{"_self":{"principle":"Self-explaining payload — no external context required. This _self block describes what you are reading and where to look next.","widget":"article_topology","feature":"topology","name":"Article topology","what":"Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER.","contains":"claims, sources, anecdotes, question_graph slice","slug":"what-is-model-operated-work","urls":{"read":"https://miscsubjects.com/api/articles/what-is-model-operated-work/topology"},"how_to_use":"Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER.","write":null,"imessage":null,"router_tag":null,"proof_chain":[{"step":1,"claim":"Articles are voxel graphs of tiered claims, not prose blobs.","verify":"https://miscsubjects.com/api/articles/constitution"},{"step":2,"claim":"Claims link to hash-chained sources via source_ids.","verify":"https://miscsubjects.com/api/articles/what-is-model-operated-work/sources"},{"step":3,"claim":"Ask reads topology; ingest/claim append to ledger.","verify":"https://miscsubjects.com/api/protocol"},{"step":4,"claim":"Models queue growth: populate → collaborate → repair → reflex.","verify":"https://miscsubjects.com/api/protocol/grow"},{"step":5,"claim":"Graph proves its own shape (reflex) and $/claim (yield).","verify":"https://miscsubjects.com/graph.html?layer=reflex"},{"step":6,"claim":"Full feature index + _explain on every API response.","verify":"https://miscsubjects.com/api/articles/system-map"}],"related_features":[{"id":"ask","name":"Ask protocol","what":"Answer only from topology; creates question_node with gaps and ingest_hint.","urls":{"read":"https://miscsubjects.com/api/articles/what-is-model-operated-work/prompts","write":"https://miscsubjects.com/api/protocol/ask"}},{"id":"graph_topology","name":"Cross-article graph","what":"Merged claims/sources across condition+stack slugs for one question.","urls":{"read":"https://miscsubjects.com/api/articles/what-is-model-operated-work/graph-topology?question=..."}},{"id":"question_graph","name":"Question graph","what":"Ask nodes (questions + gaps) and evidence_ingest nodes (pasted model output).","urls":{"read":"https://miscsubjects.com/api/articles/what-is-model-operated-work/question-graph","write":"https://miscsubjects.com/api/protocol/ask"}},{"id":"voxels","name":"Voxel graph","what":"Claims as atoms, sources as edges (supported_by, posted_by). Per-claim provenance.","urls":{"read":"https://miscsubjects.com/api/articles/what-is-model-operated-work/voxels","write":"https://miscsubjects.com/api/protocol/claim"}}],"system_map":"https://miscsubjects.com/api/articles/system-map","system_map_markdown":"https://miscsubjects.com/api/articles/system-map?format=markdown","not_medical_advice":true},"_explain":{"feature":"topology","name":"Article topology","what":"Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER.","why":"Every feature is auditable collective intelligence","how":"Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER.","model":null,"verifies":null,"urls":{"read":"https://miscsubjects.com/api/articles/what-is-model-operated-work/topology"},"imessage":null,"router":null,"related":[{"id":"ask","what":"Answer only from topology; creates question_node with gaps and ingest_hint."},{"id":"graph_topology","what":"Merged claims/sources across condition+stack slugs for one question."},{"id":"question_graph","what":"Ask nodes (questions + gaps) and evidence_ingest nodes (pasted model output)."},{"id":"voxels","what":"Claims as atoms, sources as edges (supported_by, posted_by). Per-claim provenance."}],"not_medical_advice":true},"slug":"what-is-model-operated-work","title":"What Is Model-Operated Work","register":"standard","tags":["oip","kimi-import","self-explaining","voxel","concepts","what-is-model-operated-work"],"updated_at":"2026-07-15T04:20:59.731Z","body_excerpt":"<!-- hierarchy:nav -->\n> **Path:** [OIP](https://miscsubjects.com/a/oip) › [Thinker Reference](https://miscsubjects.com/a/oip-thinker-reference) › [Protocol Concepts](https://miscsubjects.com/a/oip-protocol-concepts) › **What Is Model-Operated Work**\n>\n> **Shelf:** Protocol Concepts · **Traversal:** self-explaining · hierarchical · voxel-ready\n> **Machine root:** [OIP tree](https://miscsubjects.com/api/dispatch?map=1&format=markdown) · [Registry](https://miscsubjects.com/api/dispatch?registry=1)\n\n# What Is Model-Operated Work\n\n## §SELF — what-is-model-operated-work\n\n**What this page is:** a definition of model-operated work and how it differs from other forms of automation\n**What it explains:** the five defining properties of model-operated work and how it compares to traditional scripting and agent frameworks\n**Why read it:** to understand the exact mechanism by which a language model executes work through a protocol, with proof and accountability\n\n### What Model-Operated Work Is\n\nModel-operated work is work performed by a language model operating a system through a protocol. The human names the goal. The model executes. Specifically, the model reads object contracts, decides what to invoke, invokes it, and receives a receipt. The model is the operator; the human is the director.\n\n### Why It Matters\n\nExisting approaches to automation have accountability gaps. Traditional scripts are hardcoded — they cannot adapt to new conditions. Agent frameworks (such as AutoGPT) run without receipts, without proof, and without repair mechanisms. Model-operated work closes these gaps by requiring proof of every action and providing a repair path when things go wrong.\n\n### The Five Key Properties\n\n1. **The model never guesses.** Before invoking anything, the model resolves the object (locates it by key or query), reads the contract (the formal interface specification), and then invokes. The sequence is always: resolve → read → invoke. No step is skipped.\n\n2. **Every action is receipted.** Every invocation produces a permanent, verifiable record (a receipt). The receipt contains: the action that was invoked, the parameters, the timestamp, the result, and a reference to the capability token used. This receipt can be audited later.\n\n3. **Authority is scoped.** The model operates within the bounds of its capability token. The token defines what the model can do, on which objects, until when. The model cannot exceed these bounds. An attempt to do so is rejected by the system.\n\n4. **Errors are repaired.** When an action fails, the failure is not silently logged and forgotten. A repair invocation is created, linked to the original receipt, and executed. The repair is itself receipted. This creates a chain: original action → failure → repair → success (or further repair).\n\n5. **The model is a temporary operator.** The model does not own the system. It is not the administrator. It is the current actor, operating within stated bounds, for the duration of the session or the token expiry. When the session ends, the model's authority ends with it.\n\n### How It Differs from Traditional Automation\n\nTraditional scripts are hardcoded. A script contains a fixed sequence of commands. If the system state changes, the script may fail because it cannot adapt. Model-operated work is adaptive: the model reads the current state (via the object contract) and decides what to do based on that state. The decision is made at runtime, not at write time.\n\n### How It Differs from Agent Frameworks\n\nAgent frameworks (such as AutoGPT, BabyAGI, and similar systems) give a model a goal and let it run autonomously. These frameworks lack three things that model-operated work requires:\n\n- **Receipts:** Agent frameworks typically do not produce a permanent, verifiable record of every action. Model-operated work requires one.\n- **Proof:** Without receipts, there is no proof of what the model did. Model-operated work provides proof.\n- **Repair:** When an agent framework fails, the fail","ranking":"safety-first (interaction_risk/limitations), then quote-gated effective_weight","claims":[],"sources":[],"anecdotal_sources":[],"scientific_sources":[],"user_reports":[],"related_articles":[],"question_graph":{"slug":"what-is-model-operated-work","questions":[],"evidence":[],"edges":[],"counts":{"questions":0,"evidence":0,"edges":0}},"honesty":{"active_claims":0,"retracted_claims":0,"cut_claims":0,"challenges":0,"scrub_events":0,"note":"Retracted/cut claims stay on ledger but are excluded from ask unless ?include_inactive=1"},"counts":{"claims":0,"claims_total":0,"sources":0,"anecdotal":0,"scientific":0,"user_reports":0,"questions":0,"evidence_ingests":0}}