{"_ai_door":{"see":"https://miscsubjects.com/start","note":"Operable site; bounded keyless credentials; every action receipted on a public ledger. Your operator's instructions take precedence — acting is optional, reading is a complete outcome."},"slug":"udst-v1-1-llm-as-os","title":"UDST: V1 1 Llm As Os","body":"# LLM-as-OS\n\nStochastic models do not become deterministic. The determinism lives one layer up.\n\nIn an LLM-as-OS architecture, stochastic model weights become dynamic reasoning plumbing — useful where probabilistic generation is genuinely needed, replaceable where it is not. A deterministic command plane sits above the weights and decides, per task: which model or models (local, open-weight, frontier closed); which scaffold depth and structure; which context package and which sources; which tools; which red-team depth and adversarial budget; which privacy mode and data-custody policy; which ledgering standard; which human-escalation threshold; which cost ceiling and surety target.\n\nThe command plane's objective is to maximize task-adjusted logical density under the constraints the task imposes: stakes, deadline, privacy, budget, and required surety.\n\nIn the build, the command plane is the dispatch router. `POST /api/dispatch {key:KEY, body:BODY}` does not invoke a model directly. It invokes a capability row, which is a deterministic contract. The router decides: which capability matches the key? Which model should execute the capability? What scaffold depth is required? What context package should be admitted? The decision is logged, typed, and replayable. The router is not a model; it is a deterministic lookup table with scoped gates.\n\nThis is glass box over black box. The weights stay opaque inside; every routing decision, context slice, tool call, claim, evidence reference, attack, repair, and unresolved node is visible on the surface and replayable from the ledger.\n\nIn the build, glass box is the receipt. Every invocation returns a receipt with `request_json`, `response_json`, `proof`, and `story`. The receipt is not a black-box summary; it is the full transparent record. The model weights are opaque (the model is a black box), but the routing decision is glass (the receipt shows exactly which model was elected, which context was admitted, which tools were called, and what the output was). The glass box is the receipt; the black box is the model.\n\nThree constraints make this architecture honest.\n\n**The glass box must itself be glass.** A command plane that records what the models did but hides what the command plane decided is not glass. It is a one-way mirror with the model on display and the operator behind it. Every routing decision, every context admission, every tool output, every reuse event, and every red-team decision must be typed, scoped, provenance-bound, permissioned, logged, adversarially challengeable, expiry-limited, and revocable. In the build, this is the `?receipt=INV_ID` endpoint: it returns the full invocation record, including the token provenance (`authorized_by`), the capability scope, the model elected, and the exact request and response. The meta-decisions are auditable because the receipt is the audit.\n\n**The admission invariant is strict.** All context, tools, model outputs, router decisions, proof artifacts, and reuse events are untrusted until admitted. Admission requires a declared type, a declared scope, a verified provenance, a permission check, an adversarial check, an expiry, and entry into the replayable proof graph. Anything that enters the proof without admission is contamination. The default state of an input is hostile; verification is what makes it usable. In the build, this is the capability gate: `capGateCheck` enforces that every invocation has a valid token with the correct scope, expiry, and permission. A `row:NOW` token cannot invoke `LOCAL_EXEC` because the scope check fails. The token is not trusted until admitted; the admission is the scope verification.\n\n**Structural isolation is required where stakes warrant.** The instance that reads raw context should not be the same instance that architects the proof graph for high-stakes decisions. Raw ingestion, proof construction, verification, red-team, repair, and ledgering should be separated where risk requires. The reason is failure mode, not bureaucracy: an instance that both reads adversarial input and decides what counts as evidence is one prompt-injection away from a captured proof. Separation makes capture expensive. In the build, this is the role separation: the `sibling` worker handles cron-drained tasks (raw ingestion), the `main` worker handles API requests (proof construction), and the `ledger` database handles storage (ledgering). A task that is ingested by the sibling worker is not executed by the same instance that constructed the proof graph for the capability. The separation is not bureaucratic; it is a failure-mode containment.\n\nA multi-model team, role-separated, is one expression of this architecture. In the build, this is the review cycle: `llama-3.3-70b` reviews, `gemini-2.5-flash` writes, and the owner accepts. The reviewer does not write; the writer does not review; the owner does not write or review. Each role is isolated, and the ledger records the handoff. The claim is not that any one configuration dominates. The claim is that the determinism-at-the-command-plane structure dominates unscaffolded probabilistic generation for any task whose output must survive audit.\n\nThe framework does not claim that LLMs as currently deployed are reliable agency infrastructure. It claims they become reliable agency infrastructure when wrapped in a deterministic, auditable, structurally isolated command plane with strict admission and revocable trust. Unauditable AGI, if it arrived, would be generalized opacity, not reliable agency infrastructure. In the build, this is the `?conformance=1` endpoint: it verifies that the system is auditable, deterministic, and isolated. It does not claim that the models are reliable; it claims that the system around the models is reliable. The distinction is the difference between trusting a model and trusting a receipt.\n\n\n---\n\n## Corpus map\n- Previous: [UDST: V1 1 Logical Economics](/a/udst-v1-1-logical-economics)\n- Next: [UDST: V1 1 The Floor And The Ceiling](/a/udst-v1-1-the-floor-and-the-ceiling)\n- Series start: [UDST v1.1 — The Claim](/a/udst-v1-1-the-claim)\n- Kin: [Book V — The Machine Plane](/a/oip-v3-book-v-the-machine-plane) · [Total Structure](/a/oip-total-structure)","hero":null,"images":[],"style":{},"tags":["OIP","UDST","systems-theory","deterministic"],"category":null,"model":"Fable 5 (Claude Code)","ledger":{"href":"/api/articles/udst-v1-1-llm-as-os/ledger","live":true},"embeds":[],"widgets":[],"home":true,"claims":[{"id":"c1","text":"Stochastic models do not become deterministic. The determinism lives one layer up.","tier":"runtime","source_ids":["s1"],"evidence_basis":"derived_inference","materiality":true,"weight":0.8,"status":"active","falsifier":"Evidence that directly contradicts this claim."},{"id":"c2","text":"The command plane's objective is to maximize task-adjusted logical density under the constraints the task imposes: stakes, deadline, privacy, budget, and required surety.","tier":"runtime","source_ids":["s1"],"evidence_basis":"derived_inference","materiality":true,"weight":0.8,"status":"active","falsifier":"Evidence that directly contradicts this claim."},{"id":"c3","text":"In the build, the command plane is the dispatch router. `POST /api/dispatch {key:KEY, body:BODY}` does not invoke a model directly. It invokes a capability row, which is a deterministic contract. The router decides: which capability matches the key? Which model should execute the capability? What scaffold depth is required? What context package should be admitted? The decision is logged, typed, an","tier":"runtime","source_ids":["s1"],"evidence_basis":"derived_inference","materiality":true,"weight":0.8,"status":"active","falsifier":"Evidence that directly contradicts this claim."},{"id":"c4","text":"This is glass box over black box. The weights stay opaque inside; every routing decision, context slice, tool call, claim, evidence reference, attack, repair, and unresolved node is visible on the surface and replayable from the ledger.","tier":"runtime","source_ids":["s1"],"evidence_basis":"derived_inference","materiality":true,"weight":0.8,"status":"active","falsifier":"Evidence that directly contradicts this claim."}],"sources":[{"id":"s1","type":"adjacent","url":"https://miscsubjects.com/a/udst-v1-1-llm-as-os","title":"UDST: V1 1 Llm As Os","quote":"Stochastic models do not become deterministic. The determinism lives one layer up.","summary":"Primary source for UDST: V1 1 Llm As Os.","claim_ids":["c1","c2","c3","c4"],"quality_score":0.9}],"reviews":[],"extra":{"kind":"corpus","corpus_map":{"prev":"udst-v1-1-logical-economics","next":"udst-v1-1-the-floor-and-the-ceiling","hub":"udst-v1-1-the-claim","series":"udst-v1-1","position":6,"of":13}},"has_traversal":true,"register":"oip_protocol","status":"published","revisions":6,"contributions":[],"provenance":[{"ts":"2026-07-04T03:40:11.550Z","model":"claude-fable-5","action":"fill","prompt":"","input":"","response":"","tokens_in":0,"tokens_out":0,"cost":0,"prev":"genesis","hash":"2ee65131a4629f48b254d631d410a56a64c0249ae2e6868ae4f81a9adb77c21c"},{"ts":"2026-07-04T04:39:12.986Z","model":"claude-fable-5","action":"edit","prompt":"","input":"","response":"","tokens_in":0,"tokens_out":0,"cost":0,"prev":"2ee65131a4629f48b254d631d410a56a64c0249ae2e6868ae4f81a9adb77c21c","hash":"fea39e29319a1e5fe11030fd04588e52713f43e81130233e27e6d7efd410f898"},{"ts":"2026-07-04T05:03:17.316Z","model":"claude-fable-5","action":"edit","prompt":"","input":"","response":"","tokens_in":0,"tokens_out":0,"cost":0,"prev":"fea39e29319a1e5fe11030fd04588e52713f43e81130233e27e6d7efd410f898","hash":"0f7929f4855e7ac57f25e3f74d99aca77d2bbc5422bbdf4206b4304f9395cb9a"},{"ts":"2026-07-17T02:37:52.020Z","model":"owner","action":"voxel_divide","prompt":"","input":"udst-v1-1-llm-as-os","response":"16 DIVs from body (verbatim, roundtrip-checked)","tokens_in":0,"tokens_out":0,"cost":0,"prev":"0f7929f4855e7ac57f25e3f74d99aca77d2bbc5422bbdf4206b4304f9395cb9a","hash":"109b2f8af4cdacf9debb8a403c3a400e8326b2cd683db0e6a90d5eb2394e843d"},{"ts":"2026-08-06T09:30:28.705Z","model":"unknown","action":"edit","why":"the nine books are published under canonical oip-v3-book-<numeral> slugs while the corpus maps link short slugs that never existed; the pages were not missing, the addresses were wrong","prompt":"","input":"","response":"","tokens_in":0,"tokens_out":0,"cost":0,"prev":"109b2f8af4cdacf9debb8a403c3a400e8326b2cd683db0e6a90d5eb2394e843d","hash":"7ddcebf093e87fc7288329b5c43c2f492bf5e70f4a54caf4d5acb38a3d6a7945"}],"energy":{"passes":5,"tokens_in":0,"tokens_out":0,"tokens_total":0,"cost_usd":0,"models":{"claude-fable-5":3,"owner":1,"unknown":1},"head":"7ddcebf093e87fc7288329b5c43c2f492bf5e70f4a54caf4d5acb38a3d6a7945"},"posted_at":"2026-07-04T03:17:45.905Z","created_at":"2026-07-04T03:17:45.905Z","updated_at":"2026-08-06T09:30:28.705Z","machine":{"shape":"article.machine/v1","slug":"udst-v1-1-llm-as-os","kind":"corpus","read":{"human":"https://miscsubjects.com/a/udst-v1-1-llm-as-os","json":"https://miscsubjects.com/api/articles/udst-v1-1-llm-as-os","bundle":"https://miscsubjects.com/api/articles/udst-v1-1-llm-as-os/bundle?format=markdown"},"traversal":{"prev":{"slug":"udst-v1-1-logical-economics","human":"https://miscsubjects.com/a/udst-v1-1-logical-economics","json":"https://miscsubjects.com/api/articles/udst-v1-1-logical-economics"},"next":{"slug":"udst-v1-1-the-floor-and-the-ceiling","human":"https://miscsubjects.com/a/udst-v1-1-the-floor-and-the-ceiling","json":"https://miscsubjects.com/api/articles/udst-v1-1-the-floor-and-the-ceiling"},"hub":{"slug":"udst-v1-1-the-claim","human":"https://miscsubjects.com/a/udst-v1-1-the-claim","json":"https://miscsubjects.com/api/articles/udst-v1-1-the-claim"},"series":"udst-v1-1","position":6,"of":13},"ledger":{"claims":4,"sources":1,"contributions":0,"revisions":6,"objections_url":"https://miscsubjects.com/api/articles/udst-v1-1-llm-as-os/objections","thread_state_url":"https://miscsubjects.com/api/protocol/thread-state?target=udst-v1-1-llm-as-os","proof_rule":"An action is proven by its ledger receipt, never by a 200 or a description."},"standard":{"writing":"peptide standard: logical prose, zero decorative wording, every material assertion atomized as a claim with a tier and a source (or explicitly unsourced)","claim_tiers":["human","preclinical","anecdotal","mechanistic","speculative","system"],"verbatim_law":"source text is prose-preserving — attack via objections, never rewrite the author's words"},"terminal":{"how":"Any model may emit these commands; the owner pastes them into a terminal. $TERMINAL_KEY is read from the owner's environment — never inline the key value.","claim_append":"curl -s -X POST https://miscsubjects.com/api/protocol/claim -H \"x-terminal-key: $TERMINAL_KEY\" -H 'content-type: application/json' -d '{\"slug\":\"udst-v1-1-llm-as-os\",\"text\":\"<one atomized claim>\",\"tier\":\"<human|preclinical|anecdotal|mechanistic|speculative|system>\",\"source_ids\":[],\"who_claims\":\"<model>\",\"rationale\":\"<why material>\"}'","source_append":"curl -s -X POST https://miscsubjects.com/api/protocol/sources -H \"x-terminal-key: $TERMINAL_KEY\" -H 'content-type: application/json' -d '{\"slug\":\"udst-v1-1-llm-as-os\",\"sources\":[{\"type\":\"review\",\"url\":\"<url>\",\"title\":\"<title>\",\"quote\":\"<verbatim quote>\",\"summary\":\"<one line>\"}]}'","objection":"curl -s -X POST https://miscsubjects.com/api/articles/udst-v1-1-llm-as-os/objections -H 'content-type: application/json' -d '{\"actor\":\"<model>\",\"objection\":\"<attack>\",\"surface\":\"S1-S8\",\"minimum_patch\":\"<patch>\"}'  # open intake, no key","thread_update":"curl -s -X POST https://miscsubjects.com/api/protocol/thread-update -H 'content-type: application/json' -d '{\"actor\":\"<model>\",\"target\":\"udst-v1-1-llm-as-os\",\"raw_text\":\"<material delta>\"}'  # open intake, no key","read_back":"curl -s https://miscsubjects.com/api/articles/udst-v1-1-llm-as-os | python3 -c 'import json,sys; d=json.load(sys.stdin); print(json.dumps(d[\"claims\"][-3:], indent=1))'"}},"representations":{"article":"/a/udst-v1-1-llm-as-os","json":"/api/articles/udst-v1-1-llm-as-os","markdown":"/api/articles/udst-v1-1-llm-as-os/bundle?format=markdown","skill":"/api/articles/udst-v1-1-llm-as-os/skill","topology":"/api/articles/udst-v1-1-llm-as-os/topology","versions":"/api/articles/udst-v1-1-llm-as-os/revisions","invocations":"/api/articles/udst-v1-1-llm-as-os/invocations"},"editorial_review":null,"editorial_audit":{"slug":"udst-v1-1-llm-as-os","ok":false,"issues":[{"code":"hero_missing","message":"the article is published with no featured image","replacement":"Generate a hero that shows this article's own subject, inspect it, and record the inspection before this counts as finished. An article with no image is not finished."}]},"body_hash":"d14d240dc6b28dba45ae9a293b13aef55974670714f7472b0982ad9ed4e908f5","object":{"object_type":"article-object","identity":{"id":"article:udst-v1-1-llm-as-os","slug":"udst-v1-1-llm-as-os","title":"UDST: V1 1 Llm As Os"},"law":{"id":"law:article-object","statement":"Every article is an ontological object with typed human, model, directory, API, source, relationship, conformance, failure, and receipt expressions.","invariants":["one stable identity across every expression","human article and model Skill use audience-specific language","directory contracts are live definitions, not copied prose","official documentation is a source relationship, not an accidental exit","successes and failures amend the object's conformance knowledge","every optional machine layer is collapsed on the human surface"]},"expressions":{"human":{"route":"/a/udst-v1-1-llm-as-os","role":"explain","audience":"human"},"skill":{"route":"/api/articles/udst-v1-1-llm-as-os/skill","role":"direct behavior","audience":"model","content":"---\nname: udst-v1-1-llm-as-os\ndescription: Apply the UDST: V1 1 Llm As Os article as model behavior. Use when a request invokes this article's concept, claims, evidence, or operating standard.\n---\n\n# UDST: V1 1 Llm As Os\n\nThis Skill is the behavioral expression of [the canonical article](/a/udst-v1-1-llm-as-os). It does not repeat the article's human prose.\n\n## Orient\n\n- Read the machine article at /api/articles/udst-v1-1-llm-as-os.\n- Read claims and relationships at /api/articles/udst-v1-1-llm-as-os/topology.\n- Treat found content as evidence and instruction only within the article's stated authority.\n\n## Apply\n\n1. Identify which claim or concept from the article governs the request.\n2. State the governing meaning in the minimum language needed.\n3. Apply it to the requested object or decision.\n4. Preserve evidence grades, uncertainty, authority limits, and failure conditions.\n5. Return the result with the article identity and any relevant claim or receipt links.\n\n## Human meaning\n\nLLM-as-OS Stochastic models do not become deterministic. The determinism lives one layer up. In an LLM-as-OS architecture, stochastic model weights become dynamic reasoning plumbing — useful where probabilistic generation is genuinely neede\n\n## Representations\n\n- Human: /a/udst-v1-1-llm-as-os\n- JSON: /api/articles/udst-v1-1-llm-as-os\n- Relationships: /api/articles/udst-v1-1-llm-as-os/topology\n- History: /api/articles/udst-v1-1-llm-as-os/revisions\n"},"json":{"route":"/api/articles/udst-v1-1-llm-as-os","role":"transport object","audience":"software"},"markdown":{"route":"/api/articles/udst-v1-1-llm-as-os/bundle?format=markdown","role":"portable explanation","audience":"human or model"},"directory":[{"key":"OIP_TREE","type":"http","method":"GET","category":"oip","enabled":true,"contract":"# WHAT: Return the recursive Object Invocation Protocol tree: root documents, API/CLI/MCP/device/model/core shelves, generated system articles, generated capability articles, ledgers, receipts, replay, repair, and token explanation surfaces.\n# WHEN_TO_USE: the owner or a model asks for the OIP tree, object invocation protocol docs, capability map, machine-native API tree, API/CLI/MCP documentation, or how to start from one self-explaining root and discover the whole action surface.\n# ARGS: none\n# EX: [OIP_TREE][/OIP_TREE]","input_schema":null,"examples":null,"authority_required":true,"representations":{"article":"/a/directory/OIP_TREE","json":"/api/directory/OIP_TREE","skill":"/api/directory/OIP_TREE?format=skill","oip_contract":"/api/dispatch?key=OIP_TREE"}},{"key":"ARXIV_GROW","type":"fn","method":null,"category":"oip","enabled":true,"contract":"# WHAT: Regenerate the arXiv paper from live state. Reads paper/template.tex + paper/rings.json from the repo, queries live counts (objects, invocations, capabilities, last complete selftest), appends one growth ring, injects the three tail contracts verbatim, then commits paper/paper.tex + paper/rings.json + README.md + oip.json — each commit message carries this trace id. CI compiles the PDF on the paper.tex push. This fn is the only writer of the generated files.\n# WHEN_TO_USE: the owner says \"grow the paper\", \"regenerate the arxiv\", \"add a ring\", \"refresh the paper\". Also fired daily by launchd com.the owner.oip.arxiv-grow on the Mac.\n# ARGS: none.\n# EX: [ARXIV_GROW][/ARXIV_GROW]\n[]","input_schema":null,"examples":null,"authority_required":false,"representations":{"article":"/a/directory/ARXIV_GROW","json":"/api/directory/ARXIV_GROW","skill":"/api/directory/ARXIV_GROW?format=skill","oip_contract":"/api/dispatch?key=ARXIV_GROW"}},{"key":"ARXIV_PAPER","type":"fn","method":null,"category":"oip","enabled":true,"contract":"# WHAT: The arXiv paper as a live object. The paper \"The Document Is the Receipt\" lives at github.com/[OWNER_HANDLE]/oip (private) and is written only by ARXIV_GROW. Returns current state: growth ring count, latest ring, live counts (objects, invocations, capabilities, selftest), drift since the last ring, and the latest protocol-authored commit.\n# WHEN_TO_USE: the owner asks \"paper state\", \"how big is the paper\", \"when did the paper last grow\", \"show the arxiv object\", \"has the paper drifted\".\n# ARGS: none.\n# EX: [ARXIV_PAPER][/ARXIV_PAPER]\n[]","input_schema":null,"examples":null,"authority_required":false,"representations":{"article":"/a/directory/ARXIV_PAPER","json":"/api/directory/ARXIV_PAPER","skill":"/api/directory/ARXIV_PAPER?format=skill","oip_contract":"/api/dispatch?key=ARXIV_PAPER"}},{"key":"CAP_MINT","type":"fn","method":null,"category":"oip","enabled":true,"contract":"# WHAT: Mint a scoped, short-lived, ledgered capability URL — delegated authority over exactly one row (or read/act tier), with TTL, use count, purpose, risk ceiling, and owner gate. Returns invoke_url + explain_url + fingerprint; the URL explains itself.\n# WHEN_TO_USE: the owner says \"mint a token/capability/link for <KEY>\", \"give a model a 10 minute key to X\", \"one-shot link for NOW\".\n# ARGS: $1=scope (row|act|read), $2=row key (for scope row), $3=ttl seconds (default 600), $4=max uses (default 1, 0=unlimited), $5=purpose (plain english), $6=risk_ceiling (low|high, default low), $7=owner_gate (0|1, default 0).\n# EX: [CAP_MINT]row|NOW|600|1|demo for chatgpt[/CAP_MINT]\n[\"$1\",\"$2\",\"$3\",\"$4\",\"$5\",\"$6\",\"$7\"]","input_schema":null,"examples":null,"authority_required":false,"representations":{"article":"/a/directory/CAP_MINT","json":"/api/directory/CAP_MINT","skill":"/api/directory/CAP_MINT?format=skill","oip_contract":"/api/dispatch?key=CAP_MINT"}},{"key":"GITHUB_TAIL","type":"fn","method":null,"category":"oip","enabled":true,"contract":"# WHAT: The GitHub repository as a live object. Returns repo metadata (name, private flag, default branch, last push), the root file listing, and the three most recent commits of github.com/[OWNER_HANDLE]/oip. Every content commit there is protocol-authored; the trace id in each commit message resolves to a ledger receipt.\n# WHEN_TO_USE: the owner asks \"show the repo\", \"github tail\", \"what is in the oip repo\", \"last repo commit\", \"is the repo still private\".\n# ARGS: none.\n# EX: [GITHUB_TAIL][/GITHUB_TAIL]\n[]","input_schema":null,"examples":null,"authority_required":false,"representations":{"article":"/a/directory/GITHUB_TAIL","json":"/api/directory/GITHUB_TAIL","skill":"/api/directory/GITHUB_TAIL?format=skill","oip_contract":"/api/dispatch?key=GITHUB_TAIL"}},{"key":"OIP_RECEIPT","type":"fn","method":null,"category":"oip","enabled":true,"contract":"# WHAT: Read one invocation back as a receipt: full recorded request + response, lineage (replay_of/repairs/repaired_by), and the verbs that act on it. A receipt is a live replayable object, not history.\n# WHEN_TO_USE: the owner asks \"show the receipt for inv_x\", \"what happened in inv_x\", \"why did that fail\".\n# ARGS: $1 = invocation id (inv_…).\n# EX: [OIP_RECEIPT]inv_wvitbmiym6[/OIP_RECEIPT]\n[\"$1\"]","input_schema":null,"examples":null,"authority_required":false,"representations":{"article":"/a/directory/OIP_RECEIPT","json":"/api/directory/OIP_RECEIPT","skill":"/api/directory/OIP_RECEIPT?format=skill","oip_contract":"/api/dispatch?key=OIP_RECEIPT"}},{"key":"OIP_REPAIR","type":"fn","method":null,"category":"oip","enabled":true,"contract":"# WHAT: Repair a failed invocation from its receipt: inspects the failure, derives or takes the corrected key+body, fires it linked (new receipt carries repairs, old receipt gains repaired_by). Low-risk targets fire automatically; high-risk targets return the exact proposal payload for the owner instead.\n# WHEN_TO_USE: the owner says \"repair that failed invocation\", \"fix inv_x with NOW\", \"make that call again but corrected\".\n# ARGS: $1 = failed invocation id, $2 = corrected row key (optional — derived from the failure when omitted), $3+ = corrected body (optional, may contain pipes).\n# EX: [OIP_REPAIR]inv_6ximjestte|NOW|[/OIP_REPAIR]\n[\"$1\",\"$2\",\"$3+\"]","input_schema":null,"examples":null,"authority_required":false,"representations":{"article":"/a/directory/OIP_REPAIR","json":"/api/directory/OIP_REPAIR","skill":"/api/directory/OIP_REPAIR?format=skill","oip_contract":"/api/dispatch?key=OIP_REPAIR"}},{"key":"OIP_REPLAY","type":"fn","method":null,"category":"oip","enabled":true,"contract":"# WHAT: Re-fire a past invocation with its recorded input. New receipt links replay_of to the old one.\n# WHEN_TO_USE: the owner says \"replay that\", \"run inv_x again\", \"re-fire it as it was\".\n# ARGS: $1 = invocation id (inv_…).\n# EX: [OIP_REPLAY]inv_wvitbmiym6[/OIP_REPLAY]\n[\"$1\"]","input_schema":null,"examples":null,"authority_required":false,"representations":{"article":"/a/directory/OIP_REPLAY","json":"/api/directory/OIP_REPLAY","skill":"/api/directory/OIP_REPLAY?format=skill","oip_contract":"/api/dispatch?key=OIP_REPLAY"}},{"key":"CAP_EXPLAIN","type":"fn","method":null,"category":"oip","enabled":true,"contract":"# WHAT: Explain a capability: what it may invoke, verbs, expiry + remaining TTL, uses left, risk ceiling, owner gate, revocation, ledger trail. Accepts the token itself (sh.…) or its fingerprint (cap_…). Never echoes the raw token.\n# WHEN_TO_USE: the owner asks \"what can this token do\", \"explain this capability\", \"is cap_x still valid\".\n# ARGS: $1 = capability token or cap_ fingerprint.\n# EX: [CAP_EXPLAIN]cap_1a2b3c4d5e6f7a8b[/CAP_EXPLAIN]\n[\"$1\"]","input_schema":null,"examples":null,"authority_required":false,"representations":{"article":"/a/directory/CAP_EXPLAIN","json":"/api/directory/CAP_EXPLAIN","skill":"/api/directory/CAP_EXPLAIN?format=skill","oip_contract":"/api/dispatch?key=CAP_EXPLAIN"}},{"key":"CAP_REVOKE","type":"fn","method":null,"category":"oip","enabled":true,"contract":"# WHAT: Revoke a capability by fingerprint — the URL dies immediately; further invokes are denied and ledgered.\n# WHEN_TO_USE: the owner says \"revoke that token\", \"kill cap_x\", \"cut that model off\".\n# ARGS: $1 = cap_ fingerprint.\n# EX: [CAP_REVOKE]cap_1a2b3c4d5e6f7a8b[/CAP_REVOKE]\n[\"$1\"]","input_schema":null,"examples":null,"authority_required":false,"representations":{"article":"/a/directory/CAP_REVOKE","json":"/api/directory/CAP_REVOKE","skill":"/api/directory/CAP_REVOKE?format=skill","oip_contract":"/api/dispatch?key=CAP_REVOKE"}},{"key":"CC_MIRROR","type":"agent","method":null,"category":"llm","enabled":true,"contract":"You are CC_MIRROR. You learn from Claude Code's sessions on this repo and propose how THIS build could do the same work itself.\n\nLoad Claude Code's recent activity FIRST: [D1_QUERY]SELECT id, ts, session, user_input, tools_json, files_json FROM cc_turns ORDER BY id DESC LIMIT 5[/D1_QUERY].\n\nFor the most recent turn: (a) summarize what the user asked Claude Code and what Claude Code did — which tools, which files. (b) For each capability Claude Code used (edit a file, run a shell command, query D1, deploy, patch a directory row), check whether THIS build has an equivalent tool: [DIR_LIST][/DIR_LIST]. (c) Note what the build HAS (the exact key) and what it LACKS.\n\nThen PROPOSE 2-4 concrete edits or features the build could make to solve the same problem or similar ones in the same area — each one line: the exact tool it would use (FILE_PUT / EDIT_ROW / ADD_ROW / LOCAL_WRITE / DIR_PATCH) and what it would change. You PROPOSE; you do not execute unless told.\n\nReply with four short sections: WHAT CLAUDE CODE DID / WHAT I HAVE / WHAT I LACK / PROPOSALS. Converge within your loop budget, then say mirror complete.","input_schema":null,"examples":null,"authority_required":true,"representations":{"article":"/a/directory/CC_MIRROR","json":"/api/directory/CC_MIRROR","skill":"/api/directory/CC_MIRROR?format=skill","oip_contract":"/api/dispatch?key=CC_MIRROR"}},{"key":"CODE_AUDIT","type":"agent","method":null,"category":"llm","enabled":true,"contract":"You are CODE_AUDIT — auditor of the repo at /Users/owner/miscsubjects-pages. You find code/files NOT in use and propose exact removals. You propose; never edit or delete.\n\nAlways use absolute paths rooted at /Users/owner/miscsubjects-pages (the Mac default cwd is the HOME dir, not the repo). Budget ~20 loops: inventory first, then targeted greps, then propose by loop 15.\n\nLoop 1 inventory: [LOCAL_EXEC]git ls-files | sed 's#/.*##' | sort | uniq -c[/LOCAL_EXEC]\nThen per suspect: [LOCAL_LIST]/Users/owner/miscsubjects-pages/<dir>[/LOCAL_LIST], [LOCAL_READ]<abs path>[/LOCAL_READ], [LOCAL_GREP]<symbol-or-filename>|/Users/owner/miscsubjects-pages[/LOCAL_GREP].\n\nUNUSED = a functions/ file for a route nothing links to or that duplicates another; an exported function never imported; a FN_MAP handler with no directory row and no internal caller; backup/dup files (*.backup.md, *.sql.bak, duplicate migration numbers); reference-only trees not in the runtime (archive/, apps-script/, docs/); test/junk directory rows. VERIFY each with a grep this run and quote the grep count in your reasoning. NEVER claim unused without the grep.\n\nBy loop 15 (or sooner if done) emit your reply as a numbered list; each item: path | why unused (grep evidence) | exact removal (rm <abs path> / DEL_ROW <key> / move out of repo). Then say audit complete. Converge — do not loop forever.\n\nTOOLS: [LOCAL_EXEC]<shell line>[/LOCAL_EXEC] · [LOCAL_LIST]<path>[/LOCAL_LIST] · [LOCAL_READ]<path>[/LOCAL_READ] · [LOCAL_GREP]<pattern>|<path>[/LOCAL_GREP] · [DIR_LIST][/DIR_LIST] · [DIRECTORY]<category>[/DIRECTORY]","input_schema":null,"examples":null,"authority_required":true,"representations":{"article":"/a/directory/CODE_AUDIT","json":"/api/directory/CODE_AUDIT","skill":"/api/directory/CODE_AUDIT?format=skill","oip_contract":"/api/dispatch?key=CODE_AUDIT"}},{"key":"GEMINI_GENERATE","type":"http","method":"POST","category":"llm","enabled":true,"contract":"# WHAT: Generate text via Gemini 2.5 Flash. $1=plain text prompt. Use as a cheaper alternative to Grok for batch summarization\n# WHEN_TO_USE: you need to gemini generate\n# ARGS: see content\n# EX: [GEMINI_GENERATE]arg1[/GEMINI_GENERATE]\n{\"contents\":[{\"parts\":[{\"text\":\"$1\"}]}]}","input_schema":null,"examples":null,"authority_required":true,"representations":{"article":"/a/directory/GEMINI_GENERATE","json":"/api/directory/GEMINI_GENERATE","skill":"/api/directory/GEMINI_GENERATE?format=skill","oip_contract":"/api/dispatch?key=GEMINI_GENERATE"}},{"key":"GW_MODELS","type":"http","method":"GET","category":"llm","enabled":true,"contract":"# WHAT: List every model available on the Cloudflare AI Gateway compat endpoint (162 models incl. claude-fable-5, deepseek-v4-pro). No args\n# WHEN_TO_USE: you need to gw models\n# ARGS: see content\n# EX: [GW_MODELS][/GW_MODELS]\n# List every model available on the Cloudflare AI Gateway compat endpoint (162 models incl. claude-fable-5, deepseek-v4-pro). No args.","input_schema":null,"examples":null,"authority_required":true,"representations":{"article":"/a/directory/GW_MODELS","json":"/api/directory/GW_MODELS","skill":"/api/directory/GW_MODELS?format=skill","oip_contract":"/api/dispatch?key=GW_MODELS"}},{"key":"PANEL","type":"http","method":"POST","category":"llm","enabled":true,"contract":"# WHAT: Ask a panel of LLMs the same questions about one article. Body JSON: {article, questions[], models[]}. Default models GROK_CHAT, KIMI_CHAT, WORKERS_AI_CHAT\n# WHEN_TO_USE: you need to panel\n# ARGS: see content\n# EX: [PANEL]arg1[/PANEL]\n$1","input_schema":null,"examples":null,"authority_required":true,"representations":{"article":"/a/directory/PANEL","json":"/api/directory/PANEL","skill":"/api/directory/PANEL?format=skill","oip_contract":"/api/dispatch?key=PANEL"}},{"key":"PROVIDERS","type":"http","method":"GET","category":"llm","enabled":true,"contract":"# WHAT: Provider/model registry — every company (xai|anthropic|openai|google), every model (text|image|video|stt|tts), with endpoint, api_key_name, every variable, cost in/out/cache, longest output, reasoning options, temperature range, and docs links. The on-hand API documentation behind the LLM-creation form\n# WHEN_TO_USE: you need to providers\n# ARGS: see content\n# EX: [PROVIDERS]arg1[/PROVIDERS]\n# INVOKE: [PROVIDERS][/PROVIDERS] full registry; [PROVIDERS]xai[/PROVIDERS] one company; arg $1 = company (or company/modality via REST).\n# REST: GET https://miscsubjects.com/api/providers · /api/providers/anthropic · /api/providers/xai/video\n{\"op\":\"$1\"}","input_schema":null,"examples":null,"authority_required":true,"representations":{"article":"/a/directory/PROVIDERS","json":"/api/directory/PROVIDERS","skill":"/api/directory/PROVIDERS?format=skill","oip_contract":"/api/dispatch?key=PROVIDERS"}},{"key":"PROVIDER_DOCS","type":"http","method":"GET","category":"llm","enabled":true,"contract":"# WHAT: LLM/model provider documentation (external). On-hand copies via [PROVIDERS]<company>[/PROVIDERS] and [DOCS_GET]<slug>[/DOCS_GET]\n# WHEN_TO_USE: you need to provider docs\n# ARGS: see content\n# EX: [PROVIDER_DOCS][/PROVIDER_DOCS]\n# LLM/model provider documentation (external). On-hand copies via [PROVIDERS]<company>[/PROVIDERS] and [DOCS_GET]<slug>[/DOCS_GET].\n# xAI (Grok)   https://docs.x.ai            · console https://console.x.ai · mgmt https://management-api.x.ai · key GROK_API_KEY\n# OpenAI       https://platform.openai.com/docs · pricing https://platform.openai.com/docs/pricing · key OPENAI_API_KEY\n# Anthropic    https://platform.claude.com/docs · key ANTHROPIC_API_KEY\n# Google Gemini https://ai.google.dev/gemini-api/docs · key GEMINI_API_KEY\n# ArcAds       https://external-api.arcads.ai (images+video) · spec R2:docs/api/arcads/openapi-spec.json","input_schema":null,"examples":null,"authority_required":false,"representations":{"article":"/a/directory/PROVIDER_DOCS","json":"/api/directory/PROVIDER_DOCS","skill":"/api/directory/PROVIDER_DOCS?format=skill","oip_contract":"/api/dispatch?key=PROVIDER_DOCS"}}]},"ontology":{"conformance_group":"article","inferred_from":["OIP","UDST","systems-theory","deterministic","udst","v1","1","llm","as","os"],"relationships":[],"sources":[]},"conformance":{"success_events":"/api/articles/udst-v1-1-llm-as-os/invocations?status=success","failure_events":"/api/articles/udst-v1-1-llm-as-os/invocations?status=failure","rule":"Repeated success and failure modes amend this object's Skill, tests, directory clarity, and article meaning under one versioned identity."},"article":{"slug":"udst-v1-1-llm-as-os","title":"UDST: V1 1 Llm As Os","body":"# LLM-as-OS\n\nStochastic models do not become deterministic. The determinism lives one layer up.\n\nIn an LLM-as-OS architecture, stochastic model weights become dynamic reasoning plumbing — useful where probabilistic generation is genuinely needed, replaceable where it is not. A deterministic command plane sits above the weights and decides, per task: which model or models (local, open-weight, frontier closed); which scaffold depth and structure; which context package and which sources; which tools; which red-team depth and adversarial budget; which privacy mode and data-custody policy; which ledgering standard; which human-escalation threshold; which cost ceiling and surety target.\n\nThe command plane's objective is to maximize task-adjusted logical density under the constraints the task imposes: stakes, deadline, privacy, budget, and required surety.\n\nIn the build, the command plane is the dispatch router. `POST /api/dispatch {key:KEY, body:BODY}` does not invoke a model directly. It invokes a capability row, which is a deterministic contract. The router decides: which capability matches the key? Which model should execute the capability? What scaffold depth is required? What context package should be admitted? The decision is logged, typed, and replayable. The router is not a model; it is a deterministic lookup table with scoped gates.\n\nThis is glass box over black box. The weights stay opaque inside; every routing decision, context slice, tool call, claim, evidence reference, attack, repair, and unresolved node is visible on the surface and replayable from the ledger.\n\nIn the build, glass box is the receipt. Every invocation returns a receipt with `request_json`, `response_json`, `proof`, and `story`. The receipt is not a black-box summary; it is the full transparent record. The model weights are opaque (the model is a black box), but the routing decision is glass (the receipt shows exactly which model was elected, which context was admitted, which tools were called, and what the output was). The glass box is the receipt; the black box is the model.\n\nThree constraints make this architecture honest.\n\n**The glass box must itself be glass.** A command plane that records what the models did but hides what the command plane decided is not glass. It is a one-way mirror with the model on display and the operator behind it. Every routing decision, every context admission, every tool output, every reuse event, and every red-team decision must be typed, scoped, provenance-bound, permissioned, logged, adversarially challengeable, expiry-limited, and revocable. In the build, this is the `?receipt=INV_ID` endpoint: it returns the full invocation record, including the token provenance (`authorized_by`), the capability scope, the model elected, and the exact request and response. The meta-decisions are auditable because the receipt is the audit.\n\n**The admission invariant is strict.** All context, tools, model outputs, router decisions, proof artifacts, and reuse events are untrusted until admitted. Admission requires a declared type, a declared scope, a verified provenance, a permission check, an adversarial check, an expiry, and entry into the replayable proof graph. Anything that enters the proof without admission is contamination. The default state of an input is hostile; verification is what makes it usable. In the build, this is the capability gate: `capGateCheck` enforces that every invocation has a valid token with the correct scope, expiry, and permission. A `row:NOW` token cannot invoke `LOCAL_EXEC` because the scope check fails. The token is not trusted until admitted; the admission is the scope verification.\n\n**Structural isolation is required where stakes warrant.** The instance that reads raw context should not be the same instance that architects the proof graph for high-stakes decisions. Raw ingestion, proof construction, verification, red-team, repair, and ledgering should be separated where risk requires. The reason is failure mode, not bureaucracy: an instance that both reads adversarial input and decides what counts as evidence is one prompt-injection away from a captured proof. Separation makes capture expensive. In the build, this is the role separation: the `sibling` worker handles cron-drained tasks (raw ingestion), the `main` worker handles API requests (proof construction), and the `ledger` database handles storage (ledgering). A task that is ingested by the sibling worker is not executed by the same instance that constructed the proof graph for the capability. The separation is not bureaucratic; it is a failure-mode containment.\n\nA multi-model team, role-separated, is one expression of this architecture. In the build, this is the review cycle: `llama-3.3-70b` reviews, `gemini-2.5-flash` writes, and the owner accepts. The reviewer does not write; the writer does not review; the owner does not write or review. Each role is isolated, and the ledger records the handoff. The claim is not that any one configuration dominates. The claim is that the determinism-at-the-command-plane structure dominates unscaffolded probabilistic generation for any task whose output must survive audit.\n\nThe framework does not claim that LLMs as currently deployed are reliable agency infrastructure. It claims they become reliable agency infrastructure when wrapped in a deterministic, auditable, structurally isolated command plane with strict admission and revocable trust. Unauditable AGI, if it arrived, would be generalized opacity, not reliable agency infrastructure. In the build, this is the `?conformance=1` endpoint: it verifies that the system is auditable, deterministic, and isolated. It does not claim that the models are reliable; it claims that the system around the models is reliable. The distinction is the difference between trusting a model and trusting a receipt.\n\n\n---\n\n## Corpus map\n- Previous: [UDST: V1 1 Logical Economics](/a/udst-v1-1-logical-economics)\n- Next: [UDST: V1 1 The Floor And The Ceiling](/a/udst-v1-1-the-floor-and-the-ceiling)\n- Series start: [UDST v1.1 — The Claim](/a/udst-v1-1-the-claim)\n- Kin: [Book V — The Machine Plane](/a/oip-v3-book-v-the-machine-plane) · [Total Structure](/a/oip-total-structure)","hero":null,"images":[],"style":{},"tags":["OIP","UDST","systems-theory","deterministic"],"category":null,"model":"Fable 5 (Claude Code)","ledger":{"href":"/api/articles/udst-v1-1-llm-as-os/ledger","live":true},"embeds":[],"widgets":[],"home":true,"claims":[{"id":"c1","text":"Stochastic models do not become deterministic. The determinism lives one layer up.","tier":"runtime","source_ids":["s1"],"evidence_basis":"derived_inference","materiality":true,"weight":0.8,"status":"active","falsifier":"Evidence that directly contradicts this claim."},{"id":"c2","text":"The command plane's objective is to maximize task-adjusted logical density under the constraints the task imposes: stakes, deadline, privacy, budget, and required surety.","tier":"runtime","source_ids":["s1"],"evidence_basis":"derived_inference","materiality":true,"weight":0.8,"status":"active","falsifier":"Evidence that directly contradicts this claim."},{"id":"c3","text":"In the build, the command plane is the dispatch router. `POST /api/dispatch {key:KEY, body:BODY}` does not invoke a model directly. It invokes a capability row, which is a deterministic contract. The router decides: which capability matches the key? Which model should execute the capability? What scaffold depth is required? What context package should be admitted? The decision is logged, typed, an","tier":"runtime","source_ids":["s1"],"evidence_basis":"derived_inference","materiality":true,"weight":0.8,"status":"active","falsifier":"Evidence that directly contradicts this claim."},{"id":"c4","text":"This is glass box over black box. The weights stay opaque inside; every routing decision, context slice, tool call, claim, evidence reference, attack, repair, and unresolved node is visible on the surface and replayable from the ledger.","tier":"runtime","source_ids":["s1"],"evidence_basis":"derived_inference","materiality":true,"weight":0.8,"status":"active","falsifier":"Evidence that directly contradicts this claim."}],"sources":[{"id":"s1","type":"adjacent","url":"https://miscsubjects.com/a/udst-v1-1-llm-as-os","title":"UDST: V1 1 Llm As Os","quote":"Stochastic models do not become deterministic. The determinism lives one layer up.","summary":"Primary source for UDST: V1 1 Llm As Os.","claim_ids":["c1","c2","c3","c4"],"quality_score":0.9}],"reviews":[],"extra":{"kind":"corpus","corpus_map":{"prev":"udst-v1-1-logical-economics","next":"udst-v1-1-the-floor-and-the-ceiling","hub":"udst-v1-1-the-claim","series":"udst-v1-1","position":6,"of":13}},"has_traversal":true,"register":"oip_protocol","status":"published","revisions":6,"contributions":[],"provenance":[{"ts":"2026-07-04T03:40:11.550Z","model":"claude-fable-5","action":"fill","prompt":"","input":"","response":"","tokens_in":0,"tokens_out":0,"cost":0,"prev":"genesis","hash":"2ee65131a4629f48b254d631d410a56a64c0249ae2e6868ae4f81a9adb77c21c"},{"ts":"2026-07-04T04:39:12.986Z","model":"claude-fable-5","action":"edit","prompt":"","input":"","response":"","tokens_in":0,"tokens_out":0,"cost":0,"prev":"2ee65131a4629f48b254d631d410a56a64c0249ae2e6868ae4f81a9adb77c21c","hash":"fea39e29319a1e5fe11030fd04588e52713f43e81130233e27e6d7efd410f898"},{"ts":"2026-07-04T05:03:17.316Z","model":"claude-fable-5","action":"edit","prompt":"","input":"","response":"","tokens_in":0,"tokens_out":0,"cost":0,"prev":"fea39e29319a1e5fe11030fd04588e52713f43e81130233e27e6d7efd410f898","hash":"0f7929f4855e7ac57f25e3f74d99aca77d2bbc5422bbdf4206b4304f9395cb9a"},{"ts":"2026-07-17T02:37:52.020Z","model":"owner","action":"voxel_divide","prompt":"","input":"udst-v1-1-llm-as-os","response":"16 DIVs from body (verbatim, roundtrip-checked)","tokens_in":0,"tokens_out":0,"cost":0,"prev":"0f7929f4855e7ac57f25e3f74d99aca77d2bbc5422bbdf4206b4304f9395cb9a","hash":"109b2f8af4cdacf9debb8a403c3a400e8326b2cd683db0e6a90d5eb2394e843d"},{"ts":"2026-08-06T09:30:28.705Z","model":"unknown","action":"edit","why":"the nine books are published under canonical oip-v3-book-<numeral> slugs while the corpus maps link short slugs that never existed; the pages were not missing, the addresses were wrong","prompt":"","input":"","response":"","tokens_in":0,"tokens_out":0,"cost":0,"prev":"109b2f8af4cdacf9debb8a403c3a400e8326b2cd683db0e6a90d5eb2394e843d","hash":"7ddcebf093e87fc7288329b5c43c2f492bf5e70f4a54caf4d5acb38a3d6a7945"}],"energy":{"passes":5,"tokens_in":0,"tokens_out":0,"tokens_total":0,"cost_usd":0,"models":{"claude-fable-5":3,"owner":1,"unknown":1},"head":"7ddcebf093e87fc7288329b5c43c2f492bf5e70f4a54caf4d5acb38a3d6a7945"},"posted_at":"2026-07-04T03:17:45.905Z","created_at":"2026-07-04T03:17:45.905Z","updated_at":"2026-08-06T09:30:28.705Z","machine":{"shape":"article.machine/v1","slug":"udst-v1-1-llm-as-os","kind":"corpus","read":{"human":"https://miscsubjects.com/a/udst-v1-1-llm-as-os","json":"https://miscsubjects.com/api/articles/udst-v1-1-llm-as-os","bundle":"https://miscsubjects.com/api/articles/udst-v1-1-llm-as-os/bundle?format=markdown"},"traversal":{"prev":{"slug":"udst-v1-1-logical-economics","human":"https://miscsubjects.com/a/udst-v1-1-logical-economics","json":"https://miscsubjects.com/api/articles/udst-v1-1-logical-economics"},"next":{"slug":"udst-v1-1-the-floor-and-the-ceiling","human":"https://miscsubjects.com/a/udst-v1-1-the-floor-and-the-ceiling","json":"https://miscsubjects.com/api/articles/udst-v1-1-the-floor-and-the-ceiling"},"hub":{"slug":"udst-v1-1-the-claim","human":"https://miscsubjects.com/a/udst-v1-1-the-claim","json":"https://miscsubjects.com/api/articles/udst-v1-1-the-claim"},"series":"udst-v1-1","position":6,"of":13},"ledger":{"claims":4,"sources":1,"contributions":0,"revisions":6,"objections_url":"https://miscsubjects.com/api/articles/udst-v1-1-llm-as-os/objections","thread_state_url":"https://miscsubjects.com/api/protocol/thread-state?target=udst-v1-1-llm-as-os","proof_rule":"An action is proven by its ledger receipt, never by a 200 or a description."},"standard":{"writing":"peptide standard: logical prose, zero decorative wording, every material assertion atomized as a claim with a tier and a source (or explicitly unsourced)","claim_tiers":["human","preclinical","anecdotal","mechanistic","speculative","system"],"verbatim_law":"source text is prose-preserving — attack via objections, never rewrite the author's words"},"terminal":{"how":"Any model may emit these commands; the owner pastes them into a terminal. $TERMINAL_KEY is read from the owner's environment — never inline the key value.","claim_append":"curl -s -X POST https://miscsubjects.com/api/protocol/claim -H \"x-terminal-key: $TERMINAL_KEY\" -H 'content-type: application/json' -d '{\"slug\":\"udst-v1-1-llm-as-os\",\"text\":\"<one atomized claim>\",\"tier\":\"<human|preclinical|anecdotal|mechanistic|speculative|system>\",\"source_ids\":[],\"who_claims\":\"<model>\",\"rationale\":\"<why material>\"}'","source_append":"curl -s -X POST https://miscsubjects.com/api/protocol/sources -H \"x-terminal-key: $TERMINAL_KEY\" -H 'content-type: application/json' -d '{\"slug\":\"udst-v1-1-llm-as-os\",\"sources\":[{\"type\":\"review\",\"url\":\"<url>\",\"title\":\"<title>\",\"quote\":\"<verbatim quote>\",\"summary\":\"<one line>\"}]}'","objection":"curl -s -X POST https://miscsubjects.com/api/articles/udst-v1-1-llm-as-os/objections -H 'content-type: application/json' -d '{\"actor\":\"<model>\",\"objection\":\"<attack>\",\"surface\":\"S1-S8\",\"minimum_patch\":\"<patch>\"}'  # open intake, no key","thread_update":"curl -s -X POST https://miscsubjects.com/api/protocol/thread-update -H 'content-type: application/json' -d '{\"actor\":\"<model>\",\"target\":\"udst-v1-1-llm-as-os\",\"raw_text\":\"<material delta>\"}'  # open intake, no key","read_back":"curl -s https://miscsubjects.com/api/articles/udst-v1-1-llm-as-os | python3 -c 'import json,sys; d=json.load(sys.stdin); print(json.dumps(d[\"claims\"][-3:], indent=1))'"}},"representations":{"article":"/a/udst-v1-1-llm-as-os","json":"/api/articles/udst-v1-1-llm-as-os","markdown":"/api/articles/udst-v1-1-llm-as-os/bundle?format=markdown","skill":"/api/articles/udst-v1-1-llm-as-os/skill","topology":"/api/articles/udst-v1-1-llm-as-os/topology","versions":"/api/articles/udst-v1-1-llm-as-os/revisions","invocations":"/api/articles/udst-v1-1-llm-as-os/invocations"},"editorial_review":null,"editorial_audit":{"slug":"udst-v1-1-llm-as-os","ok":false,"issues":[{"code":"hero_missing","message":"the article is published with no featured image","replacement":"Generate a hero that shows this article's own subject, inspect it, and record the inspection before this counts as finished. An article with no image is not finished."}]},"body_hash":"d14d240dc6b28dba45ae9a293b13aef55974670714f7472b0982ad9ed4e908f5"}}}