "export": "npm run build && node scripts/export-static.mjs", "check:export": "node scripts/export-static.mjs --check", "test": "node --test tests/*.test.mjs && python3 -m unittest discover -s tests -p 'test_*.py'", - "check": "npm run build && node scripts/check.mjs && python3 scripts/audit-links.py", + "check": "npm run build && node scripts/check.mjs && python3 scripts/audit-links.py && python3 scripts/audit-search.py", "preview": "python3 -m http.server 4173 --bind 127.0.0.1 --directory dist", "news:collect": "python3 scripts/collect-news.py", "test:browser": "playwright test", - "check:links": "python3 scripts/audit-links.py" + "check:links": "python3 scripts/audit-links.py", + "check:search": "python3 scripts/audit-search.py" }, "dependencies": { "marked": "18.1.1" diff --git a/practice/index.html b/practice/index.html index b7ebeb3..6204a83 100644 --- a/practice/index.html +++ b/practice/index.html @@ -21,8 +21,8 @@ "url":"https://autonomousresourcemanagement.com/practice/", "name":"Virtualmase Public Practice", "description":"Source-linked records showing how Virtualmase applies Autonomous Resource Management to public work.", - "isPartOf":{"@id":"https://autonomousresourcemanagement.com/#website"}, - "about":{"@id":"https://autonomousresourcemanagement.com/#arm-term"}, + "isPartOf":{"@type":"WebSite","@id":"https://autonomousresourcemanagement.com/#website","name":"Autonomous Resource Management","url":"https://autonomousresourcemanagement.com/"}, + "about":{"@type":"Thing","name":"Autonomous resource management","url":"https://autonomousresourcemanagement.com/wiki/autonomous-resource-management/"}, "inLanguage":"en" } diff --git a/release.json b/release.json index de1c913..076b563 100644 --- a/release.json +++ b/release.json @@ -1,27 +1,28 @@ { "schemaVersion": 1, - "contentDigest": "67879587df5fbff6914678cd0624801cdd9cb91d654bf12d9fb83a782ea8839a", + "contentDigest": "4d25112ee8eb3ab7fb58dd10bd0007748ee03ccce2936965be2799959e9e4348", "contentRevision": "2026-10-15", "pages": 22, "files": { ".htaccess": "98ffdb0e30a0a6e638a18e154181e33bfb133ff38d4d977485cd988915a2d816", - "404.html": "4eefc29e83eb4e2814b5ea64743e115a467d9a9edbb3322f1dabeff8b5bd70bc", - 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"@id": "https://autonomousresourcemanagement.com/about/#maintainer", + "@id": "https://autonomousresourcemanagement.com/about/#maintainer-and-authorship", "name": "Mason Nguyen", - "url": "https://autonomousresourcemanagement.com/about/" + "url": "https://autonomousresourcemanagement.com/about/#maintainer-and-authorship", + "sameAs": [ + "https://www.linkedin.com/in/mason-nguyen" + ] } ] } diff --git a/scripts/audit-production-search.mjs b/scripts/audit-production-search.mjs new file mode 100644 index 0000000..4992cd4 --- /dev/null +++ b/scripts/audit-production-search.mjs @@ -0,0 +1,36 @@ +import fs from 'node:fs'; +import {origin} from './content.mjs'; +const report={origin,checked:new Date().toISOString(),pages:[],errors:[]}; +const sitemapResponse=await fetch(origin+'/sitemap.xml',{signal:AbortSignal.timeout(20000)}); +if(!sitemapResponse.ok)throw Error(`Sitemap returned ${sitemapResponse.status}`); +const sitemap=await sitemapResponse.text(); +const urls=[...sitemap.matchAll(/- (.*?)