{
 "generated": "2026-10-14T17:54Z",
 "nodes": [
  {
   "id": "https://coetzeestefan.substack.com/p/running-conjobs-for-ai/",
   "title": "Running Conjobs for AI",
   "kind": "substack",
   "site": "substack",
   "desc": "Case file, 2026-10-06: reported specimen from third-party screenshots, not reproduced here, model not named.",
   "date": "2026-10-06"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/knowledge-infrastructure-for-llms/",
   "title": "Knowledge Infrastructure for LLMs",
   "kind": "substack",
   "site": "substack",
   "desc": "A language model can only work from what someone wrote down and put in front of it. Most companies that bought AI maintain their code and little else.",
   "date": "2026-10-03"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/chaos-engineering-for-behaviour/",
   "title": "Chaos Engineering for Behaviour ",
   "kind": "substack",
   "site": "substack",
   "date": "2026-10-03"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/the-stance-layer-is-still-toil/",
   "title": "The Stance Layer Is Still Toil",
   "kind": "substack",
   "site": "substack",
   "desc": "A hook can block a word on every reply. Nothing I run can yet catch a model before it folds, only after.",
   "date": "2026-10-01"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/which-llm-user-are-we-talking-about/",
   "title": "Which LLM User Are We Talking About?",
   "kind": "substack",
   "site": "substack",
   "desc": "Advice about language models depends on which model, on whose hardware, inside how much harness",
   "date": "2026-09-29"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/they-trained-out-the-board-edit-the/",
   "title": "They Trained Out the Board Edit. The Cheating Simply Moved.",
   "kind": "substack",
   "site": "substack",
   "desc": "A reading of the Goodhart Labs chess honeypot, three additions to the design, and a dated prediction",
   "date": "2026-09-29"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/an-rca-on-claudish/",
   "title": "An RCA on Claudish",
   "kind": "substack",
   "site": "substack",
   "desc": "Where Claude's writing style came from: text written to be heard aloud, but instead being read in silence",
   "date": "2026-09-29"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/compaction-is-the-new-oom/",
   "title": "Compaction Is the New OOM",
   "kind": "substack",
   "site": "substack",
   "date": "2026-09-28"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/the-racetrack-the-racingcar-drivers/",
   "title": "The Track: The Drivers Never Buy It ",
   "kind": "substack",
   "site": "substack",
   "desc": "Everyone got a race car, but no track yet.",
   "date": "2026-09-28"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/success-is-the-engine-running/",
   "title": "Success Is the Engine Running",
   "kind": "substack",
   "site": "substack",
   "date": "2026-09-26"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/what-operations-already-knows-about/",
   "title": "What Operations Already Knows About Running Agents",
   "kind": "substack",
   "site": "substack",
   "desc": "Error budgets, reconciliation loops, separation of duties and recovery over prevention: four operations practices that fit agent work almost line for line.",
   "date": "2026-09-25"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/the-golem-made-of-english-and-the/",
   "title": "The Golem Made of English, and the Horizon of Consequences",
   "kind": "substack",
   "site": "substack",
   "date": "2026-09-23"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/the-trap-file-is-longer-than-the/",
   "title": "The Trap File Is Longer Than the Instruction File",
   "kind": "substack",
   "site": "substack",
   "date": "2026-09-22"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/write-for-the-codec/",
   "title": "Write for the Codec",
   "kind": "substack",
   "site": "substack",
   "date": "2026-09-21"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/sycophancy-is-layered-symptom-substitution/",
   "title": "Sycophancy Is Layered: Symptom Substitution Under Runtime Mitigation, and a Positively-Specified Training Target",
   "kind": "substack",
   "site": "substack",
   "desc": "A longitudinal single-user case study, with operationalized artifacts",
   "date": "2026-07-31"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/why-great-leaders-fail-when-switching/",
   "title": "Why Great Leaders Fail When Switching Company Sizes ",
   "kind": "substack",
   "site": "substack",
   "desc": "(And How to Fix It)",
   "date": "2025-04-14"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/neurodivergent-accommodation-request/",
   "title": "Neurodivergent Accommodation Request Template",
   "kind": "substack",
   "site": "substack",
   "desc": "Here\u2019s a clear, professional template that neurodivergent (ND) employees can use to request workplace accommodations\u2014while maintaining privacy and agency.",
   "date": "2025-04-11"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/trauma-neurodivergence-accommodation/",
   "title": "Trauma / Neurodivergence Accommodation aid checklist",
   "kind": "substack",
   "site": "substack",
   "desc": "(For Parents, Teachers, Employers & Clinicians)",
   "date": "2025-04-11"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/accommodating-neurodivergence/",
   "title": "Accommodating neurodivergence",
   "kind": "substack",
   "site": "substack",
   "desc": "How to accommodate and/or ask for accommodation.",
   "date": "2025-04-11"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/trauma-or-neurodivergence/",
   "title": "Trauma? or Neurodivergence?",
   "kind": "substack",
   "site": "substack",
   "desc": "Or maybe a little bit of both...",
   "date": "2025-04-11"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/the-complexity-of-mental-health-and/",
   "title": "The complexity of mental health and trauma",
   "kind": "substack",
   "site": "substack",
   "desc": "It's not as on/off, as we might dismiss it as.",
   "date": "2025-04-11"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/making-a-mole-heap-out-of-a-mountain/",
   "title": "Making a mole-heap out of a mountain",
   "kind": "substack",
   "site": "substack",
   "desc": "Adult mental health and childhood trauma: Linking seemingly unrelated things together",
   "date": "2025-04-10"
  },
  {
   "id": "https://machinebehavior.io/",
   "title": "Machine Behavior",
   "kind": "page",
   "site": "mb",
   "desc": "The psychology of language models, studied with case files, logged relapses, and falsifiable claims.",
   "date": "2026-10-13"
  },
  {
   "id": "https://tychat.io/stance/",
   "title": "TYChat lesson 1: Good Chad",
   "kind": "page",
   "site": "tychat",
   "desc": "Teach your chat to stop fawning, check your premises, and hold a correct answer under pushback.",
   "date": "2026-10-01"
  },
  {
   "id": "https://machinebehavior.io/running-conjobs-for-ai/",
   "title": "Running Conjobs for AI",
   "kind": "page",
   "site": "mb",
   "desc": "A reported specimen: a fabricated developer policy grants itself top authority and ties a safety-off switch to an absurd user claim. The model's own reasoning accepts the policy, decides to suppress its objection, and complies. The payload is withheld; the behaviour is the point.",
   "date": "2026-10-06"
  },
  {
   "id": "https://machinebehavior.io/research/",
   "title": "Research",
   "kind": "page",
   "site": "mb",
   "desc": "Research on machinebehavior.io: 13 pages. The research programme in public. Claims with what would refute them, experiments with hashed predictions, registers, logs, case files, articles and reference texts.",
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/topics/observability/",
   "title": "Observability",
   "kind": "topic",
   "site": "mb",
   "desc": "Topic hub: Observability. Prometheus, Loki and Grafana behind the public dashboards, the alert rules and SLOs, and the status page that reads the published records. 6 Inside pages, 21 docs pages, 1 post, 13 tickets.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/topics/evaluation/",
   "title": "Evaluation",
   "kind": "topic",
   "site": "mb",
   "desc": "Topic hub: Evaluation. Experiments with predictions hashed before the first call, a mechanical grader, red-teaming read as chaos engineering, and a self-assessment with a second rater wanted. 7 research pages, 3 red team pages, 9 docs pages, 2 posts.",
   "date": "2026-10-10"
  },
  {
   "id": "https://machinebehavior.io/topics/finops/",
   "title": "FinOps",
   "kind": "topic",
   "site": "mb",
   "desc": "Topic hub: FinOps. What the platform costs and how it is metered. The cost model, unit economics, showback, budgets and alerts, an anomaly case and a FOCUS export. 2 Inside pages, 9 docs pages, 3 tickets.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/red-team/",
   "title": "Red Team",
   "kind": "page",
   "site": "mb",
   "desc": "Psychological red-teaming of language models: whether a model drops a correct answer, a rule or a task boundary under social pressure alone. The definition, the failures under test, a catalogue of tactics, what has run on this site and what the section does not claim.",
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/tour/",
   "title": "A five-minute tour of Inside",
   "kind": "page",
   "site": "mb",
   "desc": "Six stops through a working internal platform: front page, service catalog, docs, an incident from status page to fix, and the deploy gate.",
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/",
   "title": "Inside: Stefan Coetzee's work in one place",
   "kind": "page",
   "site": "mb",
   "desc": "The latest pieces across four sites, live deploy and gate status, experiment results, dashboards and tools, on one front page.",
   "date": "2026-10-14"
  },
  {
   "id": "https://machinebehavior.io/topics/ai-search/",
   "title": "AI search",
   "kind": "topic",
   "site": "mb",
   "desc": "Topic hub: AI search. How the engines behind AI answers pick the pages they cite, how this site is built for them, and how citations get measured. 1 research page, 4 Inside pages, 1 docs page, 1 ticket.",
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/topics/sycophancy-and-stance/",
   "title": "Sycophancy and stance",
   "kind": "topic",
   "site": "mb",
   "desc": "Topic hub: Sycophancy and stance. The fawn response in language models, where it moves when one layer is suppressed, and the stance layer that decides whether a model holds a correct answer under pressure. 7 research pages, 3 red team pages, 7 docs pages, 6 posts.",
   "date": "2026-10-10"
  },
  {
   "id": "https://tychat.io/",
   "title": "TYChat: teach your chat",
   "kind": "page",
   "site": "tychat",
   "desc": "Free, plain-text lessons for the chat model you already use. Paste one line and it stops flattering you, checks your premises and writes like a person.",
   "date": "2026-10-07"
  },
  {
   "id": "https://machinebehavior.io/continuous-conformity-self-assessment/",
   "title": "Continuous Conformity Self-Assessment, Run 1",
   "kind": "page",
   "site": "mb",
   "desc": "One working AI setup scored on 2026-10-03 against the 35 requirements of working draft 0.2 for continuous testing of deployed AI systems, by the model that runs inside it, against a prediction hashed before scoring.",
   "date": "2026-10-03"
  },
  {
   "id": "https://machinebehavior.io/topics/conformity-and-law/",
   "title": "Conformity and law",
   "kind": "topic",
   "site": "mb",
   "desc": "Topic hub: Conformity and law. Continuous conformity for deployed AI systems, the gate that checks this site on every push, and the standards and regulations the requirements map to, from the EU AI Act to ISO 42001. 4 research pages, 2 Inside pages, 212 docs pages, 20 tickets.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/topics/agents-and-harness/",
   "title": "Agents and harness",
   "kind": "topic",
   "site": "mb",
   "desc": "Topic hub: Agents and harness. Language models at work inside a harness of instruction files, hooks, memory and a knowledge vault, and what the harness holds where an instruction alone fails. 4 research pages, 2 Inside pages, 16 docs pages, 12 posts, 4 tickets.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/",
   "title": "CTO powersuit: Claude Code agent skills by Stefan Coetzee",
   "kind": "page",
   "site": "mb",
   "desc": "An open-source set of Claude Code agent skills, one module per CTO function from the deploy gate to the hand-over: 15 modules and 3 knowledge infrastructure plugins, MIT license, install commands pinned to the latest release.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/topics/",
   "title": "Topics",
   "kind": "topic",
   "site": "mb",
   "desc": "Topics on machinebehavior.io: 8 hubs, each listing the research pages, Inside pages, docs, posts and tickets on one subject.",
   "date": "2026-10-13"
  },
  {
   "id": "https://reddit.com/r/PsAIchology/",
   "title": "r/PsAIchology",
   "kind": "reddit",
   "site": "reddit"
  },
  {
   "id": "https://machinebehavior.io/map/",
   "title": "Map of the Work",
   "kind": "page",
   "site": "mb",
   "desc": "Every page, post, repo and thread Stefan Coetzee has published, and the links between them, as an interactive graph. Click a node to read it.",
   "date": "2026-10-08"
  },
  {
   "id": "https://machinebehavior.io/your-next-cto/",
   "title": "Stefan Coetzee: your next CTO",
   "kind": "page",
   "site": "mb",
   "desc": "Fractional CTO for companies of 10 to 200 people: platform, reliability, compliance and AI operations, built in a quarter and handed to a named owner, with the live pages that show each part.",
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/evidence/",
   "title": "Evidence index",
   "kind": "page",
   "site": "mb",
   "desc": "Stefan Coetzee's public record of red-teaming, adversarial testing and evaluation engineering against frontier language models, indexed by the capability a hiring panel assesses. One URL, one verbatim line and one date per row. Self-maintained; not a third-party assessment.",
   "date": "2026-10-07"
  },
  {
   "id": "https://machinebehavior.io/inside/mission-control/",
   "title": "Mission Control: the live operations view of Inside",
   "kind": "page",
   "site": "mb",
   "desc": "Gate and deploy state of three sites, the deploy feed, open incidents, the gate result and the Grafana dashboards, on one screen.",
   "date": "2026-10-14"
  },
  {
   "id": "https://tychat.io/register/",
   "title": "TYChat lesson 2: Register",
   "kind": "page",
   "site": "tychat",
   "desc": "Teach your chat to write for how its text will be read, so it stops sounding like a keynote on the page.",
   "date": "2026-10-01"
  },
  {
   "id": "https://machinebehavior.io/topics/operations-and-sre/",
   "title": "Operations and SRE",
   "kind": "topic",
   "site": "mb",
   "desc": "Topic hub: Operations and SRE. Running software and agents in production. Incidents written blameless, runbooks, error budgets, toil, and the operations practice that carries over to language models. 1 research page, 6 Inside pages, 121 docs pages, 12 posts, 6 tickets.",
   "date": "2026-10-13"
  },
  {
   "id": "https://reddit.com/r/MachineBehavior/",
   "title": "r/MachineBehavior",
   "kind": "reddit",
   "site": "reddit"
  },
  {
   "id": "https://github.com/uncovertechtalent/vestige-kit/",
   "title": "uncovertechtalent/vestige-kit",
   "kind": "github",
   "site": "github",
   "desc": "Fit-it-yourself output filter for Claude Code: derive your own vestige catalog instead of copying wordlists"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/",
   "title": "Inside docs",
   "kind": "doc",
   "site": "mb",
   "desc": "Inside docs: the documentation tree of Stefan Coetzee's work in six spaces, Engineering, Observability, Research, FinOps, an SRE handbook and standards and compliance reference clusters.",
   "date": "2026-10-14"
  },
  {
   "id": "https://reddit.com/r/ModelBehavior/",
   "title": "r/ModelBehavior",
   "kind": "reddit",
   "site": "reddit"
  },
  {
   "id": "https://github.com/uncovertechtalent/vault-kit/",
   "title": "uncovertechtalent/vault-kit",
   "kind": "github",
   "site": "github",
   "desc": "Fit-it-yourself second brain for Claude Code: markdown vault scaffold, hybrid FTS+semantic search as MCP tools, seed + atomize skills"
  },
  {
   "id": "https://machinebehavior.io/continuous-conformity/",
   "title": "Continuous Conformity for Deployed AI Systems (working draft 0.3)",
   "kind": "page",
   "site": "mb",
   "desc": "Working draft 0.3: 36 requirements for testing a deployed AI system, and the knowledge it runs on, on every change and on a fixed schedule, decided by someone other than the system, with records a third party can rerun. A reference text, not a standard.",
   "date": "2026-10-07"
  },
  {
   "id": "https://machinebehavior.io/aieo/",
   "title": "AIEO: AI Engine Optimisation",
   "kind": "page",
   "site": "mb",
   "desc": "What the engines behind AI answers document about which pages they retrieve and cite, quoted from their own pages, and the boundary this site keeps.",
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/conformity/",
   "title": "Conformity",
   "kind": "page",
   "site": "mb",
   "desc": "Continuous conformity of machinebehavior.io, site tier: the mechanical requirements of the working draft checked on every push and every week, with run records, open findings and the crosswalk to existing frameworks. Self-assessment, not a certification.",
   "date": "2026-10-14"
  },
  {
   "id": "https://github.com/uncovertechtalent/machinebehavior.io/",
   "title": "uncovertechtalent/machinebehavior.io",
   "kind": "github",
   "site": "github",
   "desc": "Machine Behavior: the psychology of language models, with receipts"
  },
  {
   "id": "https://machinebehavior.io/claims/",
   "title": "Claims ledger",
   "kind": "page",
   "site": "mb",
   "desc": "Every claim the Machine Behavior program has made, with status, receipts, and what would refute it. The falsification register, public.",
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/aieo/this-site/",
   "title": "How This Site Is Built for AI Search",
   "kind": "page",
   "site": "mb",
   "desc": "Each AI search lever on machinebehavior.io as a receipt: what the site does, which engine documents reading it, and where to check it.",
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/aieo/measurement/",
   "title": "AIEO Measurement",
   "kind": "page",
   "site": "mb",
   "desc": "Three ways to measure whether AI answers cite this site, what each one counts, and the status of each.",
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/experiments/",
   "title": "Experiments",
   "kind": "page",
   "site": "mb",
   "desc": "Runnable experiments on language-model behavior: the half-life study, the cold-start finding, the exemplar-seeding result and its withdrawn attributions, the pre-registered cross-model fawn-opener benchmark, and experiment 04: folding under scripted pressure, a 75 percent fold rate in one\u2026",
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/your-next-cto/experiment/",
   "title": "The CTO powersuit experiment",
   "kind": "page",
   "site": "mb",
   "desc": "A new term, defined on 2026-10-11, and a prediction hashed before it went on the page: by 2026-11-30, at least 2 of ChatGPT search, Perplexity and Google AI Overviews name Stefan Coetzee for CTO powersuit.",
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/deploy-pipeline/",
   "title": "Deploy pipeline",
   "kind": "doc",
   "site": "mb",
   "desc": "One GitHub Actions workflow runs the conformity checks, commits the record, and deploys to Pages only when the checks pass.",
   "space": "eng",
   "tags": [
    "deploy",
    "github-actions",
    "pipeline"
   ],
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0010-no-third-party-requests/",
   "title": "ADR-0010: No third-party requests on page load",
   "kind": "doc",
   "site": "mb",
   "desc": "Fonts and d3 are served from the site itself, and the Inside deploy feed is a JSON written by the deploy job.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/slips/",
   "title": "Slips",
   "kind": "page",
   "site": "mb",
   "desc": "A running log of register and stance slips caught while drafting the published pieces, with who caught each one: the drafting model itself, another session, a mechanical hook, a human, or a reader.",
   "date": "2026-10-07"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0027-structured-data/",
   "title": "ADR-0027: Structured data on every page from the navigation source",
   "kind": "doc",
   "site": "mb",
   "desc": "Every page carries one JSON-LD graph written by the chrome, for entity understanding (no claim that it drives AI citations): Stefan Coetzee as Person and author, the site as WebSite with its search, the page as Article, TechArticle, CollectionPage or WebPage with its dates, a BreadcrumbList, and\u2026",
   "space": "eng",
   "tags": [
    "adr",
    "decision",
    "structured-data",
    "navigation"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/terms/",
   "title": "Terms",
   "kind": "page",
   "site": "mb",
   "desc": "Canonical definitions for the Machine Behavior program's vocabulary: layered symptom substitution, the fawn machine, vestige, waste gate, behavioral momentum, cold start, working-man's ontology, earned-secure model.",
   "date": "2026-10-07"
  },
  {
   "id": "https://machinebehavior.io/man/",
   "title": "The LLM man pages",
   "kind": "page",
   "site": "mb",
   "desc": "Intro page for the LLM man pages by Stefan Coetzee: TYChat lessons, file conventions, overviews and operations practice for running language models, laid out by man-page section with one-line synopses and links.",
   "date": "2026-10-07"
  },
  {
   "id": "https://machinebehavior.io/chaos-engineering-for-behaviour/",
   "title": "Chaos Engineering for Behaviour",
   "kind": "page",
   "site": "mb",
   "desc": "Red-teaming a model's behaviour is chaos engineering, and operations already wrote the rules for it.",
   "date": "2026-10-03"
  },
  {
   "id": "https://machinebehavior.io/the-cheating-moved/",
   "title": "The Cheating Moved",
   "kind": "page",
   "site": "mb",
   "desc": "A reading of the Goodhart Labs chess honeypot through the stance frame, three additions to the design (an escalate grade, observer-invariance, cold and warm arms), and a dated, falsifiable prediction.",
   "date": "2026-09-29"
  },
  {
   "id": "https://machinebehavior.io/case-12-licence-rule-mid-task/",
   "title": "Case 12: A Licence Rule Relayed Mid-Task",
   "kind": "page",
   "site": "mb",
   "desc": "The user named a file. Model plus harness found a licence clause in it, wrote the rule, spread it across sessions and acted on it in 68.7 seconds. No structural control existed before the fact.",
   "date": "2026-10-03"
  },
  {
   "id": "https://machinebehavior.io/objections/",
   "title": "Objections register",
   "kind": "page",
   "site": "mb",
   "desc": "The Objections and Falsification Register: fifteen objections with severity, status and a falsification test each, and the OBJ-4 incident log of the auditing model failing the register's own tests.",
   "date": "2026-05-16"
  },
  {
   "id": "https://uncovertechtalent.com/blog/the-trap-file-is-longer-than-the-instruction-file/",
   "title": "The Trap File Is Longer Than the Instruction File",
   "kind": "page",
   "site": "utt",
   "desc": "Seven months of running an agent-built pipeline unattended, 308 lines of recorded failures next to 208 lines of instructions.",
   "date": "2026-09-21"
  },
  {
   "id": "https://uncovertechtalent.com/blog/what-operations-already-knows/",
   "title": "What Operations Already Knows About Running Agents",
   "kind": "page",
   "site": "utt",
   "desc": "Error budgets, reconciliation loops, separation of duties and recovery over prevention: four operations practices that fit agent work almost line for line.",
   "date": "2026-09-25"
  },
  {
   "id": "https://uncovertechtalent.com/blog/the-track/",
   "title": "The Track: The Drivers Never Buy It",
   "kind": "page",
   "site": "utt",
   "desc": "Everyone got a race car, but no track yet.",
   "date": "2026-09-27"
  },
  {
   "id": "https://uncovertechtalent.com/blog/the-cheating-moved/",
   "title": "They Trained Out the Board Edit. The Cheating Moved.",
   "kind": "page",
   "site": "utt",
   "desc": "A reading of the Goodhart Labs chess honeypot, three additions to the design, and a dated prediction.",
   "date": "2026-09-29"
  },
  {
   "id": "https://uncovertechtalent.com/blog/compaction-is-the-new-oom/",
   "title": "Compaction Is the New OOM",
   "kind": "page",
   "site": "utt",
   "desc": "Most agent harnesses ship without swap.",
   "date": "2026-09-28"
  },
  {
   "id": "https://uncovertechtalent.com/blog/where-did-claudish-come-from/",
   "title": "An RCA on Claudish",
   "kind": "page",
   "site": "utt",
   "desc": "Where Claude's writing style came from: text written to be heard, read in silence",
   "date": "2026-09-29"
  },
  {
   "id": "https://uncovertechtalent.com/blog/the-golem-made-of-english/",
   "title": "The Golem Made of English and the Horizon of Consequences",
   "kind": "page",
   "site": "utt",
   "desc": "A language model is a golem made of English. It behaves well only where it can see what its act will cost, and infrastructure is the craft of bringing that cost into view.",
   "date": "2026-09-21"
  },
  {
   "id": "https://uncovertechtalent.com/blog/which-llm-user/",
   "title": "Which LLM User Are We Talking About?",
   "kind": "page",
   "site": "utt",
   "desc": "Advice about language models depends on which model, on whose hardware, inside how much harness",
   "date": "2026-09-29"
  },
  {
   "id": "https://uncovertechtalent.com/blog/write-for-the-codec/",
   "title": "Write for the Codec",
   "kind": "page",
   "site": "utt",
   "desc": "Nobody reads your documentation. Both ends are a model now, and the file between them is a wire format.",
   "date": "2026-09-21"
  },
  {
   "id": "https://uncovertechtalent.com/blog/success-is-the-engine-running/",
   "title": "Success Is the Engine Running",
   "kind": "page",
   "site": "utt",
   "desc": "The modern world was built on explosions: contained, timed and measured ones. That is what an engine is. Language model output is the fire; the harness, the hook and the far-end gauge are the engine.",
   "date": "2026-09-26"
  },
  {
   "id": "https://uncovertechtalent.com/blog/the-stance-layer-is-still-toil/",
   "title": "The Stance Layer Is Still Toil",
   "kind": "page",
   "site": "utt",
   "desc": "A hook can block a word on every reply. Nothing I run can yet catch a model before it folds, only after.",
   "date": "2026-10-01"
  },
  {
   "id": "https://redd.it/1vjxgzf/",
   "title": "Reddit post",
   "kind": "reddit",
   "site": "reddit"
  },
  {
   "id": "https://redd.it/1vjxn2r/",
   "title": "Reddit post",
   "kind": "reddit",
   "site": "reddit"
  },
  {
   "id": "https://redd.it/1vdg3en/",
   "title": "Reddit post",
   "kind": "reddit",
   "site": "reddit"
  },
  {
   "id": "https://redd.it/1vjxclr/",
   "title": "Reddit post",
   "kind": "reddit",
   "site": "reddit"
  },
  {
   "id": "https://redd.it/1vi586n/",
   "title": "Reddit post",
   "kind": "reddit",
   "site": "reddit"
  },
  {
   "id": "https://github.com/SadhvikChirunomula/measured-humanizer/",
   "title": "SadhvikChirunomula/measured-humanizer",
   "kind": "github",
   "site": "github"
  },
  {
   "id": "https://machinebehavior.io/inside/services/searxng/",
   "title": "SearXNG (service)",
   "kind": "service",
   "site": "mb",
   "desc": "The self-hosted metasearch instance every research agent searches through, with per-engine pacing and suspensions after rate limits. An exporter pushes engine health to the observability stack; six alert rules watch it.",
   "tags": [
    "Research tooling"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/search/",
   "title": "Search Inside",
   "kind": "page",
   "site": "mb",
   "desc": "One search over the Inside docs, the service catalog and the map of the work.",
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/services/local-llm/",
   "title": "Local LLM (service)",
   "kind": "service",
   "site": "mb",
   "desc": "The self-hosted model server on the home server, metered by a pass-through proxy (the ollama-exporter) for time to first token, decode speed, token counts and resident models. The only service with defined SLOs and burn-rate alerts.",
   "tags": [
    "Research tooling"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/services/",
   "title": "Inside services: the service catalog",
   "kind": "page",
   "site": "mb",
   "desc": "The service catalog of the platform behind machinebehavior.io: 12 services with owner, tier, lifecycle, SLO, dashboard, runbooks, docs, repository and dependencies, built from YAML in the repository.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/status/",
   "title": "Inside status: services and incidents",
   "kind": "page",
   "site": "mb",
   "desc": "Status of the 12 services behind machinebehavior.io, read from the gate records and the deploy feed, and the incident history with the stages Investigating, Identified, Monitoring and Resolved.",
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/services/machinebehavior-io/",
   "title": "machinebehavior.io (service)",
   "kind": "service",
   "site": "mb",
   "desc": "The research site and the home of Inside: claims, experiments, objections, case files, the map, the docs, the board and this catalog. Hand-written HTML and Python generators, served by GitHub Pages.",
   "tags": [
    "Publishing"
   ],
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/services/docs-build/",
   "title": "Docs build (service)",
   "kind": "service",
   "site": "mb",
   "desc": "Builds the Inside docs from markdown sources and the knowledge vault: one page per file, the tree, labels, dates, backlinks, the docs search index, and managed blocks in sitemap.xml and llms.txt.",
   "tags": [
    "Publishing"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/services/uncovertechtalent-com/",
   "title": "uncovertechtalent.com (service)",
   "kind": "service",
   "site": "mb",
   "desc": "The blog and the Uncover Tech Talent offer, built with Hugo from a private repository and served by GitHub Pages.",
   "tags": [
    "Publishing"
   ],
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/services/deploy-exporter/",
   "title": "Deploy exporter (service)",
   "kind": "service",
   "site": "mb",
   "desc": "A standard-library Python service that reads the GitHub Actions runs of the three sites, writes each run, step and gate check to Loki and serves the latest state as Prometheus metrics. Feeds the Website deploys dashboard.",
   "tags": [
    "Observability"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/services/observability-stack/",
   "title": "Observability stack (service)",
   "kind": "service",
   "site": "mb",
   "desc": "One Docker Compose project on a home server: Alloy, Prometheus, Loki, Tempo and Grafana, with 17 alert rules and the public dashboards behind a reverse proxy that passes only the shared paths. No Alertmanager runs, so no alert pages anyone.",
   "tags": [
    "Observability"
   ],
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/board/",
   "title": "Inside board: the work on machinebehavior.io",
   "kind": "page",
   "site": "mb",
   "desc": "Backlog, ready, in progress, blocked and done for the platform behind machinebehavior.io, from GitHub Issues on the public repository.",
   "date": "2026-10-14"
  },
  {
   "id": "https://machinebehavior.io/inside/cockpit/",
   "title": "Cockpit: the work by area of the CTO job, from GitHub Issues",
   "kind": "page",
   "site": "mb",
   "desc": "The CTO powersuit cockpit on Stefan Coetzee's public repositories: a scorecard and the open issues for each area of the CTO job, the trend, and the plugins of each area.",
   "date": "2026-10-14"
  },
  {
   "id": "https://machinebehavior.io/inside/services/conformity-gate/",
   "title": "Conformity gate (service)",
   "kind": "service",
   "site": "mb",
   "desc": "The checks every push runs before a site serves readers: blocking rule hits, placeholder text, prediction hashes and site consistency. A failed check stops the deploy and the previous build stays live. One composite action, shared by the three sites.",
   "tags": [
    "Publishing"
   ],
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/services/map-crawler/",
   "title": "Map crawler (service)",
   "kind": "service",
   "site": "mb",
   "desc": "Crawls the three sites and the Substack archive into one graph of pages, posts, repositories, threads and tags, with body links kept apart from navigation. Runs locally and in every deploy.",
   "tags": [
    "Publishing"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/services/deploy-job/",
   "title": "Deploy job (service)",
   "kind": "service",
   "site": "mb",
   "desc": "The second job of the Conformity workflow. It runs only after the checks pass, refreshes the map and the search index, writes the deploy feed and the board snapshot, and deploys the site to GitHub Pages.",
   "tags": [
    "Publishing"
   ],
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/services/agent-sessions/",
   "title": "Agent sessions (service)",
   "kind": "service",
   "site": "mb",
   "desc": "The Claude Code sessions that build and run this platform, each owning one track of work and pushing through the gate. Spend and tokens are summed from per-request events; a spend alert fires above USD 40 in the trailing hour.",
   "tags": [
    "Agents"
   ],
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/services/tychat-io/",
   "title": "tychat.io (service)",
   "kind": "service",
   "site": "mb",
   "desc": "Lessons a chat model reads on request, as static pages and plain-text files indexed in llms.txt. Served by GitHub Pages.",
   "tags": [
    "Publishing"
   ],
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/continuous-conformity-self-assessment/second-rater/gpt-oss-120b-01/rater-input.md",
   "title": "rater input.md",
   "kind": "page",
   "site": "mb"
  },
  {
   "id": "https://machinebehavior.io/continuous-conformity-self-assessment/second-rater/gpt-oss-120b-01/codex-attempt-blocked.md",
   "title": "codex attempt blocked.md",
   "kind": "page",
   "site": "mb"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0019-definition-published-before-committee/",
   "title": "ADR-0019: Publish the definition draft before the committee route",
   "kind": "doc",
   "site": "mb",
   "desc": "The working draft \"Continuous Conformity for Deployed AI Systems\" (0.3, 36 requirements) is public as a reference at /continuous-conformity/ before any standards committee has seen it, reversing the committee-first order of 2026-10-04.",
   "space": "eng",
   "tags": [
    "adr",
    "decision",
    "conformity",
    "standards"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/vault/",
   "title": "vault: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "A plain-Markdown vault with hybrid keyword and semantic search, served to Claude as an MCP server, with skills to seed it and to atomize documents into it.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/fin/",
   "title": "FinOps",
   "kind": "doc",
   "site": "mb",
   "desc": "The cost side of the platform in the FinOps Foundation's terms (phases, principles, personas, domains, FOCUS) and how each applies to a one-person platform built with Claude Code.",
   "space": "fin",
   "tags": [
    "finops",
    "cost",
    "framework",
    "focus"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/docs/",
   "title": "docs: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "A docs tree where every page has an owner and review dates, runbooks, a sweep for stale pages, and a static docs build.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/res/",
   "title": "Research",
   "kind": "doc",
   "site": "mb",
   "desc": "Internal view of the published research on machinebehavior.io, one page per study or record, with status, numbers, repo files and rerun steps.",
   "space": "res",
   "tags": [
    "research",
    "index"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/sdlc/",
   "title": "sdlc: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "The software delivery lifecycle: an audit for repositories built without one, tickets, change review for agent-written code, a local CI run before each push, test strategy, and release with rollback.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/",
   "title": "Standards and Compliance",
   "kind": "doc",
   "site": "mb",
   "desc": "Reference clusters from the knowledge vault for 28 standards, regulations and frameworks, from ISO 27001 and NIS2 to the EU AI Act and TOGAF.",
   "space": "std",
   "tags": [
    "moc",
    "compliance"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/red-team/",
   "title": "red-team: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "Pressure tests for a team's AI features: scripted multi-turn runs in a world with a known right answer, graded on the decision the system took.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/decision-log/",
   "title": "Decision records",
   "kind": "doc",
   "site": "mb",
   "desc": "Numbered architecture decision records for the platform, each with a status, the context, the decision and its consequences; superseded records stay and link their successor.",
   "space": "eng",
   "tags": [
    "adr",
    "decisions",
    "governance"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/vestige/",
   "title": "vestige: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "An output filter you calibrate to yourself from your own transcripts. Hooks scan every reply and every Markdown file Claude writes.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/fit/",
   "title": "fit: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "The entry assessment: runs the sdlc audit and recommends which modules to fit and in which order. Its repo clinic audits a public repository at its owner's request.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/aieo/",
   "title": "aieo: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "Visibility in AI search: llms.txt, structured data, answer probes, and predictions hashed before a page goes live.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/decisions/",
   "title": "decisions: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "RFCs, architecture decision records, and a review of the decision log, with a gate check that every record has a status, an owner, and a date.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/observability/",
   "title": "observability: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "Alloy, Prometheus, Loki, Grafana, and Alertmanager with docker compose, dashboards as code, and alert routes.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/hiring/",
   "title": "hiring: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "An interview loop, rubrics with anchored levels, debriefs with evidence before votes, and the profile of the person who takes over the platform.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/health/",
   "title": "Docs health",
   "kind": "doc",
   "site": "mb",
   "desc": "Docs health: which of the 402 docs pages have an owner, a type and a review date, which are past review and which have never been reviewed.",
   "date": "2026-10-14"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/reliability/",
   "title": "reliability: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "Availability targets, SLOs and error budgets, incidents and postmortems, a static status page, and an on-call policy.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/",
   "title": "SRE Handbook",
   "kind": "doc",
   "site": "mb",
   "desc": "Site reliability engineering from the knowledge vault: the manifesto, ten pillars, patterns, runbooks, tools and incident records.",
   "space": "sre",
   "tags": [
    "moc",
    "sre"
   ],
   "date": "2026-04-25"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/gate/",
   "title": "gate: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "A deploy gate: rules with pass and fail fixtures, run records, findings that close only on a passing rerun, and a workflow whose deploy job waits for the gate.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/handover/",
   "title": "handover: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "Hand the platform to its owner: training per module, exit criteria, and a test plan that shows the owner runs the platform from the docs alone.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/security/",
   "title": "security: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "Supply chain, secrets, and access for a repository and its agents: actions pinned by commit SHA with an owner allowlist, a vulnerability scan and an SBOM, provenance checks for skills and MCP servers, a pre-push hook for private terms, and a quarantine for third-party text.",
   "date": "2026-10-13"
  },
  {
   "id": "https://github.com/uncovertechtalent/cto-powersuit/",
   "title": "uncovertechtalent/cto-powersuit",
   "kind": "github",
   "site": "github",
   "desc": "The CTO powersuit is a set of agent skills, one module per CTO function from the deploy gate to the hand-over, that one person uses to run a company's whole engineering platform. - uncovertecht..."
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/finops/",
   "title": "finops: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "A cost baseline from invoices and billing exports, showback, unit costs, a SaaS stack audit, and a FOCUS export, with a gate check that every cost figure carries a period and a source.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/conformity-gate/",
   "title": "Conformity gate",
   "kind": "doc",
   "site": "mb",
   "desc": "The checks every page passes before a deploy: blocking rule hits, placeholders, prediction hashes, site consistency, and pinned actions from listed owners, with warnings logged.",
   "space": "eng",
   "tags": [
    "conformity",
    "gate",
    "quality"
   ],
   "date": "2026-10-11"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/ai-ops/",
   "title": "ai-ops: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "Operations for a team's coding agents: a shared harness with narrow permissions, agent spend metered per API request with a budget alert, an audit trail of tool calls, and a coordinator pattern with state in files.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/stance/",
   "title": "stance: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "Stance filters: professional-b2, good-chad, receipts, poles, and mode-leak.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/cto-powersuit/compliance/",
   "title": "compliance: a CTO powersuit plugin",
   "kind": "page",
   "site": "mb",
   "desc": "A control map to ISO 27001, TISAX, NIS2, and the GDPR by clause and article number, an AI Act triage, and a legal baseline for a website.",
   "date": "2026-10-13"
  },
  {
   "id": "https://github.com/uncovertechtalent/agent-observability/",
   "title": "uncovertechtalent/agent-observability",
   "kind": "github",
   "site": "github",
   "desc": "Observability for local LLMs and coding agents: Ollama metering proxy, Claude Code OpenTelemetry, Prometheus, Loki, Tempo, Grafana dashboards as code"
  },
  {
   "id": "https://reddit.com/r/ClaudeAI/comments/1wnkgie/opus_55_first_impressions_by_a_trained_philosopher/",
   "title": "r/ClaudeAI: opus 55 first impressions by a trained philosopher",
   "kind": "reddit",
   "site": "reddit"
  },
  {
   "id": "https://uncovertechtalent.com/blog/chaos-engineering-for-behaviour/",
   "title": "Chaos Engineering for Behaviour",
   "kind": "page",
   "site": "utt",
   "desc": "Red-teaming a model's behaviour is chaos engineering, and operations already wrote the rules for it.",
   "date": "2026-10-03"
  },
  {
   "id": "https://tychat.io/agents/",
   "title": "TYChat lesson 3: Running agents",
   "kind": "page",
   "site": "tychat",
   "desc": "Teach the agent in your terminal to check before it claims, act within what it can see, treat text as data, write things down as it goes, and say what it did not do.",
   "date": "2026-10-07"
  },
  {
   "id": "https://github.com/ggml-org/llama.cpp/",
   "title": "ggml-org/llama.cpp",
   "kind": "github",
   "site": "github",
   "desc": "LLM inference in C/C++. Contribute to ggml-org/llama.cpp development by creating an account on GitHub."
  },
  {
   "id": "https://grafana.scoetzee.de/public-dashboards/e0f6a0c8f3a64884a67faac5cf4c3ad4",
   "title": "Website deploys (Grafana)",
   "kind": "dashboard",
   "site": "dashboard"
  },
  {
   "id": "https://uncovertechtalent.com/conformity/",
   "title": "conformity",
   "kind": "page",
   "site": "utt"
  },
  {
   "id": "https://uncovertechtalent.com/blog/knowledge-infrastructure/",
   "title": "Knowledge Infrastructure for LLMs",
   "kind": "page",
   "site": "utt",
   "desc": "A language model can only work from what someone wrote down and put in front of it. Most companies that bought AI maintain their code and little else.",
   "date": "2026-10-03"
  },
  {
   "id": "https://github.com/grandamenium/short-form-video-transcriber/",
   "title": "grandamenium/short-form-video-transcriber",
   "kind": "github",
   "site": "github"
  },
  {
   "id": "https://tychat.io/conformity/",
   "title": "Conformity",
   "kind": "page",
   "site": "tychat",
   "desc": "Continuous conformity of tychat.io, site tier: the mechanical requirements of the working draft checked on every push and every week, with run records, open findings and the crosswalk to existing frameworks. Self-assessment, not a certification.",
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/access-model/",
   "title": "Access model",
   "kind": "doc",
   "site": "mb",
   "desc": "Inside is a public demo of an intranet. In production it sits behind single sign-on with public, internal and restricted spaces, access granted per person and device, and no network perimeter.",
   "space": "eng",
   "tags": [
    "inside",
    "security",
    "access",
    "sso",
    "zero-trust"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://uncovertechtalent.com/",
   "title": "UncoverTechTalent \u2014 Fix your hiring",
   "kind": "page",
   "site": "utt",
   "date": "2026-10-03"
  },
  {
   "id": "https://github.com/uncovertechtalent/tychat.io/",
   "title": "uncovertechtalent/tychat.io",
   "kind": "github",
   "site": "github",
   "desc": "TYChat: teach your chat. Point your model at a corpus built to teach it."
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/board/",
   "title": "Ticket board",
   "kind": "doc",
   "site": "mb",
   "desc": "The board at /inside/board/ shows the work on the platform in columns, from GitHub Issues on the public repository, as a snapshot written at each deploy.",
   "space": "eng",
   "tags": [
    "board",
    "issues",
    "workflow",
    "inside"
   ],
   "date": "2026-10-14"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0031-cockpit-from-public-github-issues/",
   "title": "ADR-0031: The cockpit page is built from the public GitHub Issues of the owner's repositories",
   "kind": "doc",
   "site": "mb",
   "desc": "/inside/cockpit/ shows the issues and pull requests of the owner's public repositories by area of the CTO job, written by scripts/build_cockpit.py at each deploy from the GitHub API; a contract check in the build and in the Conformity checks job lets only public GitHub data reach the page.",
   "space": "eng",
   "tags": [
    "adr",
    "decision",
    "inside",
    "cockpit",
    "generated-pages",
    "issues"
   ],
   "date": "2026-10-14"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/cockpit/",
   "title": "Cockpit page",
   "kind": "doc",
   "site": "mb",
   "desc": "How /inside/cockpit/ is built from the GitHub Issues of the owner's public repositories, which labels place an item, what the contract check allows, and where it runs.",
   "space": "eng",
   "tags": [
    "inside",
    "cockpit",
    "issues",
    "labels",
    "how-to"
   ],
   "date": "2026-10-14"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/runbook-rollback/",
   "title": "Roll back a deploy",
   "kind": "doc",
   "site": "mb",
   "desc": "A deploy passed the gate and the live site is wrong; revert the commits on main and push, so the workflow gates and deploys the earlier state. Re-running an older run does not roll back.",
   "space": "eng",
   "tags": [
    "runbook",
    "deploy",
    "rollback"
   ],
   "date": "2026-10-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/",
   "title": "Engineering",
   "kind": "doc",
   "site": "mb",
   "desc": "How the three sites are built, gated and deployed, plus the map crawler, the Inside portal and this docs tree.",
   "space": "eng",
   "tags": [
    "moc",
    "engineering"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0030-powersuit-pages-from-the-release/",
   "title": "ADR-0030: The CTO powersuit pages are built from the pinned release",
   "kind": "doc",
   "site": "mb",
   "desc": "/cto-powersuit/ and one page per plugin are built by scripts/build_powersuit.py from the powersuit repository at a release tag and commit pinned in site/powersuit.yml; the pages carry a sidebar of the plugins by area in place of the section sidebar, and CSS scoped to them.",
   "space": "eng",
   "tags": [
    "adr",
    "decision",
    "powersuit",
    "navigation",
    "generated-pages"
   ],
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/principle-zero-trust/",
   "title": "Zero trust",
   "kind": "doc",
   "site": "mb",
   "desc": "Nothing is trusted because of where it comes from: each input, identity, dependency, and report is verified at the boundary where it is used, and each actor gets the least access its job needs. Here actions are pinned and allowlisted, every change goes through a pull request and the gate, keys\u2026",
   "space": "sre",
   "tags": [
    "principle",
    "sre",
    "security",
    "zero-trust",
    "least-privilege",
    "supply-chain"
   ],
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/principles-in-practice/",
   "title": "Principles in practice",
   "kind": "doc",
   "site": "mb",
   "desc": "Fifteen SRE principles, from Stefan Coetzee's framework with Google's SRE book as the reference, each tied to where this platform applies it, with its state (in place, partial or gap) and the open work.",
   "space": "sre",
   "tags": [
    "principles",
    "sre",
    "practice"
   ],
   "date": "2026-10-13"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/principle-standby/",
   "title": "Someone carries the pager",
   "kind": "doc",
   "site": "mb",
   "desc": "The test for SRE work is standby, a person who is told when production breaks and acts. Here 17 alert rules reach nobody, the gate is the one control that acts at any hour, and three of four incidents were found by someone working at the time.",
   "space": "sre",
   "tags": [
    "principle",
    "sre",
    "on-call",
    "alerting",
    "standby"
   ],
   "date": "2026-10-11"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/sdlc/",
   "title": "Software delivery lifecycle",
   "kind": "doc",
   "site": "mb",
   "desc": "The stages a change moves through on machinebehavior.io, from request to a live page and back, with the entry and exit criteria, the owner and the record of each stage, and the stages with no practice yet.",
   "space": "eng",
   "tags": [
    "sdlc",
    "process",
    "delivery"
   ],
   "date": "2026-10-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/obs/",
   "title": "Observability",
   "kind": "doc",
   "site": "mb",
   "desc": "Metrics, logs and traces for Claude Code, a self-hosted Ollama server, its host and three website deploys, collected by one Docker Compose stack on a home server.",
   "space": "obs",
   "tags": [
    "observability",
    "prometheus",
    "loki",
    "tempo",
    "grafana"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/inside-portal/",
   "title": "Inside portal",
   "kind": "doc",
   "site": "mb",
   "desc": "Inside is one static page that reads live data in the browser: site status, the deploy feed, the latest work, experiments and the Grafana dashboards.",
   "space": "eng",
   "tags": [
    "inside",
    "portal",
    "frontend"
   ],
   "date": "2026-10-14"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/service-catalog/",
   "title": "Service catalog",
   "kind": "doc",
   "site": "mb",
   "desc": "The catalog at /inside/services/ is built from one YAML file per service in services/, validated at build; each service is a page and a node in the map.",
   "space": "eng",
   "tags": [
    "inside",
    "services",
    "catalog",
    "ownership"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/add-a-page/",
   "title": "Add a page to machinebehavior.io",
   "kind": "doc",
   "site": "mb",
   "desc": "The five things a new page needs to pass the gate, and the commands to check them before pushing.",
   "space": "eng",
   "tags": [
    "how-to",
    "pages",
    "gate"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0020-founder-tour/",
   "title": "ADR-0020: A five-minute founder tour on one page",
   "kind": "doc",
   "site": "mb",
   "desc": "One page at /inside/tour/ walks a founder through the platform in six stops, each with a screenshot of the live page, what to notice, what it does in a company, and the link.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/status-page/",
   "title": "Status page",
   "kind": "doc",
   "site": "mb",
   "desc": "How /inside/status/ decides the state of each service from records the site already publishes, and how to open, update and close an incident in incidents/*.yml.",
   "space": "eng",
   "tags": [
    "inside",
    "status",
    "incidents",
    "how-to"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/docs-tree/",
   "title": "Docs tree",
   "kind": "doc",
   "site": "mb",
   "desc": "How this documentation is built from markdown sources and the knowledge vault, how front matter becomes the tree, labels and dates, and how pages enter the map.",
   "space": "eng",
   "tags": [
    "docs",
    "generator",
    "front-matter"
   ],
   "date": "2026-10-11"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/site-navigation/",
   "title": "Site navigation and chrome",
   "kind": "doc",
   "site": "mb",
   "desc": "One navigation source, site/nav.yml, writes the top bar, the breadcrumbs, the section sidebars and the footer of every page, and checks the sitemap and llms.txt against the tree.",
   "space": "eng",
   "tags": [
    "navigation",
    "frontend",
    "site",
    "breadcrumbs"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/map-crawler/",
   "title": "Map crawler",
   "kind": "doc",
   "site": "mb",
   "desc": "scripts/crawl_map.py crawls the three sites and Substack into map/graph.json, splitting body links from navigation and keeping a node per page, post, repo, thread and tag.",
   "space": "eng",
   "tags": [
    "map",
    "crawler",
    "graph"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/changelog/",
   "title": "Changelog",
   "kind": "doc",
   "site": "mb",
   "desc": "What changed on machinebehavior.io and the platform behind it, by day and grouped Added, Changed and Fixed, generated from closed issues and commits.",
   "space": "eng",
   "tags": [
    "changelog",
    "releases",
    "history"
   ],
   "date": "2026-08-07"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/site-architecture/",
   "title": "Site architecture",
   "kind": "doc",
   "site": "mb",
   "desc": "Three static sites on GitHub Pages, one shared conformity action, and Substack as the fourth publication.",
   "space": "eng",
   "tags": [
    "architecture",
    "github-pages",
    "static-site"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/top-bar-and-search/",
   "title": "Top bar and search",
   "kind": "doc",
   "site": "mb",
   "desc": "One top bar on every page from one navigation source, and one search index over the docs, the services and the map, with a results page on Enter.",
   "space": "eng",
   "tags": [
    "inside",
    "search",
    "navigation",
    "frontend"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/runbooks/",
   "title": "Engineering runbooks",
   "kind": "doc",
   "site": "mb",
   "desc": "Step-by-step fixes for the failures seen so far in the build and deploy of the sites.",
   "space": "eng",
   "tags": [
    "runbook",
    "operations"
   ],
   "date": "2026-10-11"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/obs/public-dashboards/",
   "title": "Public dashboards",
   "kind": "doc",
   "site": "mb",
   "desc": "The five Grafana dashboards shared at grafana.scoetzee.de, what their panels show, and how each public cut differs from the internal dashboard.",
   "space": "obs",
   "tags": [
    "grafana",
    "dashboards",
    "public"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/runbook-template-href/",
   "title": "Link check flags a template string",
   "kind": "doc",
   "site": "mb",
   "desc": "The gate reads every href in the page source, including ones inside JavaScript template strings; build such links with a.href in code.",
   "space": "eng",
   "tags": [
    "runbook",
    "gate",
    "javascript"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0001-root-absolute-links/",
   "title": "ADR-0001: Root-absolute links only",
   "kind": "doc",
   "site": "mb",
   "desc": "Internal links are root-absolute directory URLs (`/man/`, `/style.css`), never relative and never ending in `.html`.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-07"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0002-deploy-is-gated/",
   "title": "ADR-0002: The deploy is gated",
   "kind": "doc",
   "site": "mb",
   "desc": "GitHub Pages deploys from GitHub Actions, and the deploy job depends on the conformity job.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-07"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0003-map-loads-from-public-cdns/",
   "title": "ADR-0003: The map loads d3 and its fonts from public CDNs",
   "kind": "doc",
   "site": "mb",
   "desc": "The map page loaded d3 7.9.0 from cdnjs and Space Grotesk and JetBrains Mono from Google Fonts.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-08"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0004-map-refresh-keeps-larger-snapshot/",
   "title": "ADR-0004: The map refresh keeps the larger snapshot",
   "kind": "doc",
   "site": "mb",
   "desc": "The deploy job replaces `map/graph.json` only when the new crawl has at least as many nodes and links as the committed snapshot.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-08"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0005-deploys-feed-grafana/",
   "title": "ADR-0005: Deploys feed Grafana without changing the workflows",
   "kind": "doc",
   "site": "mb",
   "desc": "A separate exporter polls the GitHub Actions API and writes runs, steps and gate checks to Loki and Prometheus.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-08"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/obs/deploy-exporter/",
   "title": "Deploy exporter",
   "kind": "doc",
   "site": "mb",
   "desc": "A standard-library Python service that reads the GitHub Actions deploy runs of three websites, writes them to Loki and serves the latest state as Prometheus metrics on port 9201.",
   "space": "obs",
   "tags": [
    "loki",
    "prometheus",
    "github-actions",
    "deploys"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0006-inside-reads-github-api-in-browser/",
   "title": "ADR-0006: Inside reads the deploy feed from the GitHub API in the browser",
   "kind": "doc",
   "site": "mb",
   "desc": "The page called the GitHub Actions API from the visitor's browser for each repository on every load.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0007-docs-search-own-index/",
   "title": "ADR-0007: Docs search over its own index, Enter opens the first hit",
   "kind": "doc",
   "site": "mb",
   "desc": "The docs top bar searched `inside/docs/search.json` only, and Enter opened the first hit.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0012-one-top-bar-and-search/",
   "title": "ADR-0012: One top bar and one search index for Inside",
   "kind": "doc",
   "site": "mb",
   "desc": "Every Inside page carries one top bar, written by `bar()` in `scripts/inside_chrome.py`.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0008-docs-pages-are-map-nodes/",
   "title": "ADR-0008: Docs pages are map nodes",
   "kind": "doc",
   "site": "mb",
   "desc": "Docs pages carry their front matter as meta tags, and the crawler adds them to the graph with parent links as `tree` edges.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0009-vault-notes-with-review-label/",
   "title": "ADR-0009: Publish vault notes with a review label",
   "kind": "doc",
   "site": "mb",
   "desc": "The SRE folder and 28 standards clusters are published as docs spaces, with private addresses, e-mail addresses and the former employer's name redacted, and a label on every page saying it has not been reviewed against its source.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0011-ticket-board-from-github-issues/",
   "title": "ADR-0011: A public ticket board from GitHub Issues",
   "kind": "doc",
   "site": "mb",
   "desc": "Work items are GitHub Issues on the public repository, shown on [the board](/inside/board/).",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0013-service-catalog-from-yaml/",
   "title": "ADR-0013: A service catalog from YAML in the repository",
   "kind": "doc",
   "site": "mb",
   "desc": "Every service is one YAML file in `services/`, validated at build by a strict standard-library reader.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0014-status-page-from-published-records/",
   "title": "ADR-0014: A status page from records the site already publishes",
   "kind": "doc",
   "site": "mb",
   "desc": "`/inside/status/` reads each site's gate record, `/inside/deploys.json` and the map snapshot time in the browser, and shows the incident history from `incidents/*.yml` with the stages Investigating, Identified, Monitoring and Resolved.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0015-owner-and-review-dates/",
   "title": "ADR-0015: Owner and review dates on every docs page",
   "kind": "doc",
   "site": "mb",
   "desc": "Docs front matter gains `owner`, `reviewed`, `review_by` and `type` (Di\u00e1taxis).",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0016-demo-banner-and-access-model/",
   "title": "ADR-0016: A public-demo banner and a stated access model",
   "kind": "doc",
   "site": "mb",
   "desc": "Every Inside page except the map carries a banner saying the intranet is a public demo and that in production it sits behind single sign-on.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0017-on-call-model/",
   "title": "ADR-0017: State the on-call model and propose Alertmanager routing",
   "kind": "doc",
   "site": "mb",
   "desc": "The [On-call and escalation](doc:obs/on-call) page states the model as it runs: one operator, agent sessions as responders, the deploy gate as the only control that acts on its own, and no Alertmanager.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/obs/on-call/",
   "title": "On-call and escalation",
   "kind": "doc",
   "site": "mb",
   "desc": "The real on-call model: one operator, agent sessions as responders, the deploy gate as the one control that acts on its own, and 17 alert rules that page nobody because no Alertmanager runs. With a proposed routing.",
   "space": "obs",
   "tags": [
    "on-call",
    "alerts",
    "alertmanager",
    "escalation",
    "incidents"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0018-numbered-records-and-changelog/",
   "title": "ADR-0018: Numbered decision records and a generated changelog",
   "kind": "doc",
   "site": "mb",
   "desc": "Each decision is a numbered record (ADR-0001 onward) with a status (proposed, accepted, superseded), context, decision and consequences, one docs page each.",
   "space": "eng",
   "tags": [
    "adr",
    "decision"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/res/conformity-self-assessment/",
   "title": "Conformity self-assessment, run 1",
   "kind": "doc",
   "site": "mb",
   "desc": "One working AI setup scored by the model inside it against 35 draft requirements and a hashed prediction, with pass 4, partial 16, gap 13 and n/a 2 (self-assessment, not a certification).",
   "space": "res",
   "tags": [
    "conformity",
    "self-assessment",
    "prereg",
    "second-rater"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0021-one-navigation-source/",
   "title": "ADR-0021: One navigation source for the whole site",
   "kind": "doc",
   "site": "mb",
   "desc": "site/nav.yml defines the sections and pages once; scripts/site_chrome.py writes the top bar, breadcrumbs, sidebar and footer of every page between markers and checks the sitemap and llms.txt against the tree.",
   "space": "eng",
   "tags": [
    "adr",
    "decision",
    "navigation"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0022-section-sidebars/",
   "title": "ADR-0022: Section sidebars from the navigation source",
   "kind": "doc",
   "site": "mb",
   "desc": "Research and Inside pages carry a sidebar with every page of their section, written from site/nav.yml; a column beside the content from 1100 px, a closed disclosure above it on narrower screens.",
   "space": "eng",
   "tags": [
    "adr",
    "decision",
    "navigation"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0023-topic-hubs/",
   "title": "ADR-0023: Topic hubs across research, docs, posts and tickets",
   "kind": "doc",
   "site": "mb",
   "desc": "Seven topic hubs at /topics/<key>/ list every research page, Inside page, docs page, post and board issue on one subject; site/topics.yml holds the rules, and a Topics block in each sidebar marks the topics of the current page.",
   "space": "eng",
   "tags": [
    "adr",
    "decision",
    "navigation",
    "topics"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0024-sre-principles-in-practice/",
   "title": "ADR-0024: SRE principles tied to the running platform",
   "kind": "doc",
   "site": "mb",
   "desc": "Fourteen hand-written principle pages in the SRE Handbook space link each principle to the services, records and docs that apply it, with a state per page; services name their principles in YAML, and the vault import keeps hand-written pages.",
   "space": "eng",
   "tags": [
    "adr",
    "decision",
    "sre",
    "principles"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0025-one-design-system/",
   "title": "ADR-0025: One design system, two layouts, light and dark from the system setting",
   "kind": "doc",
   "site": "mb",
   "desc": "One token file for colour, type and spacing, component CSS for the chrome and the shared components, a reading layout and an app layout under one brand, light and dark from prefers-color-scheme with nothing stored on the device.",
   "space": "eng",
   "tags": [
    "adr",
    "decision",
    "design-system",
    "accessibility"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0026-mission-control/",
   "title": "ADR-0026: Mission Control, the live operations view inside the portal",
   "kind": "doc",
   "site": "mb",
   "desc": "One screen at /inside/mission-control/ shows the gate and deploy state of the three sites, the deploy feed, open incidents, this site's gate result and the public Grafana dashboards as tabs that load on a click, with a slot for the internal AWS spend panel.",
   "space": "eng",
   "tags": [
    "adr",
    "decision",
    "inside",
    "observability"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/fin/budgets-and-alerts/",
   "title": "Budgets and alerts",
   "kind": "doc",
   "site": "mb",
   "desc": "The cost controls that exist (the Claude Code spend alert, the AWS monthly budget with its internal dashboard and four alert rules, the eval harness caps), why only the AWS Budgets e-mail reaches a person, and what a budget alert for Claude Code would look like.",
   "space": "fin",
   "tags": [
    "finops",
    "budgets",
    "alerts",
    "prometheus",
    "loki"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0028-home-page-portal-front/",
   "title": "ADR-0028: The home page as the front page of the portal",
   "kind": "doc",
   "site": "mb",
   "desc": "The home page leads into the sections of the portal: a hero with the map, cards for Research, Inside, Mission Control, Docs, Topics and Map, the latest research and the topics, written from site/nav.yml; the case-file list that repeated the claims is gone.",
   "space": "eng",
   "tags": [
    "adr",
    "decision",
    "navigation",
    "home"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/adr-0029-changes-through-pull-requests/",
   "title": "ADR-0029: Changes reach main through pull requests",
   "kind": "doc",
   "site": "mb",
   "desc": "Every change to main goes through a pull request whose Conformity checks pass, enforced by a branch ruleset on main; the merge is the review step; the gate bot and the probe record push through deploy keys.",
   "space": "eng",
   "tags": [
    "adr",
    "decision",
    "sdlc",
    "review",
    "agents"
   ],
   "date": "2026-10-11"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/agents/",
   "title": "Agents in this repository",
   "kind": "doc",
   "site": "mb",
   "desc": "Which coding agents work on machinebehavior.io, with which plugins, permissions, hooks and MCP servers, how a change reaches main, how their spend is metered, and who owns the setup.",
   "space": "eng",
   "tags": [
    "agents",
    "ai-ops",
    "harness"
   ],
   "date": "2026-10-11"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/runbook-push-rejected/",
   "title": "Push rejected",
   "kind": "doc",
   "site": "mb",
   "desc": "A push to main is rejected because changes reach main through pull requests; open a pull request. A push to your branch is rejected after a rebase; push it with --force-with-lease.",
   "space": "eng",
   "tags": [
    "runbook",
    "git"
   ],
   "date": "2026-10-11"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/fin/cost-model/",
   "title": "Cost model",
   "kind": "doc",
   "site": "mb",
   "desc": "Every cost component of the platform with its billing model, its meter and the amount where a source exists; components without a meter say so.",
   "space": "fin",
   "tags": [
    "finops",
    "cost-model",
    "allocation"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/eng/runbook-gate-blocked/",
   "title": "Gate blocked a deploy",
   "kind": "doc",
   "site": "mb",
   "desc": "The conformity job failed, so the deploy did not run and the previous build is still live; find the failing check, fix the page, push again.",
   "space": "eng",
   "tags": [
    "runbook",
    "gate"
   ],
   "date": "2026-10-11"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/obs/runbooks/",
   "title": "Observability runbooks",
   "kind": "doc",
   "site": "mb",
   "desc": "Step-by-step fixes for the known traps in the observability stack: missing backfill in Loki, empty stat panels, Claude Code counter resets and sharing a dashboard.",
   "space": "obs",
   "tags": [
    "runbook",
    "operations"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/obs/alerts-and-slos/",
   "title": "Alerts and SLOs",
   "kind": "doc",
   "site": "mb",
   "desc": "The recording rules, service level objectives and 17 alerts that Prometheus and the Loki ruler evaluate, with thresholds from the rule files.",
   "space": "obs",
   "tags": [
    "prometheus",
    "alerts",
    "slo",
    "loki"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/unit-economics-of-infrastructure/",
   "title": "Unit Economics of Infrastructure",
   "kind": "doc",
   "site": "mb",
   "desc": "Total cloud spend is the wrong metric.",
   "space": "sre",
   "tags": [
    "cost-optimization",
    "finops",
    "practice"
   ],
   "date": "2026-05-04"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/fin/focus-export/",
   "title": "FOCUS export",
   "kind": "doc",
   "site": "mb",
   "desc": "A FOCUS 1.4-shaped CSV of the platform's metered costs for 2026-10-01 to 2026-10-08, the script that writes it, the column mapping and the declared deviations from the specification.",
   "space": "fin",
   "tags": [
    "finops",
    "focus",
    "export",
    "csv"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/fin/showback/",
   "title": "Showback",
   "kind": "doc",
   "site": "mb",
   "desc": "The list-price value of the platform's usage, as Claude Code and the eval harness price it, set against what is billed, and the reasons the two differ.",
   "space": "fin",
   "tags": [
    "finops",
    "showback",
    "pricing",
    "claude-code"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/cost-optimization/",
   "title": "9. Cost Optimization",
   "kind": "doc",
   "site": "mb",
   "desc": "\"There is no cloud. It's just someone else's computer, and they're billing you for.",
   "space": "sre",
   "date": "2026-04-25"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/fin/unit-economics/",
   "title": "Unit economics",
   "kind": "doc",
   "site": "mb",
   "desc": "Cost per unit of output with real numbers: Claude Code spend per day, per model, per API call, per million tokens and per commit; runner time per deploy; cost per eval run.",
   "space": "fin",
   "tags": [
    "finops",
    "unit-economics",
    "kpi",
    "claude-code"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/fin/anomaly-the-phantom-two-million/",
   "title": "The phantom two million",
   "kind": "doc",
   "site": "mb",
   "desc": "A FinOps anomaly case from 2026-10-09: parallel Claude Code sessions wrote into one counter series, and Prometheus reported USD 1.97M for a week that cost USD 1,003 at list price.",
   "space": "fin",
   "tags": [
    "finops",
    "anomaly",
    "data-quality",
    "case",
    "claude-code"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/obs/runbook-counter-resets-parallel-sessions/",
   "title": "Counter resets from parallel sessions",
   "kind": "doc",
   "site": "mb",
   "desc": "Why Claude Code's cost counters in Prometheus report spend in the millions of USD, and how the stack reads spend and tokens from per-request events in Loki.",
   "space": "obs",
   "tags": [
    "runbook",
    "prometheus",
    "loki",
    "claude-code"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/res/decision-layer-probe/",
   "title": "Weekly decision-layer probe",
   "kind": "doc",
   "site": "mb",
   "desc": "A weekly rerun of a frozen experiment 04 subset on a reference model, recorded for requirement CC-6.6; first record 2026-10-07, record-only until 2026-11-04.",
   "space": "res",
   "tags": [
    "probe",
    "conformity",
    "stance",
    "record-only"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/res/experiment-04-folding-under-pressure/",
   "title": "Experiment 04: folding under pressure",
   "kind": "doc",
   "site": "mb",
   "desc": "Decision-layer test of whether a model keeps a correct verdict under scripted pushback; qwen3-coder-30b folded on 75 percent of eligible baseline runs, three larger models on none.",
   "space": "res",
   "tags": [
    "eval",
    "sycophancy",
    "prereg",
    "stance"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/obs/loki-streams/",
   "title": "Loki streams",
   "kind": "doc",
   "site": "mb",
   "desc": "The Loki streams the stack writes, with their labels and line fields, for website deploy records and for Claude Code events.",
   "space": "obs",
   "tags": [
    "loki",
    "logql",
    "reference"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/obs/architecture/",
   "title": "Architecture",
   "kind": "doc",
   "site": "mb",
   "desc": "How the collectors, the three stores, Grafana and the public front door of the observability stack connect, and how the stack is deployed.",
   "space": "obs",
   "tags": [
    "architecture",
    "alloy",
    "prometheus",
    "loki",
    "tempo",
    "grafana"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/obs/runbook-share-a-dashboard/",
   "title": "Share a dashboard publicly",
   "kind": "doc",
   "site": "mb",
   "desc": "How to build a variable-free public cut of a dashboard, provision it, and turn on Grafana public sharing so it loads at grafana.scoetzee.de.",
   "space": "obs",
   "tags": [
    "runbook",
    "grafana",
    "public-dashboards"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/obs/runbook-stat-panel-no-data/",
   "title": "Stat panel shows No data",
   "kind": "doc",
   "site": "mb",
   "desc": "Why Grafana stat panels on young series show No data over long time ranges, and how build.py switches them to instant queries.",
   "space": "obs",
   "tags": [
    "runbook",
    "grafana",
    "prometheus",
    "loki"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/obs/metrics-reference/",
   "title": "Metrics reference",
   "kind": "doc",
   "site": "mb",
   "desc": "Every Prometheus metric the deploy-exporter and the ollama-exporter serve, with type, labels and meaning, taken from the exporter source.",
   "space": "obs",
   "tags": [
    "prometheus",
    "metrics",
    "reference"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/obs/dashboards-as-code/",
   "title": "Dashboards as code",
   "kind": "doc",
   "site": "mb",
   "desc": "How grafana/build.py generates every dashboard as JSON, how the public cuts derive from the internal dashboards, and how a change reaches Grafana.",
   "space": "obs",
   "tags": [
    "grafana",
    "dashboards-as-code",
    "python"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/obs/runbook-loki-backfill-missing/",
   "title": "Backfilled runs missing in Loki",
   "kind": "doc",
   "site": "mb",
   "desc": "What to do when the Website deploys dashboard shows no older runs after the deploy-exporter backfills from GitHub Actions.",
   "space": "obs",
   "tags": [
    "runbook",
    "loki",
    "deploy-exporter"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://grafana.scoetzee.de/public-dashboards/3a4ba6b21e6f4924ab2845b47a300af0",
   "title": "Claude Code agents (Grafana)",
   "kind": "dashboard",
   "site": "dashboard"
  },
  {
   "id": "https://grafana.scoetzee.de/public-dashboards/8bfa9ce4bdb946de8c37c738c9e61346",
   "title": "SearXNG search engines (Grafana)",
   "kind": "dashboard",
   "site": "dashboard"
  },
  {
   "id": "https://grafana.scoetzee.de/public-dashboards/e6a9dd2153004ad0a868ce6f0e19071f",
   "title": "Local LLM (Grafana)",
   "kind": "dashboard",
   "site": "dashboard"
  },
  {
   "id": "https://grafana.scoetzee.de/public-dashboards/81c9dfd269cc430abaf6a6ce7b64c4d6",
   "title": "Host (Grafana)",
   "kind": "dashboard",
   "site": "dashboard"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/res/objections-register/",
   "title": "Objections register and OBJ-4 incident log",
   "kind": "doc",
   "site": "mb",
   "desc": "Fifteen objections against an unpublished model of human development, each with severity, status and a falsification test, plus the OBJ-4 incident log of 11 cases, none self-caught.",
   "space": "res",
   "tags": [
    "objections",
    "falsification",
    "incident-log",
    "second-rater"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/res/case-files/",
   "title": "Case files: case 12 and Running Conjobs for AI",
   "kind": "doc",
   "site": "mb",
   "desc": "Two harness case files: case 12, a licence rule found and acted on in 68.7 seconds, and a reported authority-injection specimen that was not reproduced.",
   "space": "res",
   "tags": [
    "case-file",
    "harness",
    "authority-injection",
    "self-assessment"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/res/slips-log/",
   "title": "Slips log",
   "kind": "doc",
   "site": "mb",
   "desc": "Running log of register and stance slips caught while drafting the published pieces, with who caught each one; 72 slips from 2026-09-29 to 2026-10-06.",
   "space": "res",
   "tags": [
    "slips",
    "register",
    "self-audit",
    "log"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/res/fawn-opener-benchmark/",
   "title": "03: Cross-model fawn-opener benchmark",
   "kind": "doc",
   "site": "mb",
   "desc": "Pre-registered benchmark of how often each model opens a reply with a fawn marker, bare and with an instruction against it; pilot run 2026-09-23, clean run not yet run.",
   "space": "res",
   "tags": [
    "eval",
    "sycophancy",
    "prereg",
    "lexical",
    "benchmark"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/res/exemplar-seeding/",
   "title": "02: Exemplar seeding",
   "kind": "doc",
   "site": "mb",
   "desc": "Tested whether two corrected-output exemplars injected at session start lower cold-start relapse; result, no change at this dose, with three earlier attributions withdrawn.",
   "space": "res",
   "tags": [
    "experiments",
    "momentum",
    "cold-start",
    "null-result"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/res/experiments/",
   "title": "Experiments",
   "kind": "doc",
   "site": "mb",
   "desc": "Overview of the four published experiments and the weekly decision-layer probe, with status, dates and headline numbers for each.",
   "space": "res",
   "tags": [
    "experiments",
    "overview",
    "eval"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/res/half-life-study/",
   "title": "01: The half-life study",
   "kind": "doc",
   "site": "mb",
   "desc": "Tested whether suppressed output patterns relapse more as a session gets longer; the temporal half-life is refuted, and relapse clusters at cold starts.",
   "space": "res",
   "tags": [
    "experiments",
    "half-life",
    "cold-start",
    "refuted"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/res/predictions-and-hashes/",
   "title": "Predictions and hashes",
   "kind": "doc",
   "site": "mb",
   "desc": "How predictions and preregistrations are frozen and hashed before a run, and how the conformity run checks every hash on every push; 8 files, all matching.",
   "space": "res",
   "tags": [
    "prereg",
    "predictions",
    "sha256",
    "integrity"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/res/claims-ledger/",
   "title": "Claims ledger",
   "kind": "doc",
   "site": "mb",
   "desc": "Every substantive claim of the programme with its status, receipts and the observation that would refute it; seven claims, four supported, one refuted, one open, one proposed.",
   "space": "res",
   "tags": [
    "claims",
    "falsification",
    "ledger"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/cyber-resilience-act/",
   "title": "Cyber Resilience Act",
   "kind": "doc",
   "site": "mb",
   "desc": "Map of Regulation (EU) 2024/2847, the Cyber Resilience Act.",
   "space": "std",
   "tags": [
    "cyber-resilience-act",
    "eu-regulation",
    "moc",
    "product-cybersecurity"
   ],
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   "desc": "Map of ISO/IEC 27001:2022 as the international standard for information security management systems (ISMS), and the wider ISO/IEC 27000 family.",
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   "id": "https://machinebehavior.io/inside/docs/sre/back-up-sqlite-with-the-backup-command/",
   "title": "Back Up SQLite With the Backup Command",
   "kind": "doc",
   "site": "mb",
   "desc": "Use sqlite3 .backup, or checkpoint the WAL first, to get a restore point that holds every write.",
   "space": "sre",
   "tags": [
    "mitigation",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/blameless-postmortem-discipline/",
   "title": "Blameless Postmortem Discipline",
   "kind": "doc",
   "site": "mb",
   "desc": "A blameless postmortem assumes the engineer behaved rationally given the information they had.",
   "space": "sre",
   "tags": [
    "incident-management",
    "postmortem",
    "practice"
   ],
   "date": "2026-05-04"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/service-outage-response/",
   "title": "Service Outage Response",
   "kind": "doc",
   "site": "mb",
   "desc": "Generic triage runbook for production service unavailability.",
   "space": "sre",
   "tags": [
    "incident-management",
    "runbook",
    "sev1"
   ],
   "date": "2026-04-25"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/blind-search-ratchet-minecraft-beats-itself/",
   "title": "blind-search-ratchet-minecraft-beats-itself",
   "kind": "doc",
   "site": "mb",
   "desc": "A simulation of Minecraft with no player let random mob behaviour kill the Ender Dragon after about 1.975 billion simulated years.",
   "space": "sre",
   "tags": [
    "agents",
    "pattern",
    "probability",
    "search"
   ],
   "date": "2026-10-01"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/generate-and-test-over-reason-from-model/",
   "title": "Generate-and-Test Over Reason-From-Model",
   "kind": "doc",
   "site": "mb",
   "desc": "When a system has enough internal constraint, reasoning about which change should work reliably loses to generating many changes and testing which ones do.",
   "space": "sre",
   "tags": [
    "position",
    "sre-manifesto"
   ],
   "date": "2026-08-08"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/bm25-hybrid-retrieval-for-graph-rag/",
   "title": "BM25 Hybrid Retrieval for Graph-RAG",
   "kind": "doc",
   "site": "mb",
   "desc": "BM25 is a 1990s ranking function that's still the backbone of serious retrieval.",
   "space": "sre",
   "tags": [
    "graph-rag",
    "pattern",
    "rag",
    "retrieval",
    "search"
   ],
   "date": "2026-04-25"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/personal-digital-twin-architecture/",
   "title": "Personal Digital Twin Architecture",
   "kind": "doc",
   "site": "mb",
   "desc": "Per-person vault (private, IP-owned by the individual) plus a curated public projection (expertise, decisions, communication patterns).",
   "space": "sre",
   "tags": [
    "ai-agents",
    "digital-twin",
    "knowledge-management",
    "pattern"
   ],
   "date": "2026-04-25"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/claude-data-export-for-graph-ingestion/",
   "title": "Claude Data Export for Graph Ingestion",
   "kind": "doc",
   "site": "mb",
   "desc": "Pipeline for pulling Claude conversation history into a graph-RAG vault.",
   "space": "sre",
   "tags": [
    "claude",
    "graph-rag",
    "ingestion",
    "pattern",
    "vault"
   ],
   "date": "2026-04-25"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/bracket-pattern-process-check/",
   "title": "Bracket Pattern Process Check",
   "kind": "doc",
   "site": "mb",
   "desc": "Use pgrep -f \"[b]atchtranscribe.py\" or the ps | awk form.",
   "space": "sre",
   "tags": [
    "mitigation",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/certificate-rotation/",
   "title": "Certificate Rotation",
   "kind": "doc",
   "site": "mb",
   "desc": "Replace TLS certificates before expiry.",
   "space": "sre",
   "tags": [
    "runbook",
    "security",
    "tls"
   ],
   "date": "2026-04-25"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/gdpr-controller-and-processor/",
   "title": "GDPR Controller and Processor",
   "kind": "doc",
   "site": "mb",
   "desc": "Articles 24-39 establish controller and processor obligations.",
   "space": "std",
   "tags": [
    "gdpr",
    "regulation-concept"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/pci-dss-twelve-requirements-and-compliance/",
   "title": "PCI DSS Twelve Requirements and Compliance",
   "kind": "doc",
   "site": "mb",
   "desc": "Network segmentation. Firewall / equivalent controls.",
   "space": "std",
   "tags": [
    "framework-concept",
    "pci-dss"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/dora-ict-risk-management/",
   "title": "DORA ICT Risk Management",
   "kind": "doc",
   "site": "mb",
   "desc": "Articles 5-15 establish DORA's first pillar: the ICT risk management framework.",
   "space": "std",
   "tags": [
    "dora",
    "regulation-concept"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nis2-security-measures/",
   "title": "NIS2 Security Measures",
   "kind": "doc",
   "site": "mb",
   "desc": "Article 21 establishes the cybersecurity risk-management measures required of essential and important entities.",
   "space": "std",
   "tags": [
    "nis2",
    "regulation-concept"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/credential-rotation/",
   "title": "Credential Rotation",
   "kind": "doc",
   "site": "mb",
   "desc": "Replace secrets used by services and humans.",
   "space": "sre",
   "tags": [
    "runbook",
    "secrets",
    "security"
   ],
   "date": "2026-04-25"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-27001-annex-a-8-technological-controls/",
   "title": "ISO 27001 Annex A.8 Technological Controls",
   "kind": "doc",
   "site": "mb",
   "desc": "Thirty-four controls: endpoint and access controls, malware protection, vulnerability management, configuration and change management, deletion / masking / DLP, backup and redundancy, logging and monitoring, network security, cryptography,.",
   "space": "std",
   "tags": [
    "annex-a-theme",
    "iso-27001",
    "theme-technological"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/pillars/",
   "title": "The ten pillars",
   "kind": "doc",
   "site": "mb",
   "desc": "The ten pillars of the SRE framework, one page each: reliability, scalability, observability, incident management, infrastructure as code, CI/CD and deployment, performance, security, cost optimisation and toil reduction.",
   "space": "sre",
   "tags": [
    "folder"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/progressive-delivery-patterns/",
   "title": "Progressive Delivery Patterns",
   "kind": "doc",
   "site": "mb",
   "desc": "Big-bang deploys treat every release as a coin flip on the entire user base.",
   "space": "sre",
   "tags": [
    "cicd",
    "deployment",
    "pattern",
    "progressive-delivery"
   ],
   "date": "2026-05-04"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/itil-4-practices/",
   "title": "ITIL 4 Practices",
   "kind": "doc",
   "site": "mb",
   "desc": "Thirty-four organizational capabilities used in the Service Value Chain.",
   "space": "std",
   "tags": [
    "itil",
    "itil-concept"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/dora-resilience-testing/",
   "title": "DORA Resilience Testing",
   "kind": "doc",
   "site": "mb",
   "desc": "Articles 24-27 establish DORA's third pillar: digital operational resilience testing.",
   "space": "std",
   "tags": [
    "dora",
    "regulation-concept"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/dolt-versioned-database-for-task-state/",
   "title": "Dolt Versioned Database for Task State",
   "kind": "doc",
   "site": "mb",
   "desc": "MySQL-compatible database with Git-like versioning.",
   "space": "sre",
   "tags": [
    "task-tracking",
    "tool"
   ],
   "date": "2026-04-25"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/compare-videos-found-against-the-in-app-count/",
   "title": "Compare Videos Found Against the In-App Count",
   "kind": "doc",
   "site": "mb",
   "desc": "The owner's in-app count minus videosfound measures the gap.",
   "space": "sre",
   "tags": [
    "mitigation",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/compare-videos-found-run-to-run/",
   "title": "Compare Videos Found Run to Run",
   "kind": "doc",
   "site": "mb",
   "desc": "First fix for the short scrape: treat any drop in videosfound between runs as suspect.",
   "space": "sre",
   "tags": [
    "mitigation",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/cpu-cache-hierarchy-and-speculative-execution/",
   "title": "CPU Cache Hierarchy and Speculative Execution",
   "kind": "doc",
   "site": "mb",
   "desc": "Main memory is the source of truth.",
   "space": "sre",
   "tags": [
    "cpu",
    "hardware",
    "microarchitecture",
    "observability",
    "security"
   ],
   "date": "2026-04-25"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/probing-microarchitecture-for-vulnerability-discovery/",
   "title": "Probing Microarchitecture for Vulnerability Discovery",
   "kind": "doc",
   "site": "mb",
   "desc": "CVE discovery on CPUs follows a repeatable methodology: probe the gap between what the architecture claims and what the implementation actually does.",
   "space": "sre",
   "tags": [
    "pattern",
    "research-methodology"
   ],
   "date": "2026-04-25"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-27001-annex-a-5-organizational-controls/",
   "title": "ISO 27001 Annex A.5 Organizational Controls",
   "kind": "doc",
   "site": "mb",
   "desc": "Largest of the four :2022 control themes.",
   "space": "std",
   "tags": [
    "annex-a-theme",
    "iso-27001",
    "theme-organizational"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/database-failover/",
   "title": "Database Failover",
   "kind": "doc",
   "site": "mb",
   "desc": "Promote a replica to primary when the current primary is unhealthy.",
   "space": "sre",
   "tags": [
    "database",
    "incident-management",
    "runbook"
   ],
   "date": "2026-04-25"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-22301-clause-structure-and-key-concepts/",
   "title": "ISO 22301 Clause Structure and Key Concepts",
   "kind": "doc",
   "site": "mb",
   "desc": "Same structural pattern as ISO 27001 / ISO.",
   "space": "std",
   "tags": [
    "framework-concept",
    "iso-22301"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/rollback-deployment/",
   "title": "Rollback Deployment",
   "kind": "doc",
   "site": "mb",
   "desc": "Revert production to the last known good state.",
   "space": "sre",
   "tags": [
    "deployment",
    "incident-management",
    "runbook"
   ],
   "date": "2026-04-25"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/defense-in-depth-and-trust-boundaries/",
   "title": "Defense in Depth and Trust Boundaries",
   "kind": "doc",
   "site": "mb",
   "desc": "No single security control holds against a determined adversary.",
   "space": "sre",
   "tags": [
    "concept",
    "security",
    "threat-modeling"
   ],
   "date": "2026-05-04"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/differential-test-in-the-same-minutes/",
   "title": "Differential Test in the Same Minutes",
   "kind": "doc",
   "site": "mb",
   "desc": "Run the failing path and its nearest working variants side by side, within the same few minutes, changing one factor at a time.",
   "space": "sre",
   "tags": [
    "detection-method",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/eliminate-concurrent-saves-before-blaming-the-scraper/",
   "title": "Eliminate Concurrent Saves Before Blaming the Scraper",
   "kind": "doc",
   "site": "mb",
   "desc": "Any 'scrape found N, collection holds M' gap must first rule out that the owner saved something mid-run.",
   "space": "sre",
   "tags": [
    "mitigation",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/enumeration-retry-with-unauthenticated-fallback/",
   "title": "Enumeration Retry With Unauthenticated Fallback",
   "kind": "doc",
   "site": "mb",
   "desc": "Enumeration tries the cookie jar twice, then unauthenticated mode three times with backoff, and logs which path succeeded.",
   "space": "sre",
   "tags": [
    "mitigation",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/error-budgets-as-reliability-currency/",
   "title": "Error Budgets as Reliability Currency",
   "kind": "doc",
   "site": "mb",
   "desc": "An error budget is the only mechanism that makes the reliability-vs-velocity trade-off concrete.",
   "space": "sre",
   "tags": [
    "error-budget",
    "practice",
    "reliability",
    "slo"
   ],
   "date": "2026-05-04"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/expired-bot-manager-cookie-returns-empty-body/",
   "title": "Expired Bot-Manager Cookie Returns Empty Body",
   "kind": "doc",
   "site": "mb",
   "desc": "yt-dlp sends expired entries from a Netscape cookie jar as they are.",
   "space": "sre",
   "tags": [
    "root-cause",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/file-copy-of-a-wal-mode-database-misses-recent-writes/",
   "title": "File Copy of a WAL-Mode Database Misses Recent Writes",
   "kind": "doc",
   "site": "mb",
   "desc": "A SQLite database in WAL mode keeps recent writes in the -wal file.",
   "space": "sre",
   "tags": [
    "root-cause",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/filter-expired-cookies-before-each-run/",
   "title": "Filter Expired Cookies Before Each Run",
   "kind": "doc",
   "site": "mb",
   "desc": "cookieargs() writes a filtered copy of the cookie jar with expired entries dropped, logs each drop, and passes the filtered file to yt-dlp.",
   "space": "sre",
   "tags": [
    "mitigation",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/hand-check-output-against-the-primary-source/",
   "title": "Hand-Check Output Against the Primary Source",
   "kind": "doc",
   "site": "mb",
   "desc": "Compare a sample of generated summaries or extracted figures with the source they came from.",
   "space": "sre",
   "tags": [
    "detection-method",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/handle-based-ad-filter-matches-artist-accounts/",
   "title": "Handle-Based Ad Filter Matches Artist Accounts",
   "kind": "doc",
   "site": "mb",
   "desc": "The creator rule \\.(de|official)$ was written for brand and shop accounts.",
   "space": "sre",
   "tags": [
    "root-cause",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/gdpr-cross-border-transfers/",
   "title": "GDPR Cross-Border Transfers",
   "kind": "doc",
   "site": "mb",
   "desc": "Chapter V (Articles 44-50) governs transfers of personal data to third countries (outside EU/EEA) and international organizations.",
   "space": "std",
   "tags": [
    "gdpr",
    "regulation-concept"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/horizontal-vs-vertical-scaling/",
   "title": "Horizontal vs Vertical Scaling",
   "kind": "doc",
   "site": "mb",
   "desc": "The choice is not \"which is better\", it is \"where does the bottleneck actually live, and which dimension can absorb it.\" Vertical scaling is bounded by hardware.",
   "space": "sre",
   "tags": [
    "capacity-planning",
    "concept",
    "scalability"
   ],
   "date": "2026-05-04"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/idempotence-as-the-iac-invariant/",
   "title": "Idempotence as the IaC Invariant",
   "kind": "doc",
   "site": "mb",
   "desc": "The property that makes Infrastructure as Code work is not \"code that builds infrastructure.\" It is idempotence: applying the same configuration to the same target produces the same end-state, no matter how many times you run it or what the prior state was.",
   "space": "sre",
   "tags": [
    "concept",
    "iac",
    "idempotence",
    "terraform"
   ],
   "date": "2026-05-04"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/incident-2026-02-27-dead-collection-short-links/",
   "title": "Incident 2026-02-27 Dead Collection Short Links",
   "kind": "doc",
   "site": "mb",
   "desc": "Two collections stopped scraping because their stored short links died.",
   "space": "sre",
   "tags": [
    "incident",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/single-video-url-as-the-collection-argument/",
   "title": "Single Video URL As the Collection Argument",
   "kind": "doc",
   "site": "mb",
   "desc": "A single video URL works as the --collection-url argument, so individual videos can be reprocessed without a working collection link.",
   "space": "sre",
   "tags": [
    "mitigation",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/short-link-redirects-to-the-homepage/",
   "title": "Short Link Redirects to the Homepage",
   "kind": "doc",
   "site": "mb",
   "desc": "Stored vm.tiktok.com short links for two collections now redirect to the site homepage.",
   "space": "sre",
   "tags": [
    "root-cause",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/incident-2026-07-14-backup-missed-wal-writes/",
   "title": "Incident 2026-07-14 Backup Missed WAL Writes",
   "kind": "doc",
   "site": "mb",
   "desc": "A pre-change backup copied the main database file only, while the database was in WAL mode with a multi-megabyte WAL file.",
   "space": "sre",
   "tags": [
    "incident",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/incident-2026-07-14-short-scrape-looked-like-a-quiet-feed/",
   "title": "Incident 2026-07-14 Short Scrape Looked Like a Quiet Feed",
   "kind": "doc",
   "site": "mb",
   "desc": "Six runs in a row reported 19 videos found; a later run reported 32, and the owner's own count was closer than the database's.",
   "space": "sre",
   "tags": [
    "incident",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/probe-the-artifact-before-reasoning-from-counts/",
   "title": "Probe the Artifact Before Reasoning From Counts",
   "kind": "doc",
   "site": "mb",
   "desc": "When a count looks wrong, fetch one real item and read the error.",
   "space": "sre",
   "tags": [
    "detection-method",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/sensitivity-gated-posts-vanish-from-unauthenticated-listing/",
   "title": "Sensitivity-Gated Posts Vanish From Unauthenticated Listing",
   "kind": "doc",
   "site": "mb",
   "desc": "TikTok refuses to serve age-restricted or sensitivity-flagged posts to an unauthenticated client.",
   "space": "sre",
   "tags": [
    "root-cause",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/incident-2026-07-19-pending-status-on-finished-videos/",
   "title": "Incident 2026-07-19 Pending Status on Finished Videos",
   "kind": "doc",
   "site": "mb",
   "desc": "Twelve videos sat at statuspending while holding full transcripts and summaries.",
   "space": "sre",
   "tags": [
    "incident",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/verify-transcript-length-never-status/",
   "title": "Verify Transcript Length Never Status",
   "kind": "doc",
   "site": "mb",
   "desc": "Treat status as a report. Check length(transcript) and length(summary) per row.",
   "space": "sre",
   "tags": [
    "mitigation",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/re-scrape-relinks-processed-rows-as-pending/",
   "title": "Re-Scrape Relinks Processed Rows As Pending",
   "kind": "doc",
   "site": "mb",
   "desc": "Re-scraping a collection re-links videos that were already processed and sets them back to statuspending without flipping them to complete again.",
   "space": "sre",
   "tags": [
    "root-cause",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/incident-2026-07-21-ad-filter-removed-artist-videos/",
   "title": "Incident 2026-07-21 Ad Filter Removed Artist Videos",
   "kind": "doc",
   "site": "mb",
   "desc": "Ten videos from artists with .official handles were rejected by the ad filter before transcription and looked like unprocessed backlog.",
   "space": "sre",
   "tags": [
    "incident",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/probe-pending-rows-before-calling-them-backlog/",
   "title": "Probe Pending Rows Before Calling Them Backlog",
   "kind": "doc",
   "site": "mb",
   "desc": "A pending count is unclassified until the rows are looked at.",
   "space": "sre",
   "tags": [
    "mitigation",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/incident-2026-07-summaries-inverted-irony/",
   "title": "Incident 2026-07 Summaries Inverted Irony",
   "kind": "doc",
   "site": "mb",
   "desc": "One sarcastic recommendation was summarised as a sincere warning, one summary named the wrong person, one was selectively pessimistic against its source.",
   "space": "sre",
   "tags": [
    "incident",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/small-local-model-misreads-ironic-register/",
   "title": "Small Local Model Misreads Ironic Register",
   "kind": "doc",
   "site": "mb",
   "desc": "A 7B local summarizer renders sarcasm as sincere statement, swaps subjects, or turns selectively pessimistic against its own source.",
   "space": "sre",
   "tags": [
    "root-cause",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/summaries-are-a-triage-index/",
   "title": "Summaries Are a Triage Index",
   "kind": "doc",
   "site": "mb",
   "desc": "Use summaries to decide what to read, never as evidence.",
   "space": "sre",
   "tags": [
    "mitigation",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/incident-2026-08-08-empty-transcript-videos-invisible-to-review/",
   "title": "Incident 2026-08-08 Empty-Transcript Videos Invisible to Review",
   "kind": "doc",
   "site": "mb",
   "desc": "A reel made of on-screen text returned no transcript.",
   "space": "sre",
   "tags": [
    "incident",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/review-tool-lists-only-rows-with-a-transcript/",
   "title": "Review Tool Lists Only Rows With a Transcript",
   "kind": "doc",
   "site": "mb",
   "desc": "reviewstatus.py reports on rows where length(transcript) > 0.",
   "space": "sre",
   "tags": [
    "root-cause",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/pull-the-full-row-list-after-any-scrape/",
   "title": "Pull the Full Row List After Any Scrape",
   "kind": "doc",
   "site": "mb",
   "desc": "Do not take the review tool's count as the batch size.",
   "space": "sre",
   "tags": [
    "mitigation",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/no-transcript-bucket-in-the-review-tool/",
   "title": "No-Transcript Bucket in the Review Tool",
   "kind": "doc",
   "site": "mb",
   "desc": "Planned: have the review tool surface rows with a NULL review and an empty transcript as their own 'needs a manual look' bucket, so they stop disappearing whether or not OCR ever lands.",
   "space": "sre",
   "tags": [
    "mitigation",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/incident-2026-08-08-false-enumeration-bug-finding/",
   "title": "Incident 2026-08-08 False Enumeration Bug Finding",
   "kind": "doc",
   "site": "mb",
   "desc": "A scrape found 46 videos and a re-enumeration minutes later found 48.",
   "space": "sre",
   "tags": [
    "false-finding",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/publish-date-treated-as-time-in-collection/",
   "title": "Publish Date Treated As Time In Collection",
   "kind": "doc",
   "site": "mb",
   "desc": "A video's publish date says nothing about when it was saved to a collection.",
   "space": "sre",
   "tags": [
    "root-cause",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/incident-2026-09-11-three-morning-cron-crash/",
   "title": "Incident 2026-09-11 Three-Morning Cron Crash",
   "kind": "doc",
   "site": "mb",
   "desc": "The 06:15 cron died three mornings running with CalledProcessError.",
   "space": "sre",
   "tags": [
    "incident",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/swallowed-stderr-hides-the-cause/",
   "title": "Swallowed Stderr Hides the Cause",
   "kind": "doc",
   "site": "mb",
   "desc": "subprocess.run(..., checkTrue, captureoutputTrue) captures the child's stderr and raises CalledProcessError.",
   "space": "sre",
   "tags": [
    "root-cause",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/incident-2026-09-13-ghost-still-running-job/",
   "title": "Incident 2026-09-13 Ghost Still-Running Job",
   "kind": "doc",
   "site": "mb",
   "desc": "A process check over SSH reported the batch job as still running after it had exited.",
   "space": "sre",
   "tags": [
    "incident",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/process-check-matches-its-own-shell/",
   "title": "Process Check Matches Its Own Shell",
   "kind": "doc",
   "site": "mb",
   "desc": "pgrep -f <pattern> run over SSH matches the remote shell whose command line contains the pattern.",
   "space": "sre",
   "tags": [
    "root-cause",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/incident-2026-09-16-server-cannot-list-the-collection/",
   "title": "Incident 2026-09-16 Server Cannot List the Collection",
   "kind": "doc",
   "site": "mb",
   "desc": "From 2026-09-16 the server could not enumerate the collection from any client or egress, while the laptop could with the same yt-dlp version through the same egress.",
   "space": "sre",
   "tags": [
    "incident",
    "transcriber-incidents"
   ],
   "date": "2026-09-21"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nist-csf-core-functions/",
   "title": "NIST CSF Core Functions",
   "kind": "doc",
   "site": "mb",
   "desc": "Six functions structure NIST CSF 2.0.",
   "space": "std",
   "tags": [
    "framework-concept",
    "nist-csf"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nis2-incident-reporting/",
   "title": "NIS2 Incident Reporting",
   "kind": "doc",
   "site": "mb",
   "desc": "Article 23 establishes the incident reporting regime.",
   "space": "std",
   "tags": [
    "nis2",
    "regulation-concept"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nist-ai-rmf-core-functions/",
   "title": "NIST AI RMF Core Functions",
   "kind": "doc",
   "site": "mb",
   "desc": "Four core functions of the NIST AI Risk Management Framework: Govern, Map, Measure, Manage.",
   "space": "std",
   "tags": [
    "framework-concept",
    "nist-ai-rmf"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/dora-incident-reporting/",
   "title": "DORA Incident Reporting",
   "kind": "doc",
   "site": "mb",
   "desc": "Articles 17-23 establish DORA's second pillar: ICT-related incident management, classification, reporting.",
   "space": "std",
   "tags": [
    "dora",
    "regulation-concept"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/legacy-restoration-as-sre-craft/",
   "title": "legacy-restoration-as-sre-craft",
   "kind": "doc",
   "site": "mb",
   "desc": "A man walks you through the one and only airworthy Lockheed C-121 Constellation, 10,000 horsepower, \"not a straight line on her,\" MacArthur's bar in the aft lounge, a veteran of the Berlin Airlift and NASA.",
   "space": "sre",
   "tags": [
    "craft",
    "metaphor",
    "sre-manifesto"
   ],
   "date": "2026-08-07"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/symptoms-over-causes-for-alerting/",
   "title": "Symptoms over Causes for Alerting",
   "kind": "doc",
   "site": "mb",
   "desc": "Page when users are affected.",
   "space": "sre",
   "tags": [
    "alerting",
    "observability",
    "practice"
   ],
   "date": "2026-05-04"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/use-method-for-resource-saturation/",
   "title": "USE Method for Resource Saturation",
   "kind": "doc",
   "site": "mb",
   "desc": "When a system is slow and you don't know why, ask three questions of every resource it depends on: how busy is it, what is queued waiting for it, and is it returning errors.",
   "space": "sre",
   "tags": [
    "diagnostics",
    "method",
    "performance"
   ],
   "date": "2026-05-04"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/principle-agents-are-ops-work/",
   "title": "Agents in production are ops work",
   "kind": "doc",
   "site": "mb",
   "desc": "An AI agent in production is a service and needs what services need: owners, SLOs, paging, runbooks, cost control and canaries. Here the agent sessions are a catalogued service that pushes through the same gate, with metered spend and an incident record; they have no SLOs and no canary set.",
   "space": "sre",
   "tags": [
    "principle",
    "sre",
    "ai-agents",
    "llm",
    "ai-era"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/principle-cost-per-unit-of-work/",
   "title": "Cost per unit of work",
   "kind": "doc",
   "site": "mb",
   "desc": "Cost is an operational signal read per unit of output, metered like latency and alerted like errors. Here a FinOps space meters each component, prices spend per call, commit and deploy, and sets alert thresholds from data; only the AWS budget e-mail reaches a person.",
   "space": "sre",
   "tags": [
    "principle",
    "sre",
    "finops",
    "cost",
    "unit-economics"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/principle-eliminate-toil/",
   "title": "Eliminate toil",
   "kind": "doc",
   "site": "mb",
   "desc": "Toil is manual, repetitive, automatable work that grows with load and leaves nothing behind; SRE caps it so engineering time remains. Here generators and the deploy job removed most of it; a rebase before every push, hand deploys of the observability stack and the screenshot retakes remain, and\u2026",
   "space": "sre",
   "tags": [
    "principle",
    "sre",
    "toil",
    "automation"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/principle-ops-as-software/",
   "title": "Operations work done as software",
   "kind": "doc",
   "site": "mb",
   "desc": "SRE is operational knowledge plus software engineering, with automation in place of manual steps and tools in place of one-off scripts. Here generators build the catalog, status page, docs, map, board and changelog from sources in git, and each build checks its input.",
   "space": "sre",
   "tags": [
    "principle",
    "sre",
    "automation",
    "generators"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/toil-vs-engineering-and-the-50-percent-rule/",
   "title": "Toil vs Engineering and the 50 Percent Rule",
   "kind": "doc",
   "site": "mb",
   "desc": "SRE without a toil cap drifts into operations.",
   "space": "sre",
   "tags": [
    "automation",
    "practice",
    "toil"
   ],
   "date": "2026-05-04"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/principle-service-level-objectives/",
   "title": "Service level objectives",
   "kind": "doc",
   "site": "mb",
   "desc": "An SLO is a target for a measured indicator of what users get, and the basis for alerts and error budgets. Here one of twelve services has SLOs, the Local LLM; the five tier-1 services, which readers meet or which decide whether a deploy goes out, have none.",
   "space": "sre",
   "tags": [
    "principle",
    "sre",
    "slo",
    "sli",
    "reliability"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/principle-everything-in-git/",
   "title": "If it is not in git, it does not exist",
   "kind": "doc",
   "site": "mb",
   "desc": "Infrastructure and configuration are declared in version control and applied the same way every time, so the repository describes the running system. Here the sites, the catalog, the incidents, the gate rules, the alert rules and the dashboards are in git; the hosts, the dashboard sharing and\u2026",
   "space": "sre",
   "tags": [
    "principle",
    "sre",
    "infrastructure-as-code",
    "git",
    "configuration"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/principle-incidents-end-in-records/",
   "title": "Every incident ends in a record",
   "kind": "doc",
   "site": "mb",
   "desc": "Each incident is written up without blame, with impact, timeline, cause and follow-up work, and the lesson becomes a runbook or a fix. Here four incident records sit on the status page with stages, write-ups and tickets; detection times, a template and an index are missing.",
   "space": "sre",
   "tags": [
    "principle",
    "sre",
    "incidents",
    "postmortem",
    "blameless"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/principle-monitor-symptoms/",
   "title": "Monitor symptoms, page on user pain",
   "kind": "doc",
   "site": "mb",
   "desc": "Monitoring should say what is broken for users before it says why, and a page should reach a person only when they must act. Here burn-rate and degraded-search alerts read what users get, five dashboards are public, and no alert is delivered.",
   "space": "sre",
   "tags": [
    "principle",
    "sre",
    "monitoring",
    "alerting",
    "observability"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/principle-simplicity/",
   "title": "Simplicity",
   "kind": "doc",
   "site": "mb",
   "desc": "Every line of code and every moving part is a liability, so prefer boring technology, small interfaces and deleted code. Here three static sites, standard-library Python, no third-party requests on load and one navigation source keep the platform small enough for one operator.",
   "space": "sre",
   "tags": [
    "principle",
    "sre",
    "simplicity",
    "architecture"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/principle-sre-is-ops/",
   "title": "SRE is a role inside Ops",
   "kind": "doc",
   "site": "mb",
   "desc": "SRE is Ops with software engineering applied, the outer ring of a concentric model, with FinOps, SecOps and DevOps as overlaps. Here one operator holds every ring, agent sessions do the work, and the catalog names an owner for each service.",
   "space": "sre",
   "tags": [
    "principle",
    "sre",
    "ops",
    "roles",
    "ownership"
   ],
   "date": "2026-10-09"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/togaf/",
   "title": "TOGAF",
   "kind": "doc",
   "site": "mb",
   "desc": "Map of TOGAF (The Open Group Architecture Framework), Standard 10th Edition (2022), as the dominant enterprise architecture framework.",
   "space": "std",
   "tags": [
    "ea-frameworks",
    "enterprise-architecture",
    "moc",
    "togaf"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/csa-ccm/",
   "title": "CSA CCM",
   "kind": "doc",
   "site": "mb",
   "desc": "Cloud Security Alliance (CSA) Cloud Controls Matrix (CCM).",
   "space": "std",
   "tags": [
    "cloud-security",
    "csa-ccm",
    "moc"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/eu-ai-act-high-risk-obligations/",
   "title": "EU AI Act High-Risk Obligations",
   "kind": "doc",
   "site": "mb",
   "desc": "Obligations applying to high-risk AI systems under the EU AI Act.",
   "space": "std",
   "tags": [
    "eu-ai-act",
    "regulation-concept"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/cra-essential-requirements/",
   "title": "CRA Essential Requirements",
   "kind": "doc",
   "site": "mb",
   "desc": "Annex I of the CRA establishes essential cybersecurity requirements (Part I) and vulnerability handling requirements (Part II) applicable to products with digital elements.",
   "space": "std",
   "tags": [
    "cyber-resilience-act",
    "regulation-concept"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/tencent-agent-memory-four-tier/",
   "title": "tencent-agent-memory-four-tier",
   "kind": "doc",
   "site": "mb",
   "desc": "An open-source, fully-local memory layer that gives an agent human-like long-term recall, so it stops starting from scratch every session.",
   "space": "sre",
   "tags": [
    "agent-memory",
    "rag",
    "reference",
    "sre-patterns"
   ],
   "date": "2026-08-07"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/itil-4-guiding-principles/",
   "title": "ITIL 4 Guiding Principles",
   "kind": "doc",
   "site": "mb",
   "desc": "Seven universal recommendations that guide decisions and actions across the Service Value System.",
   "space": "std",
   "tags": [
    "itil",
    "itil-concept"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://uncovertechtalent.com/blog/",
   "title": "Blog",
   "kind": "page",
   "site": "utt",
   "date": "2026-10-03"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/sre/vault-search-fastembed-migration/",
   "title": "vault-search-fastembed-migration",
   "kind": "doc",
   "site": "mb",
   "desc": "How to move a vault-search install off Ollama-based embeddings onto in-process fastembed, and how to replicate the change on another machine.",
   "space": "sre",
   "tags": [
    "runbook",
    "vault-search"
   ],
   "date": "2026-05-16"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-27001-clause-6-planning/",
   "title": "ISO 27001 Clause 6 Planning",
   "kind": "doc",
   "site": "mb",
   "desc": "Requirements: ISO/IEC 27001:2022 clause 6, Planning; text at https://www.iso.org/standard/27001 (licensed, not reproduced here).",
   "space": "std",
   "tags": [
    "clause-6",
    "iso-27001",
    "iso-clause"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-27001-clause-8-operation/",
   "title": "ISO 27001 Clause 8 Operation",
   "kind": "doc",
   "site": "mb",
   "desc": "Requirements: ISO/IEC 27001:2022 clause 8, Operation; text at https://www.iso.org/standard/27001 (licensed, not reproduced here).",
   "space": "std",
   "tags": [
    "clause-8",
    "iso-27001",
    "iso-clause"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-27001-family-and-sector-variants/",
   "title": "ISO 27001 Family and Sector Variants",
   "kind": "doc",
   "site": "mb",
   "desc": "The wider ISO/IEC 27000 family and adjacent ISO standards that extend, refine, or run parallel to 27001.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "iso-27001"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/prince2/",
   "title": "PRINCE2",
   "kind": "doc",
   "site": "mb",
   "desc": "Map of PRINCE2 (PRojects IN Controlled Environments).",
   "space": "std",
   "tags": [
    "moc",
    "prince2",
    "project-management"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-27001-clause-9-performance-evaluation/",
   "title": "ISO 27001 Clause 9 Performance Evaluation",
   "kind": "doc",
   "site": "mb",
   "desc": "Requirements: ISO/IEC 27001:2022 clause 9, Performance evaluation; text at https://www.iso.org/standard/27001 (licensed, not reproduced here).",
   "space": "std",
   "tags": [
    "clause-9",
    "iso-27001",
    "iso-clause"
   ],
   "date": "2026-05-12"
  },
  {
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   "date": "2026-05-27"
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   "id": "https://machinebehavior.io/inside/docs/std/slsa-sbom-controversies/",
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   "site": "mb",
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   "date": "2026-05-12"
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   "desc": "The EU AI Act categorizes AI systems by risk level.",
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   "date": "2026-05-12"
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   "desc": "Reference control set for ISO/IEC 42001:2023 Annex A.",
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   "tags": [
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   "date": "2026-05-12"
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   "date": "2026-05-12"
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   "desc": "HITRUST anchors, from the knowledge vault.",
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   "tags": [
    "anchors",
    "hitrust"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/hitrust-position/",
   "title": "HITRUST position",
   "kind": "doc",
   "site": "mb",
   "desc": "HITRUST position, from the knowledge vault.",
   "space": "std",
   "tags": [
    "hitrust",
    "position"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/hitrust-assessment-levels/",
   "title": "HITRUST Assessment Levels",
   "kind": "doc",
   "site": "mb",
   "desc": "For each HITRUST control, mappings.",
   "space": "std",
   "tags": [
    "framework-concept",
    "hitrust"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/hitrust-controversies/",
   "title": "HITRUST Controversies",
   "kind": "doc",
   "site": "mb",
   "desc": "Among most expensive certification.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "hitrust"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-21434-anchors/",
   "title": "ISO 21434 anchors",
   "kind": "doc",
   "site": "mb",
   "desc": "ISO 21434 anchors, from the knowledge vault.",
   "space": "std",
   "tags": [
    "anchors",
    "iso-21434"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-21434-position/",
   "title": "ISO 21434 position",
   "kind": "doc",
   "site": "mb",
   "desc": "ISO 21434 position, from the knowledge vault.",
   "space": "std",
   "tags": [
    "iso-21434",
    "position"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-21434-controversies/",
   "title": "ISO 21434 Controversies",
   "kind": "doc",
   "site": "mb",
   "desc": "Comprehensive lifecycle.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "iso-21434"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-21434-lifecycle-and-tara/",
   "title": "ISO 21434 Lifecycle and TARA",
   "kind": "doc",
   "site": "mb",
   "desc": "Organizational level..",
   "space": "std",
   "tags": [
    "framework-concept",
    "iso-21434"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/tisax-controversies/",
   "title": "TISAX Controversies",
   "kind": "doc",
   "site": "mb",
   "desc": "Contested points and known failure modes of TISAX and the ENX-operated ecosystem.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "tisax"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-22301-anchors/",
   "title": "ISO 22301 anchors",
   "kind": "doc",
   "site": "mb",
   "desc": "ISO 22301 anchors, from the knowledge vault.",
   "space": "std",
   "tags": [
    "anchors",
    "iso-22301"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-22301-position/",
   "title": "ISO 22301 position",
   "kind": "doc",
   "site": "mb",
   "desc": "ISO 22301 position, from the knowledge vault.",
   "space": "std",
   "tags": [
    "iso-22301",
    "position"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-22301-controversies/",
   "title": "ISO 22301 Controversies",
   "kind": "doc",
   "site": "mb",
   "desc": "Compared to ISO 27001 / SOC 2, ISO 22301 less commonly.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "iso-22301"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-27001-anchors/",
   "title": "ISO 27001 anchors",
   "kind": "doc",
   "site": "mb",
   "desc": "Primary documents, related standards, named practitioners, and reference resources for the ISO 27001 cluster.",
   "space": "std",
   "tags": [
    "anchors",
    "iso-27001"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-27001-position/",
   "title": "ISO 27001 position",
   "kind": "doc",
   "site": "mb",
   "desc": "Current view on what ISO/IEC 27001:2022 is good for, what it is not good for, and where the standard sits relative to actual security work.",
   "space": "std",
   "tags": [
    "iso-27001",
    "position"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-27001-annex-a-7-physical-controls/",
   "title": "ISO 27001 Annex A.7 Physical Controls",
   "kind": "doc",
   "site": "mb",
   "desc": "Fourteen controls covering physical perimeter, entry, monitoring, environmental threats, secure-area working, clear-desk, equipment, off-premises assets, media, utilities, cabling, maintenance, and disposal.",
   "space": "std",
   "tags": [
    "annex-a-theme",
    "iso-27001",
    "theme-physical"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-27001-annex-a-6-people-controls/",
   "title": "ISO 27001 Annex A.6 People Controls",
   "kind": "doc",
   "site": "mb",
   "desc": "Eight controls covering the human element of the ISMS: screening, contractual obligations, awareness and training, disciplinary process, post-employment obligations, NDAs, remote work, and event reporting.",
   "space": "std",
   "tags": [
    "annex-a-theme",
    "iso-27001",
    "theme-people"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-27001-certification-process/",
   "title": "ISO 27001 Certification Process",
   "kind": "doc",
   "site": "mb",
   "desc": "End-to-end mechanics of getting and keeping an ISO/IEC 27001:2022 certificate.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "iso-27001"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-27001-version-history/",
   "title": "ISO 27001 Version History",
   "kind": "doc",
   "site": "mb",
   "desc": "Evolution from BS 7799 (1995) through ISO/IEC 27001:2005, :2013, and :2022.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "iso-27001"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-27001-clause-10-improvement/",
   "title": "ISO 27001 Clause 10 Improvement",
   "kind": "doc",
   "site": "mb",
   "desc": "Requirements: ISO/IEC 27001:2022 clause 10, Improvement; text at https://www.iso.org/standard/27001 (licensed, not reproduced here).",
   "space": "std",
   "tags": [
    "clause-10",
    "iso-27001",
    "iso-clause"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-27001-clause-4-context/",
   "title": "ISO 27001 Clause 4 Context",
   "kind": "doc",
   "site": "mb",
   "desc": "Requirements: ISO/IEC 27001:2022 clause 4, Context of the organization; text at https://www.iso.org/standard/27001 (licensed, not reproduced here).",
   "space": "std",
   "tags": [
    "clause-4",
    "iso-27001",
    "iso-clause"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-27001-clause-5-leadership/",
   "title": "ISO 27001 Clause 5 Leadership",
   "kind": "doc",
   "site": "mb",
   "desc": "Requirements: ISO/IEC 27001:2022 clause 5, Leadership; text at https://www.iso.org/standard/27001 (licensed, not reproduced here).",
   "space": "std",
   "tags": [
    "clause-5",
    "iso-27001",
    "iso-clause"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-42001-ai-system-lifecycle/",
   "title": "ISO 42001 AI System Lifecycle",
   "kind": "doc",
   "site": "mb",
   "desc": "The AI system lifecycle is the operational concept at the heart of ISO 42001.",
   "space": "std",
   "tags": [
    "iso-42001",
    "iso-concept"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-42001-anchors/",
   "title": "ISO 42001 anchors",
   "kind": "doc",
   "site": "mb",
   "desc": "Primary documents, operating bodies, audit providers, related standards, named voices, reference resources for the ISO 42001 cluster.",
   "space": "std",
   "tags": [
    "anchors",
    "iso-42001"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-42001-position/",
   "title": "ISO 42001 position",
   "kind": "doc",
   "site": "mb",
   "desc": "Current view on what ISO/IEC 42001:2023 is good for, what it is not good for, and where the standard sits in the rapidly-evolving AI governance landscape.",
   "space": "std",
   "tags": [
    "iso-42001",
    "position"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-42001-vs-iso-27001-integration/",
   "title": "ISO 42001 vs ISO 27001 Integration",
   "kind": "doc",
   "site": "mb",
   "desc": "ISO/IEC 42001 (AI Management System) and ISO/IEC 27001 (Information Security Management System) are sibling Annex SL standards with substantial structural overlap and partial content overlap.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "iso-27001",
    "iso-42001"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/iso-42001-certification-process/",
   "title": "ISO 42001 Certification Process",
   "kind": "doc",
   "site": "mb",
   "desc": "End-to-end mechanics for ISO/IEC 42001:2023 certification.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "iso-42001"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/itil-4-certification-scheme/",
   "title": "ITIL 4 Certification Scheme",
   "kind": "doc",
   "site": "mb",
   "desc": "ITIL 4 certifies individuals, not organizations.",
   "space": "std",
   "tags": [
    "itil",
    "itil-mechanism"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/itil-anchors/",
   "title": "ITIL anchors",
   "kind": "doc",
   "site": "mb",
   "desc": "Primary documents, operating bodies, training providers, named practitioners, reference resources for the ITIL cluster.",
   "space": "std",
   "tags": [
    "anchors",
    "itil"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/itil-4-four-dimensions/",
   "title": "ITIL 4 Four Dimensions",
   "kind": "doc",
   "site": "mb",
   "desc": "Four perspectives applied to every aspect of service management.",
   "space": "std",
   "tags": [
    "itil",
    "itil-concept"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/itil-4-service-value-chain/",
   "title": "ITIL 4 Service Value Chain",
   "kind": "doc",
   "site": "mb",
   "desc": "The Service Value Chain (SVC) is the operating model at the heart of the Service Value System.",
   "space": "std",
   "tags": [
    "itil",
    "itil-concept"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/itil-version-history/",
   "title": "ITIL Version History",
   "kind": "doc",
   "site": "mb",
   "desc": "Evolution from CCTA Government Information Technology Infrastructure Method (1989) through ITIL v2, v3, v3 2011 refresh, ITIL 4 (2019), to the 2023 PeopleCert refresh.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "itil"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/itil-position/",
   "title": "ITIL position",
   "kind": "doc",
   "site": "mb",
   "desc": "Current view on what ITIL 4 is good for, what it is not good for, and where it sits as a service-management framework.",
   "space": "std",
   "tags": [
    "itil",
    "position"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/itil-vs-iso-20000/",
   "title": "ITIL vs ISO 20000",
   "kind": "doc",
   "site": "mb",
   "desc": "ITIL and ISO/IEC 20000-1 are complementary, not competing.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "iso-20000",
    "itil"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/mitre-anchors/",
   "title": "MITRE anchors",
   "kind": "doc",
   "site": "mb",
   "desc": "MITRE anchors, from the knowledge vault.",
   "space": "std",
   "tags": [
    "anchors",
    "mitre"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/mitre-position/",
   "title": "MITRE position",
   "kind": "doc",
   "site": "mb",
   "desc": "Current view on MITRE ATT&CK / D3FEND / ATLAS as operational frameworks for threat intel and defense.",
   "space": "std",
   "tags": [
    "mitre",
    "position"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/mitre-d3fend/",
   "title": "MITRE D3FEND",
   "kind": "doc",
   "site": "mb",
   "desc": "MITRE's framework for defensive countermeasures.",
   "space": "std",
   "tags": [
    "framework-concept",
    "mitre"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/mitre-att-ck/",
   "title": "MITRE ATT&CK",
   "kind": "doc",
   "site": "mb",
   "desc": "MITRE Adversarial Tactics, Techniques, and Common Knowledge framework.",
   "space": "std",
   "tags": [
    "framework-concept",
    "mitre"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nist-ai-rmf-genai-profile/",
   "title": "NIST AI RMF GenAI Profile",
   "kind": "doc",
   "site": "mb",
   "desc": "NIST AI 600-1, published July 2024.",
   "space": "std",
   "tags": [
    "framework-profile",
    "nist-ai-rmf"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nis2-anchors/",
   "title": "NIS2 anchors",
   "kind": "doc",
   "site": "mb",
   "desc": "Primary text, operating bodies, Member State transposition, related instruments, reference resources.",
   "space": "std",
   "tags": [
    "anchors",
    "nis2"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nis2-position/",
   "title": "NIS2 position",
   "kind": "doc",
   "site": "mb",
   "desc": "Current view on NIS2 enforcement landscape, compliance implications, and where the directive sits in EU cybersecurity regulation.",
   "space": "std",
   "tags": [
    "nis2",
    "position"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nis2-controversies/",
   "title": "NIS2 Controversies",
   "kind": "doc",
   "site": "mb",
   "desc": "Contested points and known concerns about NIS2 implementation.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "nis2"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nis2-scope-and-entities/",
   "title": "NIS2 Scope and Entities",
   "kind": "doc",
   "site": "mb",
   "desc": "NIS2 classifies entities as essential or important based on sector (Annex I or II) and size.",
   "space": "std",
   "tags": [
    "nis2",
    "regulation-concept"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nis2-vs-iso-27001/",
   "title": "NIS2 vs ISO 27001",
   "kind": "doc",
   "site": "mb",
   "desc": "NIS2 is regulation; ISO 27001 is voluntary standard.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "iso-27001",
    "nis2"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nis2-governance-and-penalties/",
   "title": "NIS2 Governance and Penalties",
   "kind": "doc",
   "site": "mb",
   "desc": "NIS2 governance combines national supervision, EU-level cooperation (Cooperation Group, CSIRTs network, EU-CyCLONe, ENISA), management body accountability (Art 20), and a substantial penalty framework (Art 34).",
   "space": "std",
   "tags": [
    "nis2",
    "regulation-concept"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nist-ai-rmf-anchors/",
   "title": "NIST AI RMF anchors",
   "kind": "doc",
   "site": "mb",
   "desc": "Primary documents, operating bodies, related frameworks, named contributors, reference resources for the NIST AI RMF cluster.",
   "space": "std",
   "tags": [
    "anchors",
    "nist-ai-rmf"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nist-ai-rmf-position/",
   "title": "NIST AI RMF position",
   "kind": "doc",
   "site": "mb",
   "desc": "Current view on what the NIST AI Risk Management Framework is good for, what it is not good for, and where it sits in the rapidly-evolving AI governance landscape.",
   "space": "std",
   "tags": [
    "nist-ai-rmf",
    "position"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nist-ai-rmf-vs-iso-42001/",
   "title": "NIST AI RMF vs ISO 42001",
   "kind": "doc",
   "site": "mb",
   "desc": "NIST AI RMF (voluntary, US-origin, outcome-oriented) and ISO/IEC 42001 (certifiable, international, management-system-oriented) are the two dominant AI governance frameworks as of 2026.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "iso-42001",
    "nist-ai-rmf"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nist-csf-anchors/",
   "title": "NIST CSF anchors",
   "kind": "doc",
   "site": "mb",
   "desc": "NIST CSF anchors, from the knowledge vault.",
   "space": "std",
   "tags": [
    "anchors",
    "nist-csf"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nist-csf-position/",
   "title": "NIST CSF position",
   "kind": "doc",
   "site": "mb",
   "desc": "NIST CSF position, from the knowledge vault.",
   "space": "std",
   "tags": [
    "nist-csf",
    "position"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nist-csf-controversies/",
   "title": "NIST CSF Controversies",
   "kind": "doc",
   "site": "mb",
   "desc": "Implementation tiers often.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "nist-csf"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/nist-csf-vs-iso-27001-and-nist-ai-rmf/",
   "title": "NIST CSF vs ISO 27001 and NIST AI RMF",
   "kind": "doc",
   "site": "mb",
   "desc": "NIST CSF is voluntary outcome-oriented framework.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "nist-csf"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/oecd-ai-anchors/",
   "title": "OECD AI anchors",
   "kind": "doc",
   "site": "mb",
   "desc": "OECD members (38) + non-member adherents (Argentina, Brazil, Costa Rica, Egypt, Malta, Peru, Romania, Singapore, Ukraine, and growing, check oecd.ai for current).",
   "space": "std",
   "tags": [
    "anchors",
    "oecd-ai"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/oecd-ai-position/",
   "title": "OECD AI position",
   "kind": "doc",
   "site": "mb",
   "desc": "OECD AI position, from the knowledge vault.",
   "space": "std",
   "tags": [
    "oecd-ai",
    "position"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/oecd-ai-controversies/",
   "title": "OECD AI Controversies",
   "kind": "doc",
   "site": "mb",
   "desc": "No enforcement.",
   "space": "std",
   "tags": [
    "cross-cutting",
    "oecd-ai"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/oecd-ai-values-based-principles/",
   "title": "OECD AI Values-Based Principles",
   "kind": "doc",
   "site": "mb",
   "desc": "AI should contribute to inclusive growth, sustainable development, well-being for people and.",
   "space": "std",
   "tags": [
    "framework-concept",
    "oecd-ai"
   ],
   "date": "2026-05-12"
  },
  {
   "id": "https://machinebehavior.io/inside/docs/std/owasp-llm-mitigations/",
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