{
 "generated": "2026-10-08T14:19Z",
 "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."
  },
  {
   "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."
  },
  {
   "id": "https://coetzeestefan.substack.com/p/chaos-engineering-for-behaviour/",
   "title": "Chaos Engineering for Behaviour ",
   "kind": "substack",
   "site": "substack"
  },
  {
   "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."
  },
  {
   "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"
  },
  {
   "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"
  },
  {
   "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"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/compaction-is-the-new-oom/",
   "title": "Compaction Is the New OOM",
   "kind": "substack",
   "site": "substack"
  },
  {
   "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."
  },
  {
   "id": "https://coetzeestefan.substack.com/p/success-is-the-engine-running/",
   "title": "Success Is the Engine Running",
   "kind": "substack",
   "site": "substack"
  },
  {
   "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."
  },
  {
   "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"
  },
  {
   "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"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/write-for-the-codec/",
   "title": "Write for the Codec",
   "kind": "substack",
   "site": "substack"
  },
  {
   "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"
  },
  {
   "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)"
  },
  {
   "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."
  },
  {
   "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)"
  },
  {
   "id": "https://coetzeestefan.substack.com/p/accommodating-neurodivergence/",
   "title": "Accommodating neurodivergence",
   "kind": "substack",
   "site": "substack",
   "desc": "How to accommodate and/or ask for accommodation."
  },
  {
   "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..."
  },
  {
   "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."
  },
  {
   "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"
  },
  {
   "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."
  },
  {
   "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."
  },
  {
   "id": "https://reddit.com/r/MachineBehavior/",
   "title": "r/MachineBehavior",
   "kind": "reddit",
   "site": "reddit"
  },
  {
   "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."
  },
  {
   "id": "https://redd.it/1vh56s1/",
   "title": "Reddit post",
   "kind": "reddit",
   "site": "reddit"
  },
  {
   "id": "https://redd.it/1vdg3en/",
   "title": "Reddit post",
   "kind": "reddit",
   "site": "reddit"
  },
  {
   "id": "https://redd.it/1vi7ddg/",
   "title": "Reddit post",
   "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://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."
  },
  {
   "id": "https://reddit.com/r/PsAIchology/",
   "title": "r/PsAIchology",
   "kind": "reddit",
   "site": "reddit"
  },
  {
   "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."
  },
  {
   "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."
  },
  {
   "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/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."
  },
  {
   "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."
  },
  {
   "id": "https://reddit.com/r/ModelBehavior/",
   "title": "r/ModelBehavior",
   "kind": "reddit",
   "site": "reddit"
  },
  {
   "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."
  },
  {
   "id": "https://redd.it/1vhxa80/",
   "title": "Reddit post",
   "kind": "reddit",
   "site": "reddit"
  },
  {
   "id": "https://redd.it/1vi586n/",
   "title": "Reddit post",
   "kind": "reddit",
   "site": "reddit"
  },
  {
   "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"
  },
  {
   "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."
  },
  {
   "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."
  },
  {
   "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."
  },
  {
   "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."
  },
  {
   "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."
  },
  {
   "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."
  },
  {
   "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."
  },
  {
   "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."
  },
  {
   "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."
  },
  {
   "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."
  },
  {
   "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"
  },
  {
   "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."
  },
  {
   "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"
  },
  {
   "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."
  },
  {
   "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://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."
  },
  {
   "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/1vjxclr/",
   "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/continuous-conformity-self-assessment/",
   "title": "Continuous Conformity Self-Assessment, Run 1",
   "kind": "page",
   "site": "mb",
   "desc": "One working AI setup scored against 35 draft requirements for continuous testing of deployed AI systems, by the model that runs inside it, against a prediction hashed before scoring."
  },
  {
   "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/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."
  },
  {
   "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."
  },
  {
   "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://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."
  },
  {
   "id": "https://machinebehavior.io/map/",
   "title": "Map of the Work",
   "kind": "page",
   "site": "mb",
   "desc": "Stefan Coetzee's published work as a graph: every page on machinebehavior.io, tychat.io and uncovertechtalent.com, the Substack posts, repos and threads, and the links between them."
  },
  {
   "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."
  },
  {
   "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://uncovertechtalent.com/",
   "title": "UncoverTechTalent \u2014 Fix your hiring",
   "kind": "page",
   "site": "utt"
  },
  {
   "id": "https://uncovertechtalent.com/blog/",
   "title": "Blog",
   "kind": "page",
   "site": "utt"
  },
  {
   "id": "https://uncovertechtalent.com/tags/engineering-leadership/",
   "title": "Engineering Leadership",
   "kind": "tag",
   "site": "utt"
  },
  {
   "id": "https://uncovertechtalent.com/blog/self-hosted-ai-pipeline-one-session/",
   "title": "From \"Transcribe 123 Videos\" to a Self-Hosted AI Pipeline in One Session",
   "kind": "page",
   "site": "utt",
   "desc": "What happens when you say yes to the whole batch and figure it out as you go."
  },
  {
   "id": "https://uncovertechtalent.com/tags/infrastructure/",
   "title": "Infrastructure",
   "kind": "tag",
   "site": "utt"
  },
  {
   "id": "https://uncovertechtalent.com/tags/red-teaming/",
   "title": "Red Teaming",
   "kind": "tag",
   "site": "utt"
  },
  {
   "id": "https://uncovertechtalent.com/tags/operations/",
   "title": "Operations",
   "kind": "tag",
   "site": "utt"
  },
  {
   "id": "https://uncovertechtalent.com/tags/tychat/",
   "title": "TYChat",
   "kind": "tag",
   "site": "utt"
  },
  {
   "id": "https://uncovertechtalent.com/tags/knowledge-infrastructure/",
   "title": "Knowledge Infrastructure",
   "kind": "tag",
   "site": "utt"
  },
  {
   "id": "https://uncovertechtalent.com/tags/aieo/",
   "title": "AIEO",
   "kind": "tag",
   "site": "utt"
  },
  {
   "id": "https://uncovertechtalent.com/tags/claude-code/",
   "title": "Claude Code",
   "kind": "tag",
   "site": "utt"
  },
  {
   "id": "https://uncovertechtalent.com/tags/n%C3%BCrburgring/",
   "title": "N\u00fcrburgring",
   "kind": "tag",
   "site": "utt"
  },
  {
   "id": "https://uncovertechtalent.com/tags/ai-agents/",
   "title": "AI Agents",
   "kind": "tag",
   "site": "utt"
  },
  {
   "id": "https://uncovertechtalent.com/tags/knowledge-graph/",
   "title": "Knowledge Graph",
   "kind": "tag",
   "site": "utt"
  },
  {
   "id": "https://uncovertechtalent.com/tags/hype-cycles/",
   "title": "Hype Cycles",
   "kind": "tag",
   "site": "utt"
  },
  {
   "id": "https://uncovertechtalent.com/tags/self-hosted/",
   "title": "Self-Hosted",
   "kind": "tag",
   "site": "utt"
  },
  {
   "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."
  },
  {
   "id": "https://uncovertechtalent.com/tags/local-llm/",
   "title": "Local LLM",
   "kind": "tag",
   "site": "utt"
  },
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