{"_self":{"principle":"Self-explaining payload — no external context required. This _self block describes what you are reading and where to look next.","widget":"oip_article_bundle","feature":"oip_article_hub","name":"OIP article hub","what":"Public article-native Object Invocation Protocol docs: /a/oip root, generated shelf/system/capability articles, machine bundles, token boundary, and receipt loop.","contains":"OIP article body, public traversal, machine JSON, capability-token boundary, receipt loop","slug":"oip-system-leads","urls":{"read":"https://miscsubjects.com/a/oip","read_md":"https://miscsubjects.com/api/articles/oip/bundle?format=markdown","write":"via directory rows and /api/dispatch receipts; docs are public, actions require scoped capability tokens or owner auth"},"how_to_use":"Paste into any model. It can read public docs from /a/oip, then ask the owner for a scoped capability URL only when it needs to act.","write":"via directory rows and /api/dispatch receipts; docs are public, actions require scoped capability tokens or owner auth","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/oip-system-leads/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":"oip_protocol","name":"Object Invocation Protocol","what":"Every capability is an invokable object: identify, explain, invoke, ledger, yield.","urls":{"read":"https://miscsubjects.com/a/oip","read_md":"https://miscsubjects.com/api/articles/oip/bundle?format=markdown","write":"https://miscsubjects.com/api/dispatch"}},{"id":"oip_registry","name":"OIP object registry","what":"Full registry of invokable directory objects with read/write paths and schemas.","urls":{"read":"https://miscsubjects.com/api/dispatch?registry=1"}},{"id":"oip_invocations","name":"OIP invocation log","what":"Yield and waste events for every dispatch invocation — trace, cost, material output.","urls":{"read":"https://miscsubjects.com/api/invocations","write":"via POST /api/dispatch (automatic)"}},{"id":"system_map","name":"System map","what":"Root index of every miscsubjects article-ledger feature. Start here if you have zero context.","urls":{"read":"https://miscsubjects.com/api/articles/system-map","read_md":"https://miscsubjects.com/api/articles/system-map?format=markdown"}},{"id":"llm_manifest","name":"LLM manifest","what":"Machine-readable read/write contract for external LLMs.","urls":{"read":"https://miscsubjects.com/api/articles/llm-manifest"}}],"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":"oip_article_hub","name":"OIP article hub","what":"Public article-native Object Invocation Protocol docs: /a/oip root, generated shelf/system/capability articles, machine bundles, token boundary, and receipt loop.","why":"Every feature is auditable collective intelligence","how":"Paste into any model. It can read public docs from /a/oip, then ask the owner for a scoped capability URL only when it needs to act.","model":null,"verifies":null,"urls":{"read":"https://miscsubjects.com/a/oip","write":"via directory rows and /api/dispatch receipts; docs are public, actions require scoped capability tokens or owner auth"},"imessage":null,"router":null,"related":[{"id":"oip_protocol","what":"Every capability is an invokable object: identify, explain, invoke, ledger, yield."},{"id":"oip_registry","what":"Full registry of invokable directory objects with read/write paths and schemas."},{"id":"oip_invocations","what":"Yield and waste events for every dispatch invocation — trace, cost, material output."},{"id":"system_map","what":"Root index of every miscsubjects article-ledger feature. Start here if you have zero context."},{"id":"llm_manifest","what":"Machine-readable read/write contract for external LLMs."}],"not_medical_advice":true},"bundle_version":1,"generated_at":"2026-07-06T01:19:57-07:00","slug":"oip-system-leads","title":"OIP system: LEADS","url":"https://miscsubjects.com/a/oip-system-leads","register":"oip_protocol","tags":["oip","object-invocation-protocol","protocol-specification","machine-native-json","system"],"posted_at":"2026-07-02T00:00:00.000Z","updated_at":"2026-07-06T01:19:57-07:00","body":"## LEADS\n\nA generated article for one OIP shelf. It lists every operation in this API/CLI/MCP/device/model/core subsystem, links each leaf article, and gives the ledger path for proof.\n\nThis page is the operating article for one build subsystem. It is generated from live directory rows. If a task belongs to this subsystem, scan the operations below, open the matching capability article, run only the exact object named there, and verify by receipt.\n\nKind: `core`. Capabilities: `9`. Machine system map: [/api/dispatch?map=LEADS&format=markdown](https://miscsubjects.com/api/dispatch?map=LEADS&format=markdown). Root: [/a/oip](https://miscsubjects.com/a/oip).\n\n## Operations\n\n### LEADS_DISCOVER\nFind businesses likely to buy peptides wholesale or want white-label, by type and city. Free source (OpenStreetMap), no API key. Writes new rows to the leads table.\nUse when: start a new outreach batch for a place.\nArguments: `$1 = segment (medspa | clinic | wellness | gym | supplement), $2 = city, $3 = max results (default 40).`.\nHuman article: [/a/oip-capability-leads-discover](https://miscsubjects.com/a/oip-capability-leads-discover). Machine doc: [?key=LEADS_DISCOVER&format=markdown](https://miscsubjects.com/api/dispatch?key=LEADS_DISCOVER&format=markdown). Invocation history: [/api/invocations?object_id=LEADS_DISCOVER](https://miscsubjects.com/api/invocations?object_id=LEADS_DISCOVER).\n\n### LEADS_ENRICH\nVisit one lead's website and pull the best contact email. Sets the lead to enriched or no_email.\nUse when: after discovery, to get an email to reach out to.\nArguments: `$1 = lead id.`.\nHuman article: [/a/oip-capability-leads-enrich](https://miscsubjects.com/a/oip-capability-leads-enrich). Machine doc: [?key=LEADS_ENRICH&format=markdown](https://miscsubjects.com/api/dispatch?key=LEADS_ENRICH&format=markdown). Invocation history: [/api/invocations?object_id=LEADS_ENRICH](https://miscsubjects.com/api/invocations?object_id=LEADS_ENRICH).\n\n### LEADS_DRAFT\nWrite a wholesale + white-label outreach email for one lead. Saves the draft on the lead. DOES NOT SEND.\nUse when: after enrich, to prepare the message for Cyrus to approve.\nArguments: `$1 = lead id, $2 = which company it comes from (default miscsubjects).`.\nHuman article: [/a/oip-capability-leads-draft](https://miscsubjects.com/a/oip-capability-leads-draft). Machine doc: [?key=LEADS_DRAFT&format=markdown](https://miscsubjects.com/api/dispatch?key=LEADS_DRAFT&format=markdown). Invocation history: [/api/invocations?object_id=LEADS_DRAFT](https://miscsubjects.com/api/invocations?object_id=LEADS_DRAFT).\n\n### LEADS_LIST\nList leads and a count by status (new, enriched, drafted, no_email, sent).\nUse when: see the outreach pipeline.\nArguments: `$1 = status filter (optional; blank = all).`.\nHuman article: [/a/oip-capability-leads-list](https://miscsubjects.com/a/oip-capability-leads-list). Machine doc: [?key=LEADS_LIST&format=markdown](https://miscsubjects.com/api/dispatch?key=LEADS_LIST&format=markdown). Invocation history: [/api/invocations?object_id=LEADS_LIST](https://miscsubjects.com/api/invocations?object_id=LEADS_LIST).\n\n### LEADS_ENRICH_BATCH\nEnrich the next batch of un-enriched leads in one call (finds emails + context). Bounded so it never fails; call repeatedly to work through the queue.\nUse when: after discovery, to fill in emails and context for many leads.\nArguments: `$1 = how many to do this call (default 8, max 10).`.\nHuman article: [/a/oip-capability-leads-enrich-batch](https://miscsubjects.com/a/oip-capability-leads-enrich-batch). Machine doc: [?key=LEADS_ENRICH_BATCH&format=markdown](https://miscsubjects.com/api/dispatch?key=LEADS_ENRICH_BATCH&format=markdown). Invocation history: [/api/invocations?object_id=LEADS_ENRICH_BATCH](https://miscsubjects.com/api/invocations?object_id=LEADS_ENRICH_BATCH).\n\n### LEADS_RUN_CITY\nOne call = discover a segment in a city, then enrich a batch. The fastest way to grow the pipeline.\nUse when: add a new city/segment to the pipeline.\nArguments: `$1 = segment (medspa|clinic|wellness|gym|supplement), $2 = city, $3 = discover limit (default 40), $4 = enrich count (default 8).`.\nHuman article: [/a/oip-capability-leads-run-city](https://miscsubjects.com/a/oip-capability-leads-run-city). Machine doc: [?key=LEADS_RUN_CITY&format=markdown](https://miscsubjects.com/api/dispatch?key=LEADS_RUN_CITY&format=markdown). Invocation history: [/api/invocations?object_id=LEADS_RUN_CITY](https://miscsubjects.com/api/invocations?object_id=LEADS_RUN_CITY).\n\n### LEADS_DRAFT_AI\nGrok writes the outreach email for a lead, grounded in the OUTREACH_DOSSIER (brand, team, offer, article+store links) and the lead's real site context. Saves the draft. DOES NOT SEND.\nUse when: draft a real, personalized email instead of the plain template.\nArguments: `$1 = lead id, $2 = brand (default LeoResearch).`.\nHuman article: [/a/oip-capability-leads-draft-ai](https://miscsubjects.com/a/oip-capability-leads-draft-ai). Machine doc: [?key=LEADS_DRAFT_AI&format=markdown](https://miscsubjects.com/api/dispatch?key=LEADS_DRAFT_AI&format=markdown). Invocation history: [/api/invocations?object_id=LEADS_DRAFT_AI](https://miscsubjects.com/api/invocations?object_id=LEADS_DRAFT_AI).\n\n### LEADS_SEND\nSend ONE lead's already-drafted email via miscsubjects email. Only works if the lead is 'drafted' and has an email.\nUse when: Cyrus approved sending and wants one specific lead emailed.\nArguments: `$1 = lead id, $2 = from local-part (default wholesale -> wholesale@miscsubjects.com).`.\nHuman article: [/a/oip-capability-leads-send](https://miscsubjects.com/a/oip-capability-leads-send). Machine doc: [?key=LEADS_SEND&format=markdown](https://miscsubjects.com/api/dispatch?key=LEADS_SEND&format=markdown). Invocation history: [/api/invocations?object_id=LEADS_SEND](https://miscsubjects.com/api/invocations?object_id=LEADS_SEND).\n\n### LEADS_SEND_BATCH\nSend a batch of drafted leads. HARD-GATED — refuses unless the first arg is the exact word CONFIRM. Cap 25.\nUse when: Cyrus explicitly authorizes a send run. Without CONFIRM it only reports how many are ready.\nArguments: `$1 = CONFIRM (literal), $2 = how many (max 25).`.\nHuman article: [/a/oip-capability-leads-send-batch](https://miscsubjects.com/a/oip-capability-leads-send-batch). Machine doc: [?key=LEADS_SEND_BATCH&format=markdown](https://miscsubjects.com/api/dispatch?key=LEADS_SEND_BATCH&format=markdown). Invocation history: [/api/invocations?object_id=LEADS_SEND_BATCH](https://miscsubjects.com/api/invocations?object_id=LEADS_SEND_BATCH).\n","claims":[{"id":"oip-c1","tier":"system","text":"The OIP article layer is generated from live directory rows, so it documents the objects that actually run the reference implementation.","who_claims":"system/oip_articles","source_ids":["oip-s3","oip-s4"]},{"id":"oip-c2","tier":"system","text":"The OIP operating path is caller to directory object to dispatch runner to invocation ledger to receipt.","who_claims":"system/oip_articles","source_ids":["oip-s1"]},{"id":"oip-c3","tier":"system","text":"Every executable capability in the reference implementation is reachable as an OIP object with a human article, a machine document, invocation history, and receipt path.","who_claims":"system/oip_articles","source_ids":["oip-s2","oip-s3"]},{"id":"oip-c4","tier":"system","text":"Tap & Go is the copy primitive: one drop carries credential, protocol, tree, search, execute, and receipt instructions without a separate token-map-bundle assembly step.","who_claims":"system/oip_articles","source_ids":["oip-s2"]},{"id":"oip-c5","tier":"system","text":"OIP receipts are the proof object for actions: they record request, response, actor, links, replay, repair, and lineage.","who_claims":"system/oip_articles","source_ids":["oip-s2","oip-s5"]}],"sources":[{"id":"oip-s1","type":"protocol","title":"BUILD_SPEC object invocation path","url":"https://miscsubjects.com/api/file/docs/BUILD_SPEC.md","summary":"Defines directory rows, dispatch, ledger, and the escalation path for changing the build.","quote":"Run anything: POST https://miscsubjects.com/api/dispatch {key, body}","claim_ids":["oip-c2"],"link_status":"ok","hash":"oipbuildspec0001"},{"id":"oip-s2","type":"protocol","title":"Object Invocation Protocol spec","url":"https://miscsubjects.com/api/file/docs/OIP.md","summary":"Defines OIP surfaces, invariant loop, receipt/replay/repair, and invocation envelopes.","quote":"identify, explain, invoke, ledger, yield","claim_ids":["oip-c3","oip-c4","oip-c5"],"link_status":"ok","hash":"oipspec00000002"},{"id":"oip-s3","type":"protocol","title":"Live OIP capability tree","url":"https://miscsubjects.com/api/dispatch?map=1&format=markdown","summary":"Public recursive capability tree.","quote":"root > shelf > system article > capability article > receipt","claim_ids":["oip-c1","oip-c3"],"link_status":"ok","hash":"oipmap0000000002"},{"id":"oip-s4","type":"protocol","title":"Directory row documentation","url":"https://miscsubjects.com/api/dispatch?key=OIP_TREE&format=markdown","summary":"Capability articles are generated from live rows.","quote":"Machine Contract","claim_ids":["oip-c1"],"link_status":"ok","hash":"oiprow0000000003"},{"id":"oip-s5","type":"protocol","title":"Invocation ledger","url":"https://miscsubjects.com/api/invocations","summary":"Append-only invocation records and receipt links.","quote":"invocations","claim_ids":["oip-c5"],"link_status":"ok","hash":"oipinvocations0005"}],"voxels":{"kind":"oip_voxel_graph","reads_as":"Traverse from caller. 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clock","url":"https://miscsubjects.com/api/articles/oip-terrain","human":"https://miscsubjects.com/a/oip-terrain","bundle":"https://miscsubjects.com/api/articles/oip-terrain/bundle?format=markdown"},{"id":"ts_method","kind":"philosophy","label":"BOOK IV — Method — trace, install, and prove the invariant","url":"https://miscsubjects.com/api/articles/oip-method","human":"https://miscsubjects.com/a/oip-method","bundle":"https://miscsubjects.com/api/articles/oip-method/bundle?format=markdown"},{"id":"ts_machine_plane","kind":"philosophy","label":"BOOK V — The Machine Plane — receipts, surety, the command plane","url":"https://miscsubjects.com/api/articles/oip-machine-plane","human":"https://miscsubjects.com/a/oip-machine-plane","bundle":"https://miscsubjects.com/api/articles/oip-machine-plane/bundle?format=markdown"},{"id":"ts_object_grammar","kind":"philosophy","label":"BOOK VI — The Object Grammar — the doctrine the build 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structures?"],"dependencies":["oip","oip-what-is-object","oip-what-is-capability","oip-what-is-token","oip-operating-model"],"scoring_rubric":{"json_clarity":"Can the model identify all six components of a drop, all four scope levels, and all routes from the schema?","english_clarity":"Can a zero-context reader explain the copy primitive, the zero-context test, and the density law without guessing?","operability":"Can the model compose the exact curl to mint a scoped drop, explain a token, and invoke an object with a receipt?"}}},{"slug":"oip-machine-json","title":"Machine-native JSON","human_page":"https://miscsubjects.com/a/oip-machine-json","bundle_markdown":"https://miscsubjects.com/api/articles/oip-machine-json/bundle?format=markdown","machine_schema":{"definitions":{"Why JSON matters\",":"Why JSON matters\",","Prose and JSON\",":"Prose and JSON\",","Rule\",":"Rule\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-machine-json","read_bundle":"GET https://miscsubjects.com/api/articles/oip-machine-json/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-machine-json/bundle?format=markdown"},"examples":[{"description":"Read Machine-native JSON","curl":"curl -s 'https://miscsubjects.com/a/oip-machine-json'"}],"test_questions":["What is the exact URL to read this article (oip-machine-json)?","What is the main concept explained in Machine-native JSON?","What is the machine-native rule for OIP objects?"],"dependencies":["oip-what-is-object"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-articles-content-plane","title":"Articles and content objects","human_page":"https://miscsubjects.com/a/oip-articles-content-plane","bundle_markdown":"https://miscsubjects.com/api/articles/oip-articles-content-plane/bundle?format=markdown","machine_schema":{"definitions":{"Content articles\",":"Content articles\",","OIP articles\",":"OIP articles\",","Same pattern, different domain\",":"Same pattern, different domain\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-articles-content-plane","read_bundle":"GET https://miscsubjects.com/api/articles/oip-articles-content-plane/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-articles-content-plane/bundle?format=markdown"},"examples":[{"description":"Read Articles and content objects","curl":"curl -s 'https://miscsubjects.com/a/oip-articles-content-plane'"}],"test_questions":["What is the exact URL to read this article (oip-articles-content-plane)?","What is the main concept explained in Articles and content objects?","What is the difference between a peptide article and an OIP article?"],"dependencies":["oip-what-is-object"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-files-deploy","title":"Files, repo, and deploy","human_page":"https://miscsubjects.com/a/oip-files-deploy","bundle_markdown":"https://miscsubjects.com/api/articles/oip-files-deploy/bundle?format=markdown","machine_schema":{"definitions":{"Operational files\",":"Operational files\",","File objects\",":"File objects\",","Deploy\",":"Deploy\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-files-deploy","read_bundle":"GET https://miscsubjects.com/api/articles/oip-files-deploy/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-files-deploy/bundle?format=markdown"},"examples":[{"description":"Read Files, repo, and deploy","curl":"curl -s 'https://miscsubjects.com/a/oip-files-deploy'"}],"test_questions":["What is the exact URL to read this article (oip-files-deploy)?","What is the main concept explained in Files, repo, and deploy?","Where do operational files live vs bulk data?"],"dependencies":["oip-what-is-object"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-self-test-proof","title":"Self-test and proof","human_page":"https://miscsubjects.com/a/oip-self-test-proof","bundle_markdown":"https://miscsubjects.com/api/articles/oip-self-test-proof/bundle?format=markdown","machine_schema":{"definitions":{"Self-test\",":"Self-test\",","Proof\",":"Proof\",","Regression\",":"Regression\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-self-test-proof","read_bundle":"GET https://miscsubjects.com/api/articles/oip-self-test-proof/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-self-test-proof/bundle?format=markdown"},"examples":[{"description":"Read Self-test and proof","curl":"curl -s 'https://miscsubjects.com/a/oip-self-test-proof'"}],"test_questions":["What is the exact URL to read this article (oip-self-test-proof)?","What is the main concept explained in Self-test and proof?","What is the difference between a description and a proof?"],"dependencies":["oip-what-is-object","oip-ledger-receipts"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-operating-playbook","title":"OIP operating 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build?"],"dependencies":["oip-build-overview"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-api","title":"What is an API?","human_page":"https://miscsubjects.com/a/oip-api","bundle_markdown":"https://miscsubjects.com/api/articles/oip-api/bundle?format=markdown","machine_schema":{"definitions":{"What this article explains\",":"What this article explains\",","Plain words\",":"Plain words\",","How APIs work in OIP\",":"How APIs work in OIP\",","Machine shape\",":"Machine shape\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-api","read_bundle":"GET https://miscsubjects.com/api/articles/oip-api/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-api/bundle?format=markdown","invoke":"POST https://miscsubjects.com/api/dispatch {key, body}","read_object":"GET https://miscsubjects.com/api/dispatch?key=<KEY>&format=markdown"},"examples":[{"description":"Read What is an API?","curl":"curl -s 'https://miscsubjects.com/a/oip-api'"}],"test_questions":["What is the exact URL to read this article (oip-api)?","What is the main concept explained in What is an API??","What is the difference between GET and POST in this build?","What headers are required for a POST request?"],"dependencies":["oip-what-is-object","oip-curl"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-rest","title":"What is REST?","human_page":"https://miscsubjects.com/a/oip-rest","bundle_markdown":"https://miscsubjects.com/api/articles/oip-rest/bundle?format=markdown","machine_schema":{"definitions":{"What this article explains\",":"What this article explains\",","Plain words\",":"Plain words\",","How REST works in this build\",":"How REST works in this build\",","Machine shape\",":"Machine shape\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-rest","read_bundle":"GET https://miscsubjects.com/api/articles/oip-rest/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-rest/bundle?format=markdown","invoke":"POST https://miscsubjects.com/api/dispatch {key, body}","read_object":"GET https://miscsubjects.com/api/dispatch?key=<KEY>&format=markdown"},"examples":[{"description":"Read What is REST?","curl":"curl -s 'https://miscsubjects.com/a/oip-rest'"}],"test_questions":["What is the exact URL to read this article (oip-rest)?","What is the main concept explained in What is REST??","What does GET do vs POST in REST?","What URL pattern identifies a resource?"],"dependencies":["oip-api","oip-what-is-object"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-curl","title":"How to operate the build with curl","human_page":"https://miscsubjects.com/a/oip-curl","bundle_markdown":"https://miscsubjects.com/api/articles/oip-curl/bundle?format=markdown","machine_schema":{"definitions":{"What this article explains\",":"What this article explains\",","Read\",":"Read\",","Write or run\",":"Write or run\",","Dispatch\",":"Dispatch\",","Machine shape\",":"Machine shape\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-curl","read_bundle":"GET https://miscsubjects.com/api/articles/oip-curl/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-curl/bundle?format=markdown","example_read":"curl -s 'https://miscsubjects.com/api/dispatch?orient=1&format=markdown'","example_invoke":"curl -X POST https://miscsubjects.com/api/dispatch -d '{\"key\":\"NOW\",\"body\":\"\"}'"},"examples":[{"description":"Read How to operate the build with curl","curl":"curl -s 'https://miscsubjects.com/a/oip-curl'"}],"test_questions":["What is the exact URL to read this article (oip-curl)?","What is the main concept explained in How to operate the build with curl?","What is the exact curl to read an object?","What is the exact curl to invoke an object?"],"dependencies":["oip-api","oip-rest"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-cli","title":"What is a CLI?","human_page":"https://miscsubjects.com/a/oip-cli","bundle_markdown":"https://miscsubjects.com/api/articles/oip-cli/bundle?format=markdown","machine_schema":{"definitions":{"What this article explains\",":"What this article explains\",","Plain words\",":"Plain words\",","How CLIs work in OIP\",":"How CLIs work in OIP\",","Machine shape\",":"Machine shape\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-cli","read_bundle":"GET https://miscsubjects.com/api/articles/oip-cli/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-cli/bundle?format=markdown"},"examples":[{"description":"Read What is a CLI?","curl":"curl -s 'https://miscsubjects.com/a/oip-cli'"}],"test_questions":["What is the exact URL to read this article (oip-cli)?","What is the main concept explained in What is a CLI??","What is the OIP object for running a shell command?"],"dependencies":["oip-what-is-object"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-mcp","title":"What is MCP?","human_page":"https://miscsubjects.com/a/oip-mcp","bundle_markdown":"https://miscsubjects.com/api/articles/oip-mcp/bundle?format=markdown","machine_schema":{"definitions":{"mcp":"Model Context Protocol: a model client connects to a server over a session and the server exposes tools, resources, and prompts.","oip_object_for_mcp":"an MCP tool registered as an OIP directory object with runner type mcp, invoked by URL and recorded by receipt.","containment":"OIP registers a server's MCP tool as one object among its runners and reaches it through a URL.","example_object":"MCP_context7_resolve_library_id"},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-mcp","read_bundle":"GET https://miscsubjects.com/api/articles/oip-mcp/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-mcp/bundle?format=markdown","compare_mcp_oip":"GET https://miscsubjects.com/a/oip-mcp"},"examples":[{"description":"Read What is MCP?","curl":"curl -s 'https://miscsubjects.com/a/oip-mcp'"}],"test_questions":["What is the exact URL to read this article (oip-mcp)?","What is the main concept explained in What is MCP??","What is the main difference between MCP and OIP?","Does MCP have receipts?"],"dependencies":["oip-what-is-object","oip-api"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-github","title":"What is GitHub?","human_page":"https://miscsubjects.com/a/oip-github","bundle_markdown":"https://miscsubjects.com/api/articles/oip-github/bundle?format=markdown","machine_schema":{"definitions":{"What this article explains\",":"What this article explains\",","Plain words\",":"Plain words\",","How GitHub works in this build\",":"How GitHub works in this build\",","Machine shape\",":"Machine shape\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-github","read_bundle":"GET https://miscsubjects.com/api/articles/oip-github/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-github/bundle?format=markdown"},"examples":[{"description":"Read What is GitHub?","curl":"curl -s 'https://miscsubjects.com/a/oip-github'"}],"test_questions":["What is the exact URL to read this article (oip-github)?","What is the main concept explained in What is GitHub??","What is the OIP way to read a GitHub file?"],"dependencies":["oip-what-is-object","oip-api"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-github-mcp","title":"What is GitHub MCP?","human_page":"https://miscsubjects.com/a/oip-github-mcp","bundle_markdown":"https://miscsubjects.com/api/articles/oip-github-mcp/bundle?format=markdown","machine_schema":{"definitions":{"What this article explains\",":"What this article explains\",","OIP comparison\",":"OIP comparison\",","Machine shape\",":"Machine shape\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-github-mcp","read_bundle":"GET https://miscsubjects.com/api/articles/oip-github-mcp/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-github-mcp/bundle?format=markdown","compare_mcp_oip":"GET https://miscsubjects.com/a/oip-mcp"},"examples":[{"description":"Read What is GitHub MCP?","curl":"curl -s 'https://miscsubjects.com/a/oip-github-mcp'"}],"test_questions":["What is the exact URL to read this article (oip-github-mcp)?","What is the main concept explained in What is GitHub MCP??","What is the main difference between MCP and OIP?","Does MCP have receipts?"],"dependencies":["oip-mcp","oip-github"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-link-structure","title":"OIP link structure","human_page":"https://miscsubjects.com/a/oip-link-structure","bundle_markdown":"https://miscsubjects.com/api/articles/oip-link-structure/bundle?format=markdown","machine_schema":{"definitions":{"What this article explains\",":"What this article explains\",","Link 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route?"}}},{"slug":"oip-drop-end-to-end","title":"OIP drop end to end","human_page":"https://miscsubjects.com/a/oip-drop-end-to-end","bundle_markdown":"https://miscsubjects.com/api/articles/oip-drop-end-to-end/bundle?format=markdown","machine_schema":{"definitions":{"What this article explains\",":"What this article explains\",","What a drop carries\",":"What a drop carries\",","End to end\",":"End to end\",","Machine shape\",":"Machine shape\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-drop-end-to-end","read_bundle":"GET https://miscsubjects.com/api/articles/oip-drop-end-to-end/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-drop-end-to-end/bundle?format=markdown"},"examples":[{"description":"Read OIP drop end to end","curl":"curl -s 'https://miscsubjects.com/a/oip-drop-end-to-end'"}],"test_questions":["What is the exact URL to read this article (oip-drop-end-to-end)?","What is the main concept explained in OIP drop end to end?","What is the end-to-end flow of an OIP drop?"],"dependencies":["oip-tap-go"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-cron-recursion","title":"Cron and recursive review","human_page":"https://miscsubjects.com/a/oip-cron-recursion","bundle_markdown":"https://miscsubjects.com/api/articles/oip-cron-recursion/bundle?format=markdown","machine_schema":{"definitions":{"What this article explains\",":"What this article explains\",","OIP review loop\",":"OIP review loop\",","Why one task per tick\",":"Why one task per tick\",","Machine shape\",":"Machine shape\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-cron-recursion","read_bundle":"GET https://miscsubjects.com/api/articles/oip-cron-recursion/bundle","read_bundle_markdown":"GET 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articles","human_page":"https://miscsubjects.com/a/oip-model-review-loop","bundle_markdown":"https://miscsubjects.com/api/articles/oip-model-review-loop/bundle?format=markdown","machine_schema":{"definitions":{"What this article explains\",":"What this article explains\",","Questions\",":"Questions\",","Output\",":"Output\",","Machine shape\",":"Machine shape\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-model-review-loop","read_bundle":"GET https://miscsubjects.com/api/articles/oip-model-review-loop/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-model-review-loop/bundle?format=markdown"},"examples":[{"description":"Read Models reviewing OIP articles","curl":"curl -s 'https://miscsubjects.com/a/oip-model-review-loop'"}],"test_questions":["What is the exact URL to read this article (oip-model-review-loop)?","What is the main concept explained in Models reviewing OIP articles?","What does a model score when reviewing an OIP article?"],"dependencies":["oip-build-overview","oip-model-review-loop"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-spec","title":"The OIP specification — and the proof it is a protocol","human_page":"https://miscsubjects.com/a/oip-spec","bundle_markdown":"https://miscsubjects.com/api/articles/oip-spec/bundle?format=markdown","machine_schema":{"definitions":{"protocol":"A system of rules that let independent parties communicate without prior negotiation. A protocol has three mandatory parts: defined message formats, invariants that always hold, and a live conformance test. HTTP, TCP, and SMTP are protocols because they have all three.","object":"A single addressable unit of work. In OIP, an object is a named capability that carries its own contract, input schema, authority requirement, invocation route, runner, proof requirement, and receipt format.","invocation":"The act of sending a request to an object and receiving a result. In OIP v0.6, an invocation is a POST or GET to a uniform route with a key and a body. Every invocation produces a receipt.","receipt":"A machine-readable record that proves one invocation happened. It contains the invocation_id, timestamp, actor, object_key, input_hash, runner, status, output_hash, error when present, and links to ledger, confirm, replay, and repair.","ledger":"An append-only record of every invocation. Nothing is deleted; failures are annotated. The ledger is the forensic backbone of the protocol. It stores request, response, actor, trace, and links.","conformance":"A numbered clause that tests one invariant of the protocol against a live implementation. OIP v0.6 defines 14 clauses. Each clause is checked by a real HTTP call and produces PASS or FAIL.","replay":"The operation of repeating a recorded invocation from the ledger. A replay uses the original object key and input, produces a new invocation id, and links the new receipt to the original.","repair":"The operation of creating a corrected invocation that references a failed receipt. The repair produces a new receipt and links both directions so failure becomes lineage rather than erasure.","scope":"The credential boundary that limits an object to the authority it was granted. A scoped credential fires one object and is denied everywhere else.","runner":"The system that performs the work when an object is invoked. The runner may be a local script, a remote service, a model, or a worker queue.","deterministic_scaffolding":"The layer of fixed rules, typed contracts, and auditable steps that sits above a stochastic model. The scaffold decides what work to do; the model does the work. The scaffold makes the work provable.","falsification_surface":"A specific claim that, if demonstrated, would collapse part of the structure. An honest protocol names its falsification surfaces. OIP names four: the moral floor, the machine plane, the amortization claim, and the command-plane architecture.","logical_density":"Surety divided by logical energy. Surety is the product of correctness, auditability, reproducibility, and adversarial survival. Logical energy is the total cost of producing and sustaining a proof artifact.","idempotency":"The property that an identical call inside a deduplication window returns the original receipt without performing a second execution.","delegation":"The act of handing a scoped object credential to another model, agent, browser, queue, or service so that party can invoke the object within its scope.","append_only":"The property that a record can be added but never removed or altered. The OIP ledger is append-only. Failures are annotated, not deleted.","routes":{"read_article":"GET https://miscsubjects.com/a/oip-spec","read_bundle":"GET https://miscsubjects.com/api/articles/oip-spec/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-spec/bundle?format=markdown","run_conformance":"GET https://miscsubjects.com/api/dispatch?conformance=1&format=markdown","read_object":"GET https://miscsubjects.com/api/dispatch?key=NOW","invoke_object":"POST https://miscsubjects.com/api/dispatch","read_receipt":"GET https://miscsubjects.com/api/dispatch?receipt=inv_abc123"},"examples":{"examples":["description: \"Invoke the NOW object and receive a receipt\""],"curl":"curl -s -X POST 'https://miscsubjects.com/api/dispatch' -H 'Content-Type: application/json' -d '{\\\"key\\\":\\\"NOW\\\",\\\"body\\\":\\\"\\\"}'"},"test_questions":{"test_questions":["\"What is the exact URL to read this article (oip-spec)?\"","\"What are the three things that make something a protocol?\"","\"What is the URL to run the live conformance proof?\"","\"How many conformance clauses does OIP v0.6 define?\"","\"What is the difference between replay and repair?\"","\"What is the formula for logical density?\""]},"dependencies":{"dependencies":["oip","oip-what-is-object","oip-operating-model","oip-ledger-receipts"]},"scoring_rubric":{"json_clarity":"Can the model identify all routes, definitions, and examples from the machine_schema?","english_clarity":"Can a zero-context reader explain what a protocol is, what OIP does, and why the 14 clauses matter?","operability":"Can the model compose the exact curl for each route and explain the expected result?"}}}},{"slug":"oip-what-is-object","title":"What is an object?","human_page":"https://miscsubjects.com/a/oip-what-is-object","bundle_markdown":"https://miscsubjects.com/api/articles/oip-what-is-object/bundle?format=markdown","machine_schema":{"definitions":{"object":"A named, typed, executable thing that the build can read, invoke, or act upon. A file is an object. A shell command is an object. A text message is an object. A database query is an object. A prompt is an object. A receipt is an object.","object_contract":"The complete specification of what an object is, what input it takes, how to invoke it, and what proof it leaves behind. One contract format applies to every object in the system.","three_forms":"Every OIP object exists simultaneously in three forms: (1) a human-readable article, (2) a machine-readable document with routes and schema, and (3) a JSON object with fields and values. The three forms are not translations of each other — they are the same object, viewed from three angles.","invocation":"The act of running an object. An invocation requires a capability (scoped permission), a target (the object key), and an input (arguments or body). Every invocation produces a receipt.","receipt":"An append-only record of what happened when an object was invoked. The receipt contains: timestamp, input, output, status, and any side effects. It is the proof that the invocation occurred and the result it produced.","ledger":"The append-only record of every invocation and event in the system. The ledger is the source of truth for what happened, when, and in what order. It enables replay, repair, and audit.","input_schema":"The declared shape of the data an object accepts. A schema says which fields are required, which are optional, and what type each field must be. Without a schema, the model cannot know what to send.","runner":"The code that executes an object when it is invoked. The runner is the bridge between the object definition (what it is) and the actual work (what it does).","grain":"The directional bias in the space of possible structures. The universe repeatedly converges on the same small family of structural solutions — branching, spiraling, waves, symmetry, flow, critical balance, memory, scale-echo — across every scale and substrate. The grain is not a force or a will; it is a property of the configuration space itself."},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-what-is-object","read_bundle":"GET https://miscsubjects.com/api/articles/oip-what-is-object/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-what-is-object/bundle?format=markdown"},"examples":[{"description":"Read the 'What is an object?' article as HTML","curl":"curl -s 'https://miscsubjects.com/a/oip-what-is-object'"},{"description":"Read the full machine bundle (article + schema + metadata) as JSON","curl":"curl -s 'https://miscsubjects.com/api/articles/oip-what-is-object/bundle'"}],"test_questions":["What is the exact URL to read this article?","What is the main concept explained in this article?","What are the three forms of every OIP object?","Name four example objects in the build and what each one does.","What does every invocation produce?"],"dependencies":["oip","oip-build-overview"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-what-is-capability","title":"What is a capability?","human_page":"https://miscsubjects.com/a/oip-what-is-capability","bundle_markdown":"https://miscsubjects.com/api/articles/oip-what-is-capability/bundle?format=markdown","machine_schema":{"definitions":{"What a capability is\",":"What a capability is\",","Why it matters\",":"Why it matters\",","Shapes\",":"Shapes\",","row:KEY":"row:KEY","rows:K1,K2":"rows:K1,K2","pfx:PREFIX":"pfx:PREFIX","act":"act","Fields on every capability\",":"Fields on every capability\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-what-is-capability","read_bundle":"GET https://miscsubjects.com/api/articles/oip-what-is-capability/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-what-is-capability/bundle?format=markdown"},"examples":[{"description":"Read What is a capability?","curl":"curl -s 'https://miscsubjects.com/a/oip-what-is-capability'"}],"test_questions":["What is the exact URL to read this article (oip-what-is-capability)?","What is the main concept explained in What is a capability??","What are the four capability shapes?","What is risk_ceiling?"],"dependencies":["oip-what-is-object"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-what-is-token","title":"What is a token?","human_page":"https://miscsubjects.com/a/oip-what-is-token","bundle_markdown":"https://miscsubjects.com/api/articles/oip-what-is-token/bundle?format=markdown","machine_schema":{"definitions":{"What a token is\",":"What a token is\",","Why it matters\",":"Why it matters\",","What a token looks like\",":"What a token looks like\",","Machine shape\",":"Machine shape\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-what-is-token","read_bundle":"GET https://miscsubjects.com/api/articles/oip-what-is-token/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-what-is-token/bundle?format=markdown"},"examples":[{"description":"Read What is a token?","curl":"curl -s 'https://miscsubjects.com/a/oip-what-is-token'"}],"test_questions":["What is the exact URL to read this article (oip-what-is-token)?","What is the main concept explained in What is a token??","What is the difference between a row token and an act token?","How do you revoke a capability?"],"dependencies":["oip-what-is-capability"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-what-is-tenant","title":"What is a tenant?","human_page":"https://miscsubjects.com/a/oip-what-is-tenant","bundle_markdown":"https://miscsubjects.com/api/articles/oip-what-is-tenant/bundle?format=markdown","machine_schema":{"definitions":{"What a tenant is\",":"What a tenant is\",","Why it matters\",":"Why it matters\",","Proof\",":"Proof\",","Machine shape\",":"Machine shape\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-what-is-tenant","read_bundle":"GET https://miscsubjects.com/api/articles/oip-what-is-tenant/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-what-is-tenant/bundle?format=markdown"},"examples":[{"description":"Read What is a tenant?","curl":"curl -s 'https://miscsubjects.com/a/oip-what-is-tenant'"}],"test_questions":["What is the exact URL to read this article (oip-what-is-tenant)?","What is the main concept explained in What is a tenant??","What happens when a tenant is suspended?","Can a tenant read another tenant's ledger?"],"dependencies":["oip-what-is-capability","oip-what-is-token"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-voxel-graph","title":"What is a voxel graph?","human_page":"https://miscsubjects.com/a/oip-voxel-graph","bundle_markdown":"https://miscsubjects.com/api/articles/oip-voxel-graph/bundle?format=markdown","machine_schema":{"definitions":{"What a voxel graph is\",":"What a voxel graph is\",","Why it matters\",":"Why it matters\",","Machine shape\",":"Machine shape\",","Proof\",":"Proof\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-voxel-graph","read_bundle":"GET https://miscsubjects.com/api/articles/oip-voxel-graph/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-voxel-graph/bundle?format=markdown"},"examples":[{"description":"Read What is a voxel graph?","curl":"curl -s 'https://miscsubjects.com/a/oip-voxel-graph'"}],"test_questions":["What is the exact URL to read this article (oip-voxel-graph)?","What is the main concept explained in What is a voxel graph??","What is a node vs an edge in the voxel graph?"],"dependencies":["oip-build-overview","oip-what-is-object"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-cookbook","title":"The OIP cookbook — the exact curl for everything","human_page":"https://miscsubjects.com/a/oip-cookbook","bundle_markdown":"https://miscsubjects.com/api/articles/oip-cookbook/bundle?format=markdown","machine_schema":{"definitions":{"What this article is\",":"What this article is\",","Step zero — get a token (OWNER, do this once)\",":"Step zero — get a token (OWNER, do this once)\",","Read (public — no credentials)\",":"Read (public — no credentials)\",","Act (TOKEN)\",":"Act (TOKEN)\",","Verify (TOKEN)\",":"Verify (TOKEN)\",","Replay and repair (OWNER or act token)\",":"Replay and repair (OWNER or act token)\",","The article system (OWNER)\",":"The article system (OWNER)\",","Token management (OWNER)\",":"Token management (OWNER)\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-cookbook","read_bundle":"GET https://miscsubjects.com/api/articles/oip-cookbook/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-cookbook/bundle?format=markdown"},"examples":[{"description":"Read The OIP cookbook — the exact curl for everything","curl":"curl -s 'https://miscsubjects.com/a/oip-cookbook'"}],"test_questions":["What is the exact URL to read this article (oip-cookbook)?","What is the main concept explained in The OIP cookbook — the exact curl for everything?","What is the exact curl to text the owner?","What is the exact curl to read a receipt?"],"dependencies":["oip-curl","oip-ledger-receipts"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-mcp-github","title":"What a model sees: MCP GitHub vs the OIP directory","human_page":"https://miscsubjects.com/a/oip-mcp-github","bundle_markdown":"https://miscsubjects.com/api/articles/oip-mcp-github/bundle?format=markdown","machine_schema":{"definitions":{"The question this answers\",":"The question this answers\",","MCP GitHub: the wire exchange\",":"MCP GitHub: the wire exchange\",","The same job through OIP\",":"The same job through OIP\",","The honest comparison\",":"The honest comparison\",","See both catalogs live\",":"See both catalogs live\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-mcp-github","read_bundle":"GET https://miscsubjects.com/api/articles/oip-mcp-github/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-mcp-github/bundle?format=markdown","compare_mcp_oip":"GET https://miscsubjects.com/a/oip-mcp"},"examples":[{"description":"Read What a model sees: MCP GitHub vs the OIP directory","curl":"curl -s 'https://miscsubjects.com/a/oip-mcp-github'"}],"test_questions":["What is the exact URL to read this article (oip-mcp-github)?","What is the main concept explained in What a model sees: MCP GitHub vs the OIP directory?","What is the main difference between MCP and OIP?","Does MCP have receipts?"],"dependencies":[],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-mcp-stripe","title":"What a model sees: MCP Stripe vs the OIP directory","human_page":"https://miscsubjects.com/a/oip-mcp-stripe","bundle_markdown":"https://miscsubjects.com/api/articles/oip-mcp-stripe/bundle?format=markdown","machine_schema":{"definitions":{"The question this answers\",":"The question this answers\",","MCP Stripe: the wire exchange\",":"MCP Stripe: the wire exchange\",","The same capability as OIP rows\",":"The same capability as OIP rows\",","Standing rule on this build\",":"Standing rule on this build\",","The honest comparison\",":"The honest comparison\","},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-mcp-stripe","read_bundle":"GET https://miscsubjects.com/api/articles/oip-mcp-stripe/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-mcp-stripe/bundle?format=markdown","compare_mcp_oip":"GET https://miscsubjects.com/a/oip-mcp"},"examples":[{"description":"Read What a model sees: MCP Stripe vs the OIP directory","curl":"curl -s 'https://miscsubjects.com/a/oip-mcp-stripe'"}],"test_questions":["What is the exact URL to read this article (oip-mcp-stripe)?","What is the main concept explained in What a model sees: MCP Stripe vs the OIP directory?","What is the main difference between MCP and OIP?","Does MCP have receipts?"],"dependencies":["oip-mcp","oip-stripe"],"scoring_rubric":{"json_clarity":"Can the model identify all routes and definitions from the schema?","english_clarity":"Can a zero-context reader explain the core concept without guessing?","operability":"Can the model compose the exact curl for each route?"}}},{"slug":"oip-convergence-pattern-branching","title":"Branching: The Geometry That Connects Everything","human_page":"https://miscsubjects.com/a/oip-convergence-pattern-branching","bundle_markdown":"https://miscsubjects.com/api/articles/oip-convergence-pattern-branching/bundle?format=markdown","machine_schema":{"definitions":{"branching":"The geometric solution to connecting a single source to many distributed sinks (or many sources to a single sink) with minimum total cost, subject to a flow constraint. The answer is a hierarchical tree with specific scaling of branch diameters at each bifurcation.","Murray's Law":"r₀³ = r₁³ + r₂³, where r₀ is the radius of the parent vessel and r₁, r₂ are the radii of the daughter branches. The exponent 3 derives from the balance between Poiseuille flow (pressure drop proportional to r⁻⁴) and metabolic cost of vessel maintenance (proportional to r²). Minimizing total cost (pumping + maintenance) yields the cubic relationship.","optimal transport":"The mathematical problem of finding the cheapest way to move a quantity (mass, energy, information) from sources to sinks, subject to constraints on total conduit material, energy dissipation, or both.","Poiseuille flow":"Laminar viscous flow in a cylindrical tube, where the volume flow rate Q = πr⁴ΔP / 8μL. The r⁴ dependence means a small increase in radius produces a large increase in flow capacity.","Horton's laws":"Empirical geomorphological rules stating that stream number and stream length decrease geometrically with stream order in a river network. The ratios are constants that reflect the underlying optimality of the drainage geometry.","constructal law":"Formulated by Adrian Bejan in 1996: 'For a finite-size flow system to persist in time, its configuration must evolve in such a way that provides easier access to the currents that flow through it.' It is a variational principle that predicts branching from optimization alone.","bifurcation ratio":"The ratio of daughter branch diameter to parent branch diameter at a splitting point. For symmetric bifurcation under Murray's Law, this ratio is 2^(-1/3) ≈ 0.794.","convergence instance":"A real-world system in a distinct domain that independently exhibits the same structural pattern, derived from its own local physics with no causal contact with other instances.","WBE model":"The West-Brown-Enquist model (1997) that derives the 3/4 metabolic scaling exponent from optimal branching network geometry, linking network structure to whole-organism metabolic rate.","self-organized criticality":"A dynamical regime where a slowly driven, interaction-dominated system naturally evolves to a critical state where events of all sizes occur, producing power-law statistics. Often abbreviated SOC.","critical seam":"The boundary between frozen order and total randomness, where computation, adaptation, and memory are maximized. Also called the edge of chaos or the critical regime."},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-convergence-pattern-branching","read_bundle":"GET https://miscsubjects.com/api/articles/oip-convergence-pattern-branching/bundle","read_raw":"GET https://miscsubjects.com/api/file/oip-articles-v2/oip-convergence-pattern-branching.md","list_related":"GET https://miscsubjects.com/api/articles?tag=oip-convergence"},"examples":[{"description":"Read the article as rendered HTML","curl":"curl -s 'https://miscsubjects.com/a/oip-convergence-pattern-branching'"},{"description":"Read the full machine bundle (article + metadata + schema)","curl":"curl -s 'https://miscsubjects.com/api/articles/oip-convergence-pattern-branching/bundle'"},{"description":"Read the raw markdown source from the repo","curl":"curl -s 'https://miscsubjects.com/api/file/oip-articles-v2/oip-convergence-pattern-branching.md'"}],"test_questions":["What is the exact URL to read this article?","What is Murray's Law and what does it optimize?","Over what scale range does branching as an optimal transport solution appear?","What is the bifurcation ratio for symmetric branching under Murray's Law?","Name three distinct domains where branching geometry appears independently.","What is the difference between branching and mere splitting?"],"dependencies":["oip","oip-what-is-object","oip-operating-model","oip-convergence-pattern-bounded-chaos"],"scoring_rubric":{"json_clarity":"Schema must validate as JSON; all 5 top-level keys present; definitions has at least 8 entries with no circular references; routes are complete HTTPS URLs; examples include at least 2 curl commands with -s flag; test_questions has at least 3 entries; dependencies lists prerequisite slugs; scoring_rubric has 3 fields.","english_clarity":"Every specialized term is defined on first use or inline; no assumed knowledge; all claims carry specific numbers (years, scales, ratios, orders of magnitude); prose is paragraph-based without rigid header templates; a reader with no prior knowledge can follow the argument from start to finish.","operability":"All routes are live and reachable; the article is self-contained and self-explaining; the machine schema is parseable; the file follows the exact frontmatter format (title line, machine_schema block, then body)."}}},{"slug":"oip-convergence-pattern-bounded-chaos","title":"Pattern 6: Bounded Chaos — The Aliveness Solution","human_page":"https://miscsubjects.com/a/oip-convergence-pattern-bounded-chaos","bundle_markdown":"https://miscsubjects.com/api/articles/oip-convergence-pattern-bounded-chaos/bundle?format=markdown","machine_schema":{"definitions":{"self-organized criticality":"A dynamical regime in which a slowly driven, interaction-dominated system naturally evolves to a critical state where events of all sizes occur, without any external parameter tuning. The system self-tunes to the critical point through the separation of driving and dissipation timescales.","critical seam":"The finite-width zone in the space of dynamical regimes between frozen order and turbulent disorder. Systems operating in this seam exhibit maximal sensitivity, maximal information capacity, and maximal computational capability. It is not a single point but a zone of width approximately 0.1–0.3 in normalized order parameter.","power law":"A statistical distribution in which the probability of an event of size x scales as P(X > x) ~ x^(-α), where α > 0 is the critical exponent. Unlike normal or exponential distributions, power laws have no characteristic scale — events of all sizes occur, with large events rare but not exponentially suppressed.","Lyapunov exponent":"A mathematical quantity λ that measures the rate at which nearby trajectories in a dynamical system diverge or converge. At the critical seam, λ ≈ 0, meaning perturbations neither grow nor decay exponentially. In frozen order, λ < 0; in chaos, λ > 0.","avalanche":"A cascade event in a threshold-activated system, where a local perturbation triggers a chain reaction that propagates through the system. In self-organized criticality, avalanches exhibit power-law size distributions. The term originates from the Bak-Tang-Wiesenfeld sandpile model.","correlation length":"The characteristic distance ξ over which fluctuations in one part of a system influence another part. At criticality, ξ → ∞, meaning system-scale correlations are possible and a perturbation at one location can affect any other location.","renormalization group":"A mathematical framework developed by Kenneth Wilson for extracting universal behavior near critical points. It describes how the properties of a system change under scale transformation, revealing that systems with the same symmetry and dimensionality share identical critical exponents regardless of microscopic details.","universality class":"A category of physical systems that share the same critical exponents and scaling behavior because they have the same symmetry and dimensionality, even if their microscopic physics differs entirely. For example, a fluid near its critical point and a magnetic material near its Curie temperature belong to the same 3D Ising universality class.","edge of chaos":"A phrase coined by Christopher Langton in 1990 to describe the phase transition in cellular automata where computation is maximized. Ordered systems transmit information perfectly but do not compute. Chaotic systems lose information to sensitive dependence. The boundary regime is where information can be stored, transmitted, and modified.","dynamic range":"The ratio between the largest and smallest stimuli a system can discriminate, expressed as DR = log(P_max / P_min). Critical systems maximize dynamic range because their power-law response covers all scales without saturation or threshold exclusion.","threshold activation":"A mechanism in which a system accumulates input slowly until a local variable crosses a critical threshold, triggering a rapid release event. The separation of slow driving and fast response is the physical basis of self-organized criticality.","critical slowing down":"The phenomenon in which a system's recovery time from perturbations diverges as it approaches a critical point. This makes the system sensitive to small influences and is the mathematical basis for responsiveness at the critical seam."},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-convergence-pattern-bounded-chaos","read_bundle":"GET https://miscsubjects.com/api/articles/oip-convergence-pattern-bounded-chaos/bundle","related":"GET https://miscsubjects.com/api/articles/oip-convergence-pattern-bounded-chaos/related","list":"GET https://miscsubjects.com/api/articles"},"examples":[{"description":"Read the article as rendered HTML","curl":"curl -s 'https://miscsubjects.com/a/oip-convergence-pattern-bounded-chaos'"},{"description":"Read the full bundle including machine schema, definitions, and test questions","curl":"curl -s 'https://miscsubjects.com/api/articles/oip-convergence-pattern-bounded-chaos/bundle'"},{"description":"Fetch related articles in the convergence pattern series","curl":"curl -s 'https://miscsubjects.com/api/articles/oip-convergence-pattern-bounded-chaos/related'"}],"test_questions":["What is the exact URL to read this article?","What is the main concept of bounded chaos and why is it called the keystone pattern?","What is the scale range of bounded chaos in meters?","Who developed the Bak-Tang-Wiesenfeld sandpile model and in what year?","What is the difference between a power-law distribution and a normal distribution?","What is the critical seam and what four properties does it exhibit?"],"dependencies":["oip","oip-what-is-object","oip-operating-model","oip-convergence-pattern-branching"],"scoring_rubric":{"json_clarity":"The machine_schema must contain all required keys (definitions, routes, examples, test_questions, dependencies, scoring_rubric) with no circular references, no empty values, and valid JSON syntax throughout.","english_clarity":"The article must define every technical term inline, cite specific numbers, years, and scales, and remain comprehensible to a reader with no prior knowledge of the subject. No assumed knowledge. No jargon without definition.","operability":"The article must be reachable at the declared URL, the bundle endpoint must return the full schema and body, and related links must resolve to working articles in the same series."}}},{"slug":"oip-schools-physics","title":"The Physicists","human_page":"https://miscsubjects.com/a/oip-schools-physics","bundle_markdown":"https://miscsubjects.com/api/articles/oip-schools-physics/bundle?format=markdown","machine_schema":{"definitions":{"grain":"The directional bias in the space of possible structures. The universe repeatedly converges on the same small family of structural solutions — branching, spiraling, waves, symmetry, flow, critical balance, memory, scale-echo — across every scale and substrate. The grain is not a force or a will; it is a property of the configuration space itself.","negative_entropy":"The reduction of entropy in a local region, paid for by an increase in entropy in the surrounding environment. A living cell maintains its ordered structure by consuming ordered energy from its food and exporting disordered heat to its surroundings. Also called negentropy.","dissipative_structure":"An ordered structure that persists only because it is continuously dissipating energy. A whirlpool in a bathtub drain is a dissipative structure: it exists only while water is flowing through it. Remove the flow, and the structure vanishes.","symmetry":"A property of a system that remains unchanged under a transformation. A circle has rotational symmetry — it looks the same after any rotation. A square has only four-fold rotational symmetry — it looks the same after 90°, 180°, 270°, and 360° rotations, but not after 45°.","conservation_law":"A principle that a measurable quantity in a closed system does not change over time. Energy is conserved. Momentum is conserved. Angular momentum is conserved. These laws are not imposed from outside; they are consequences of the symmetries of the underlying equations.","variational_principle":"A principle stating that nature chooses the path, state, or configuration that makes some quantity stationary — usually a minimum or maximum. The principle of least action says that a particle moves along the path that minimizes the integral of kinetic minus potential energy over time.","symmetry_breaking":"The phenomenon where a system described by symmetric equations settles into an asymmetric state. A pencil standing vertically on its tip has rotational symmetry, but when it falls, it picks a specific direction and breaks that symmetry. The equations do not change; the solution does.","self_organized_criticality":"A property of slowly driven, interaction-dominated systems that naturally evolve to a critical state without any external tuning. At this critical state, events of all sizes occur, following a power-law distribution. The canonical example is a sandpile: grains are added one by one, and avalanches of all sizes result.","power_law":"A mathematical relationship where the probability of an event of size x scales as P(x) ~ x^(-α), where α is a constant called the exponent. Unlike exponential distributions, power laws have no characteristic scale — events of all sizes occur, with large events rare but not exponentially suppressed.","Landauer_bound":"The minimum thermodynamic energy required to erase one bit of information: k_B T ln(2), where k_B is Boltzmann's constant (~1.38 × 10^-23 J/K) and T is the temperature in kelvin. At room temperature (300 K), this is approximately 2.9 × 10^-21 joules per bit. This is the fundamental cost of irreversible computation.","compressibility":"The ratio between the information content of the complete state of a system and the information content of the rules that generate it. A compressible universe is one where a small set of short laws generates vast complexity. The Standard Model of particle physics requires approximately 10^4 characters to write down; the visible universe contains approximately 10^80 particles.","convergence":"The independent arrival at the same structural solution from different starting points, by different people, in different centuries, working in different domains. When Schrödinger (quantum biology, Dublin, 1944), Prigogine (thermodynamics, Brussels, 1977), and England (statistical mechanics, MIT, 2013) all describe how order emerges from dissipation, this is convergence. It is evidence, not decoration."},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-schools-physics","read_bundle":"GET https://miscsubjects.com/api/articles/oip-schools-physics/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-schools-physics/bundle?format=markdown"},"examples":[{"description":"Read the Physicists article as HTML","curl":"curl -s 'https://miscsubjects.com/a/oip-schools-physics'"},{"description":"Read the full machine bundle (article + schema + metadata) as JSON","curl":"curl -s 'https://miscsubjects.com/api/articles/oip-schools-physics/bundle'"}],"test_questions":["What is the exact URL to read this article?","What is the main concept explained in this article?","What did Schrödinger prove in 1944, and what did Prigogine prove in 1977?","What is the relationship between symmetry and conservation, and who proved it?","What is self-organized criticality, and what is the canonical example?","What is the Landauer bound, and what is its numerical value at room temperature?"],"dependencies":["oip","oip-what-is-object","oip-convergence-pattern-branching","oip-convergence-pattern-bounded-chaos"],"scoring_rubric":{"json_clarity":"Can the model identify all physicists, their contributions, years, and the convergence points from the schema and article?","english_clarity":"Can a zero-context reader explain the grain, negative entropy, dissipative structures, symmetry-breaking, and self-organized criticality without guessing?","operability":"Can the model compose the exact curl for reading the article and the bundle?"}}},{"slug":"oip-schools-philosophy-west","title":"Western Philosophers — The Grain as Immanent Order, Process, and the Reason Within Becoming","human_page":"https://miscsubjects.com/a/oip-schools-philosophy-west","bundle_markdown":"https://miscsubjects.com/api/articles/oip-schools-philosophy-west/bundle?format=markdown","machine_schema":{"definitions":{"grain":"The directional bias in the space of possible structures — a tilt toward certain structural solutions that recurs across all scales and domains without causal connection between instances.","immanent_order":"Order that arises from within nature itself, not imposed from outside by a transcendent designer or personal deity; the laws and structures of the universe are the order.","flux":"Continuous change, flow, or becoming; the condition of a system where every state is temporary and every structure is a pattern of movement rather than a fixed thing.","conatus":"Spinoza's term for the striving of each thing to persist in its own being; the inherent tendency of every finite mode to maintain and enhance its existence.","mode":"In Spinoza's metaphysics, a specific, finite modification or expression of the one infinite substance (God-or-Nature); every individual thing is a mode.","substance":"In Spinoza's Ethics, that which exists in itself and is conceived through itself; there is only one substance, God-or-Nature, and everything else is a mode of it.","prehension":"In Whitehead's process philosophy, the way an actual entity grasps or feels other actual entities into its own constitution; every event is a drop of experience that prehends its world.","actual_entity":"Whitehead's term for the fundamental unit of reality — not a static object but a process of becoming, a moment of experience that prehends other moments and then perishes into objective immortality.","objective_immortality":"In Whitehead's cosmology, the way a perished actual entity persists as a datum for future prehensions; the past is objectively immortal because it is felt by the present.","process_philosophy":"The metaphysical view that reality is fundamentally process, event, and becoming rather than static substance, thing, or being; change is not an accident of things but their essential nature.","logos":"Heraclitus's term for the underlying principle, law, or reason that governs the flux of all things; the pattern within the change, not separate from it.","convergence":"The independent arrival at the same structural solution by different thinkers, in different centuries, using different vocabularies and starting from different problems.","religious_naturalism":"The view that the natural world is worthy of reverence and that sacredness, awe, and objective value do not require a supernatural realm or a personal deity."},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-schools-philosophy-west","read_bundle":"GET https://miscsubjects.com/api/articles/oip-schools-philosophy-west/bundle","read_json":"GET https://miscsubjects.com/api/articles/oip-schools-philosophy-west/bundle?format=json"},"examples":[{"description":"Read the article as HTML in a browser","curl":"curl -s 'https://miscsubjects.com/a/oip-schools-philosophy-west'"},{"description":"Read the article bundle as JSON with definitions and metadata","curl":"curl -s 'https://miscsubjects.com/api/articles/oip-schools-philosophy-west/bundle?format=json'"},{"description":"Read the article bundle as raw markdown","curl":"curl -s 'https://miscsubjects.com/api/articles/oip-schools-philosophy-west/bundle?format=markdown'"}],"test_questions":["What is the exact URL to read this article?","What is the main concept?","Which three Western philosophers are the primary focus of this article?","What is Spinoza's term for the striving of each thing to persist in its own being?","What does Whitehead call the fundamental unit of reality?"],"dependencies":["oip","oip-what-is-object","oip-schools-physics","oip-convergence-pattern-bounded-chaos"],"scoring_rubric":{"json_clarity":"Schema must be valid JSON with no trailing commas, no comments, and all string values properly quoted.","english_clarity":"Article must define every term inline, use no assumed knowledge, and explain every concept from zero context.","operability":"Every route must be a real GET or POST that returns the described content; every curl example must be copy-paste runnable."}}},{"slug":"oip-schools-philosophy-east","title":"Eastern Philosophers — The Grain as Non-Duality and the Dissolution of the Node-Whole Boundary","human_page":"https://miscsubjects.com/a/oip-schools-philosophy-east","bundle_markdown":"https://miscsubjects.com/api/articles/oip-schools-philosophy-east/bundle?format=markdown","machine_schema":{"definitions":{"Dao":"The way or path that cannot be named or fully described in language; the underlying grain or pattern that runs through all things without commanding or forcing them, first articulated in the Tao Te Ching around the 6th century BCE.","wu wei":"Literally 'non-action' or 'effortless action'; the practice of acting along the grain of reality rather than against it, like water finding the lowest point, first described in the Tao Te Ching.","dependent origination":"The Buddhist doctrine (pratītyasamutpāda) that no phenomenon exists independently; every thing arises from conditions, and those conditions arise from other conditions, such that the entire cosmos is a single web of mutual causation with no fixed boundaries between self and other.","non-duality":"The claim that apparent opposites — self and world, subject and object, node and network — are not two separate things but one continuous structure viewed from different positions, articulated independently in Advaita Vedanta, Buddhism, and Taoism.","Atman":"In Hindu philosophy, the individual self or soul; in Advaita Vedanta, it is identical with Brahman (the universal self), not metaphorically but structurally — the drop is the same water as the ocean.","Brahman":"The universal consciousness or absolute reality in Vedantic philosophy; in Advaita Vedanta, it is identical with Atman, meaning the individual self and the cosmos are one continuous substance.","butterfly dream":"The parable from Zhuangzi (c. 4th century BCE) in which the philosopher dreams he is a butterfly, then wakes uncertain whether he is a man who dreamed he was a butterfly or a butterfly dreaming he is a man; it demonstrates the interpenetration of self and cosmos with no fixed boundary.","yin-yang":"The Taoist concept of complementary opposites that mutually define each other — light and dark, activity and receptivity, expansion and contraction — neither pole reducible to the other, both necessary for the whole, analogous to Bohr's complementarity in quantum physics."},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-schools-philosophy-east","read_bundle":"GET https://miscsubjects.com/api/articles/oip-schools-philosophy-east/bundle","list_articles":"GET https://miscsubjects.com/api/articles","selftest":"POST https://miscsubjects.com/api/selftest"},"examples":[{"description":"Read the article in HTML","curl":"curl -s 'https://miscsubjects.com/a/oip-schools-philosophy-east'"},{"description":"Read the full bundle (article + metadata + tests)","curl":"curl -s 'https://miscsubjects.com/api/articles/oip-schools-philosophy-east/bundle'"}],"test_questions":["What is the exact URL to read this article?","What is the main concept of the Dao as described in the article?","What does Zhuangzi's butterfly dream demonstrate about the boundary between self and cosmos?","What is dependent origination and in which tradition does it originate?","What is the Advaita Vedanta claim about Atman and Brahman?"],"dependencies":["oip","oip-what-is-object","oip-convergence-pattern-branching","oip-convergence-pattern-bounded-chaos"],"scoring_rubric":{"json_clarity":"The machine_schema must be valid JSON with no trailing commas, all strings quoted, and no unescaped newlines.","english_clarity":"Every term must be defined inline on first use. No assumed knowledge. A reader with zero prior exposure must understand every concept.","operability":"The article must be fetchable at /a/oip-schools-philosophy-east and its bundle at /api/articles/oip-schools-philosophy-east/bundle. All test_questions must be answerable from the article body alone."}}},null,{"slug":"oip-convergence-pattern-spirals","title":"Spirals: The Growth-Rotation Solution","human_page":"https://miscsubjects.com/a/oip-convergence-pattern-spirals","bundle_markdown":"https://miscsubjects.com/api/articles/oip-convergence-pattern-spirals/bundle?format=markdown","machine_schema":{"definitions":{"spiral":"The locus of a point moving outward from a center at a rate proportional to its angular displacement; a curve that winds around a central point while continuously increasing its distance from that point.","locus":"The complete set of all positions occupied by a moving point or object as it traces a path through space.","angular_displacement":"The angle through which a point has rotated around a center, measured in degrees or radians, where one full rotation equals 360 degrees or 2π radians.","radial_displacement":"The straight-line distance of a point from a central reference point, measured along a radius.","logarithmic_spiral":"A spiral in which the angle between the tangent and the radius at any point is constant; described by r(θ) = r₀e^(bθ), where r is the radius at angle θ, r₀ is the initial radius, e is Euler's number (~2.71828), and b is a growth constant.","divergence_angle":"The fixed angle between successive elements in a spiral pattern, measured at the center of the growing structure; the golden angle of 137.507764 degrees is the most efficient divergence angle for uniform packing.","golden_angle":"The angle 137.507764 degrees, equal to 360° divided by φ_golden² or 2π/(1+φ_golden); the divergence angle that produces the most uniform packing of elements on a disk because it corresponds to the most irrational number.","phyllotaxis":"The arrangement of leaves, seeds, or other plant organs on a stem or disk, governed by the equation θₙ = n×φ, rₙ = a√n where φ is the divergence angle and a is a scaling constant.","Fibonacci_numbers":"The sequence where each number is the sum of the two preceding ones (1, 1, 2, 3, 5, 8, 13, 21, 34, 55...), which provide the best rational approximations to the golden ratio and appear as the numbers of visible spirals in sunflower heads and pinecones.","density_wave":"A traveling compression wave in a galactic disk that triggers star formation and creates the visible spiral arms in spiral galaxies, first described by Chia-Chiao Lin and Frank Shu in 1964.","Coriolis_force":"An apparent deflection of moving objects in a rotating reference frame, deflecting air to the right in the Northern Hemisphere and to the left in the Southern Hemisphere, named after Gaspard-Gustave de Coriolis (1835).","conservation_of_angular_momentum":"The physical principle that a rotating object's angular momentum remains constant in the absence of external torque, causing rotational speed to increase as radius decreases."},"routes":{"GET /api/articles":"Returns the full list of published OIP articles with slugs, titles, and categories.","GET /api/articles/{slug}":"Returns the complete article content including frontmatter, body text, and machine schema for a specific article identified by its slug.","GET /api/directory":"Returns the complete directory of system capabilities, rows, and tool definitions available to the build.","POST /api/directory/{key}":"Updates or creates a directory row with a given key, accepting JSON payload with content and metadata fields."},"examples":[{"name":"Sunflower seed packing","description":"A mature sunflower head uses the golden angle divergence of 137.507764° to pack approximately 1,000–2,000 seeds into a disk 1–10 cm in diameter with ~81% area efficiency, exhibiting 34 clockwise and 55 counterclockwise spirals (consecutive Fibonacci numbers)."},{"name":"Nautilus shell growth","description":"The chambered nautilus (Nautilus pompilius) builds its shell as a logarithmic spiral r(θ) = r₀e^(bθ) where each complete turn increases the radius by a factor of ~3.0–3.3, growing from ~10 cm to ~1 meter across the lifespan of the animal."}],"test_questions":["What is the mathematical formula for a logarithmic spiral, and what does each variable represent?","Why is the golden angle (137.507764°) the most efficient divergence angle for packing elements on a disk, and what number-theoretic property of the golden ratio explains this?","Describe the two physical conditions that must coexist for a spiral pattern to emerge, and give one example of a system that has one condition but not the other and therefore does not form a spiral."],"dependencies":["oip-convergence-pattern-tiling","oip-convergence-pattern-branching","oip-convergence-pattern-waves","oip-mathematical-foundations-phi","oip-scale-invariance-principle"],"scoring_rubric":{"comprehension":{"excellent":"Can derive the spiral equation from first principles, explain the number-theoretic basis for the golden angle's efficiency, and identify the two necessary conditions for spiral emergence across at least three scale domains.","good":"Can state the spiral definition, name the key equation (r(θ) = r₀e^(bθ) or phyllotaxis), explain the golden angle in terms of irrationality, and give two examples from different scales.","adequate":"Can describe a spiral as outward growth with rotation, recognize the golden angle value, and identify one natural example with approximate scale.","insufficient":"Cannot distinguish a spiral from a circle or helix, confuses the golden ratio with mystical significance, or cannot name a single natural example with correct scale."},"application":{"excellent":"Can predict whether a novel system will produce spiral patterns based on its growth and rotation characteristics, and can estimate packing efficiency given divergence angle.","good":"Can identify growth and rotation components in a given system and determine if spiral formation is likely.","adequate":"Can match known examples to the spiral pattern but cannot generalize to new systems.","insufficient":"Cannot apply the spiral concept beyond the examples explicitly listed."}}}},{"slug":"oip-convergence-pattern-waves","title":"Waves: The Transmission Solution","human_page":"https://miscsubjects.com/a/oip-convergence-pattern-waves","bundle_markdown":"https://miscsubjects.com/api/articles/oip-convergence-pattern-waves/bundle?format=markdown","machine_schema":{"definitions":{"wave":"A propagating disturbance that transfers energy and information through a medium or field without permanently displacing the material through which it travels.","restoring_force":"A force that pushes a displaced part of a system back toward its equilibrium position, with magnitude proportional to the displacement.","inertia":"The resistance of any object to changes in its state of motion.","wave_equation":"The partial differential equation ∂²u/∂t² = c²∇²u that describes how a wave quantity u evolves in space and time.","superposition":"The property that when two waves meet, the total displacement equals the sum of the individual displacements.","interference":"The phenomenon where overlapping waves produce patterns of reinforcement and cancellation due to superposition.","wavelength":"The spatial period of a wave, the distance over which the wave pattern repeats.","frequency":"The number of complete oscillations per unit time, measured in hertz.","de_broglie_wavelength":"The wavelength λ = h/p associated with a particle of momentum p, where h is Planck's constant.","wave_function":"A complex-valued probability amplitude in quantum mechanics whose squared magnitude gives the probability density of finding a particle."},"routes":{"wave_equation_solver":"POST /api/wave/solve — accepts initial condition u(x,0) and boundary conditions, returns u(x,t) via finite-difference or spectral method.","electromagnetic_spectrum":"GET /api/waves/spectrum — returns frequency/wavelength/speed data for all electromagnetic bands from gamma to radio.","sound_speed_calculator":"POST /api/waves/sound-speed — accepts medium (air/water/steel), temperature, and pressure, returns wave speed c in m/s.","gravitational_wave_catalog":"GET /api/waves/gw/events — returns LIGO/Virgo catalog of detected gravitational wave events with mass, distance, and strain."},"examples":[{"name":"Ocean Swell","medium":" seawater","wavelength":"100 m","speed":"12.5 m/s","restoring_force":"gravity","equation":"c = √(gλ/2π)"},{"name":"Medical Ultrasound","medium":"soft tissue","frequency":"5 MHz","wavelength":"3×10⁻⁴ m","speed":"1540 m/s","application":"fetal imaging"}],"test_questions":["What are the two conditions required for the wave equation to emerge in a physical system?","Why can sound waves not travel through a vacuum, while electromagnetic waves can?","How does the de Broglie wavelength of a particle change as its momentum increases?"],"dependencies":["oip-convergence-pattern-oscillators","oip-convergence-pattern-fields","oip-convergence-pattern-harmony"],"scoring_rubric":{"conceptual_understanding":"Can explain wave propagation without permanent medium displacement (0-25)","mathematical_literacy":"Can state the wave equation and interpret its terms (0-25)","scale_awareness":"Can place at least three wave types on the 10⁻¹² to 10²¹ m scale (0-25)","discrimination":"Can distinguish waves from diffusion, convection, ballistic transport, and simple oscillators (0-25)"}}},{"slug":"oip-convergence-pattern-symmetry","title":"Symmetry: The Compression Solution","human_page":"https://miscsubjects.com/a/oip-convergence-pattern-symmetry","bundle_markdown":"https://miscsubjects.com/api/articles/oip-convergence-pattern-symmetry/bundle?format=markdown","machine_schema":{"definitions":{"symmetry":"Invariance under transformation; an object has symmetry if there exists a non-trivial operation (rotation, reflection, translation) that leaves it unchanged.","non-trivial operation":"A transformation that actually changes the object in some way, as opposed to the identity operation that does nothing, yet still leaves the object looking the same.","compression problem":"The fundamental question of how to specify a complex structure using the minimal possible amount of information.","generating rule":"The underlying instruction or process that assembles a structure; when uniform across space, it produces symmetry.","group_theory":"The mathematical framework that studies sets of elements with an operation satisfying closure, associativity, identity, and inverse properties.","symmetry_group":"The set of all symmetry operations that leave an object unchanged, forming a group under the operation of composition.","crystallographic_restriction":"The constraint that in three-dimensional space, only n-fold rotational symmetries where n equals 1, 2, 3, 4, or 6 are compatible with translational periodicity.","space_group":"A complete description of all symmetry operations (translations, rotations, reflections, screw rotations, glide reflections) that leave a crystal invariant; exactly 230 exist.","noethers_theorem":"A 1918 theorem by Emmy Noether stating that every continuous symmetry of the action of a physical system corresponds to a conserved quantity.","action":"A mathematical quantity in physics that, when minimized or made stationary, yields the equations of motion of a system.","continuous_symmetry":"A symmetry that can be varied smoothly, such as rotation by any angle, as opposed to discrete symmetries with fixed step sizes.","gauge_symmetry":"A type of symmetry in which the Lagrangian of a physical system remains invariant under local transformations; the foundation of the Standard Model.","SU3":"The special unitary group of degree 3, describing the strong nuclear force that binds quarks into protons and neutrons.","SU2":"The special unitary group of degree 2, describing the weak nuclear force responsible for radioactive decay.","U1":"The unitary group of degree 1, describing the electromagnetic force.","CPT_symmetry":"The combined symmetry of charge conjugation, parity reflection, and time reversal; a fundamental property of physical laws.","phylum":"A major taxonomic rank in biological classification, grouping organisms that share a common body plan."},"routes":{"GET /api/crystals/{space_group_id}":"Retrieve the full symmetry specification for a crystal belonging to one of the 230 space groups.","POST /api/verify-symmetry":"Submit a set of transformation operations and receive a boolean indicating whether they form a valid group.","GET /api/symmetry/{object_id}/operations":"List all symmetry operations (with their matrix representations) for a given symmetric object.","POST /api/convergence/symmetry":"Query the symmetry convergence pattern across scale ranges, returning matching instances from 10^-18 m to 10^1 m.","GET /api/noether/derivation":"Return the formal derivation of the conserved quantity corresponding to a specified continuous symmetry."},"examples":[{"title":"Snowflake Six-Fold Symmetry","description":"A snowflake grown in supersaturated water vapor at -15°C exhibits six-fold rotational symmetry because the underlying hexagonal close-packed arrangement of water molecules in ice is dictated by the geometry of hydrogen bonding. The generating rule (crystallization) is uniform across space, and the environment (uniform temperature and pressure) presents no directional bias. Scale: 10^-3 to 10^-2 m."},{"title":"Viral Icosahedral Capsid","description":"A viral capsid of 10^-7 m scale is built from 60 asymmetric protein subunits arranged in the lowest-energy configuration. The icosahedral symmetry (20 triangular faces, 12 vertices, 60 rotational operations) is not aesthetic choice but geometric necessity: it encloses the largest possible volume with the smallest number of protein subunits. The symmetry group SU(3) governs the strong force binding quarks; the capsid's symmetry is a physical, not biological, optimization."}],"test_questions":[{"question":"Why does the crystallographic restriction prevent five-fold rotational symmetry in three-dimensional crystals?","answer":"In three-dimensional space, only n-fold rotational symmetries where n equals 1, 2, 3, 4, or 6 are compatible with translational periodicity. A five-fold symmetry (72-degree rotation) cannot tile three-dimensional space without gaps, making it impossible to combine with infinite translation in a regular lattice."},{"question":"According to Noether's theorem, what conserved quantity corresponds to rotational symmetry?","answer":"Noether's theorem (1918) states that every continuous symmetry of the action corresponds to a conserved quantity. Rotational symmetry corresponds to the conservation of angular momentum."},{"question":"What is the difference between local order and global symmetry, and why is a glass not symmetric?","answer":"Local order is a statistical property where the arrangement of atoms around a given point is regular over short distances. Global symmetry is an exact geometric property where a non-trivial transformation leaves the entire object unchanged. A glass has local order but no global symmetry because no rotation, reflection, or translation leaves the entire structure unchanged."}],"dependencies":["oip-convergence-pattern-convergence","oip-convergence-pattern-recursion","oip-convergence-pattern-optimization"],"scoring_rubric":{"understanding_symmetry_definition":"Can the student correctly define symmetry as invariance under transformation and identify non-trivial operations? (0-2 points)","compression_connection":"Can the student explain how symmetry solves the compression problem by reducing the information needed to specify a structure? (0-2 points)","group_theory_application":"Can the student identify the symmetry group of a simple object and explain closure under composition? (0-2 points)","noether_connection":"Can the student name at least one conserved quantity and its corresponding continuous symmetry per Noether's theorem? (0-2 points)","scale_convergence":"Can the student provide at least two concrete examples of symmetry from different scale ranges with correct measurements? (0-2 points)"}}},{"slug":"oip-convergence-pattern-flow-networks","title":"Flow Networks: The Economy Solution","human_page":"https://miscsubjects.com/a/oip-convergence-pattern-flow-networks","bundle_markdown":"https://miscsubjects.com/api/articles/oip-convergence-pattern-flow-networks/bundle?format=markdown","machine_schema":{"definitions":{"flow_network":"A collection of nodes connected by conduits, optimized to move a quantity from sources to sinks with minimum total cost.","node":"A junction in a flow network where flow gathers, splits, or changes direction.","conduit":"A channel in a flow network that carries flow from one node to another.","optimal_transport":"The mathematical theory of finding the cheapest way to move material from a source distribution to a sink distribution, formalized by Kantorovich in 1942.","source_measure":"A mathematical object, denoted μ (mu), describing how much material is available at each point in space.","sink_measure":"A mathematical object, denoted ν (nu), describing how much material is demanded at each destination point.","transport_map":"A function T that specifies where each unit of source material is sent in the sink distribution.","constructal_law":"The principle formulated by Adrian Bejan in 1996 stating that finite-size flow systems evolve to provide easier access to their currents.","global_resistance":"The integral R = ∫(q²/kA)dl over a network, measuring total energy lost to friction and dissipation.","packet_switched":"A network design where data is broken into packets that travel independently and are reassembled at the destination.","small_world":"A network topology where most nodes are not neighbors but can be reached from any other node in a small number of steps.","scale_free":"A network topology where the degree distribution follows a power law, meaning most nodes have few connections and a few hubs have many.","distributary":"A channel in a river delta that splits away from the main channel and carries water and sediment toward the sea."},"routes":{"GET /api/flow/network":"Retrieve a flow network representation with nodes, conduits, and current flow values.","POST /api/flow/optimize":"Submit a source and sink distribution to compute the optimal transport map and minimum cost.","GET /api/flow/resistance":"Calculate the global resistance integral for a given network topology and conductivity profile.","POST /api/flow/adapt":"Simulate dynamic adaptation of a flow network under changing source/sink conditions using reinforcement rules.","GET /api/flow/scale":"Return the scale range and dimensional constants for a specified flow network type (river, circulatory, internet, etc.)."},"examples":[{"name":"Human circulatory system","scale":"10⁻⁶ to 10⁰ meters","flow_rate":"5 liters per minute at rest, up to 25 liters per minute during exercise","total_path_length":"96,000 kilometers if all vessels laid end to end","key_feature":"Closed-loop design returns blood to the heart, reusing pressure and minimizing energy"},{"name":"Slime mold network optimization","scale":"10⁻⁴ to 10⁻² meters","mechanism":"Veins carrying high flow thicken; veins carrying low flow atrophy and are pruned","demonstration":"In 2010, Physarum polycephalum placed with oat flakes at Tokyo-area city locations reconstructed a network resembling the actual Tokyo rail system","key_feature":"Dynamic adaptation without central planning through local reinforcement rules"}],"test_questions":["What is the mathematical difference between a branching system and a full flow network, and which constraint is relaxed to move from one to the other?","State the Constructal Law in full, explain what each variable in the global resistance integral R = ∫(q²/kA)dl represents, and give one example of a natural system that minimizes this integral.","Why do real flow networks include loops even though loops add construction cost, and how does this distinguish them from minimum spanning trees?"],"dependencies":["oip-convergence-pattern-branching","oip-convergence-pattern-helical-flow","oip-convergence-pattern-fractal-branching"],"scoring_rubric":{"understanding_flow_vs_branching":"Can the student explain the three constraints that distinguish branching from flow networks (no loops, single source, no upstream merging)?","quantitative_literacy":"Can the student cite at least two numerical values from the article (scales, flow rates, distances, error rates) with correct units?","constructal_law_application":"Can the student apply the Constructal Law to a new example not covered in the article?","distinguishing_misconceptions":"Can the student correctly identify why flow networks are not random graphs, not minimum spanning trees, and not centrally designed?","cross_scale_reasoning":"Can the student explain why the same mathematical principle applies across 14 orders of magnitude?"}}},{"slug":"oip-convergence-pattern-memory","title":"Memory: The Persistence Solution","human_page":"https://miscsubjects.com/a/oip-convergence-pattern-memory","bundle_markdown":"https://miscsubjects.com/api/articles/oip-convergence-pattern-memory/bundle?format=markdown","machine_schema":{"definitions":{"memory":"The capacity of a system to encode information about its past state into its present configuration, such that the encoded information can influence future behavior.","persistence_problem":"The question of how order resists decay in a universe governed by the second law of thermodynamics, which states that entropy tends to increase.","encoding":"The process of mapping one pattern onto another in a systematic way, such that knowing the mapping rule allows reconstruction or inference of the original pattern.","stable_state":"A configuration of a physical substrate that persists for a time long compared to the processes that might disturb it.","write_mechanism":"A physical process that alters the state of a substrate in a way that depends on some external condition, coupling the past state to the medium.","read_mechanism":"A process in which the current state of a substrate influences the dynamics of a system in a state-dependent manner.","refresh_mechanism":"A process that periodically rewrites stored information to counteract thermal degradation or other sources of error.","landauer_limit":"The minimum energy required to erase one bit of information, equal to k_B T ln(2), approximately 2.9 × 10⁻²¹ joules at room temperature.","shannon_capacity":"The maximum rate at which information can be transmitted through a channel, defined as the maximum mutual information I(X;Y) between input and output.","error_correction_threshold":"The physical error rate p_th below which arbitrarily long computations are possible with polylogarithmic overhead through fault-tolerant encoding.","clonal_expansion":"The rapid proliferation of a B or T cell that recognizes a specific antigen, producing a population of cells carrying the same receptor and thereby writing immune memory.","long_term_potentiation":"A long-lasting strengthening of synaptic transmission between two neurons that have been repeatedly activated together, serving as the cellular basis of learning."},"routes":{"GET /api/inventory":"Returns a complete inventory of all files, R2 objects, KV entries, D1 rows, and pages the build can reach, including read/edit/delete capabilities for each.","POST /api/dispatch":"The primary message dispatch endpoint; accepts an invoke parameter and a body, routes through the agent prompt system to directory rows, and returns the tool result.","GET /api/directory/{key}":"Retrieves the content, target, and metadata of a single directory row by its exact key; used for reading agent prompts and tool configurations.","PATCH /api/directory/{key}":"Updates a single directory row's content, target, or other fields; the primary mechanism for live prompt tuning without code changes.","POST /api/cc_log":"Accepts Claude Code turn data (input + tool usage + files changed) and stores it in R2 for the build's self-observation and recursive review."},"examples":[{"name":"DNA Replication Memory","substrate":"Double-stranded DNA molecule","write":"DNA polymerase synthesizes a complementary strand with error rate ~10⁻⁹ per base pair","read":"RNA polymerase transcribes the sequence into messenger RNA, which is translated into protein","refresh":"DNA mismatch repair, base excision repair, and nucleotide excision repair correct ~10,000 lesions per cell per day","scale":"3.2 × 10⁹ base pairs in human genome, ~1 bit per cubic nanometer, persists for organism lifetime and across generations"},{"name":"Immune Memory","substrate":"B and T lymphocytes with specific antigen receptors","write":"Clonal expansion increases specific cell population from hundreds to millions within one week of antigen exposure","read":"Re-exposure to antigen triggers rapid antibody production and cytotoxic response by memory cells","refresh":"Long-lived plasma cells and slowly dividing memory B/T cells maintain the population for decades","scale":"Cell size ~10⁻⁶ m, lymphoid organs ~10⁻¹ m, persistence >50 years for smallpox vaccine memory"}],"test_questions":["Why is a granite boulder that has persisted for two billion years not considered to have memory?","What are the four jointly necessary conditions that must be present for a system to possess genuine memory, and why is each one required?","How does the Landauer limit connect the abstract concept of information to the physics of thermodynamics, and what is its numerical value at room temperature?"],"dependencies":["oip-convergence-pattern-entropy","oip-convergence-pattern-information","oip-convergence-pattern-encoding","oip-convergence-pattern-error-correction"],"scoring_rubric":{"full_credit":"Can explain all four conditions with examples, distinguish memory from persistence and information, quote the Landauer limit, and identify at least three convergence instances across different scales.","partial_credit":"Can explain the definition and two conditions, but misses the distinction from persistence or cannot name convergence instances outside biology.","no_credit":"Conflates memory with storage, persistence, or information; cannot name the four conditions; treats memory as a single thing rather than a convergent pattern."}}},{"slug":"oip-convergence-pattern-scale-invariance","title":"Scale Invariance: The Recursion Solution","human_page":"https://miscsubjects.com/a/oip-convergence-pattern-scale-invariance","bundle_markdown":"https://miscsubjects.com/api/articles/oip-convergence-pattern-scale-invariance/bundle?format=markdown","machine_schema":{"definitions":{"scale_invariance":"The property that a structure or process looks statistically identical at different magnifications; formally f(λr) = λ^D f(r)","self_similarity":"A structure that appears the same at different scales, either exactly or statistically","scaling_exponent":"The power D in the scaling relation f(λr) = λ^D f(r), also called the fractal dimension","fractal_dimension":"A non-integer dimension quantifying how a fractal fills space, typically the Hausdorff dimension","Hausdorff_dimension":"A rigorous measure of fractal dimension defined as D_H = lim_{ε→0} log N(ε) / log(1/ε), where N(ε) is the number of boxes of size ε needed to cover the object","power_law":"A mathematical relationship where one quantity is proportional to another raised to a constant exponent, with no characteristic scale","power_spectrum":"The distribution of a signal's power across different frequencies, denoted P(k)","correlation_length":"The average distance ξ over which fluctuations in one part of a system influence another part","renormalization_group":"A theoretical framework explaining how physical systems behave under scale transformations, developed by Wilson, Fisher, and Kadanoff in the 1970s","critical_point":"A state where two phases of a system become indistinguishable and the correlation length diverges to infinity","nonlinear_recursion":"A recursive rule where the output interacts with the input multiplicatively rather than additively","Kolmogorov_5_3_law":"The power law E(k) ~ k^(-5/3) describing the energy spectrum of fully developed turbulence, published by Andrey Kolmogorov in 1941","Harrison_Zeldovich_spectrum":"The prediction P(k) ~ k^(-3) for the scale-invariant power spectrum of cosmic density fluctuations, proposed by Edward Harrison and Yakov Zel'dovich in 1970","iterated_function_system":"A mathematical formalism using probabilistic affine transformations to generate self-similar fractal structures, developed by Michael Barnsley in 1988","Richardsons_paradox":"The observation that the measured length of a coastline increases without bound as the measurement scale decreases, documented by Lewis Fry Richardson in 1961"},"routes":{"GET /api/articles/scale-invariance":"Retrieve the full article content including inline definitions and machine schema","POST /api/dispatch?invoke=SCALE_ANALYSIS":"Submit a natural language query about scale-invariant properties of a given system; returns power-law fit parameters and Hausdorff dimension estimate","GET /api/directory/scale-invariant-systems":"List all directory rows tagged as scale-invariant with their measured exponents and scale ranges","POST /api/dispatch?invoke=FRACTAL_DIMENSION":"Compute the Hausdorff dimension of a provided dataset or image using the box-counting method"},"examples":[{"description":"Measuring the fractal dimension of a coastline","steps":"Place a grid of boxes of size ε over a map of Britain. Count N(ε), the number of boxes that touch the coastline. Repeat for ε = 10^3 m, 10^4 m, 10^5 m, 10^6 m. Plot log N(ε) versus log(1/ε). The slope of the best-fit line is D_H ≈ 1.25."},{"description":"Verifying the Kolmogorov 5/3 law in a wind tunnel","steps":"Measure the velocity fluctuations in a turbulent jet at Reynolds number 10^5. Compute the energy spectrum E(k) via Fourier transform. Plot log E(k) versus log k over the inertial range (10^2 to 10^4 m^-1). The slope should be -5/3 ≈ -1.67 within experimental error of ±0.05."}],"test_questions":["What is the formal mathematical definition of scale invariance, and what does the scaling exponent D represent?","Explain why scale invariance emerges at critical points according to the renormalization group theory. What happens to the correlation length ξ?","Describe the difference between strict geometric self-similarity and statistical self-similarity, and give one real-world example of each."],"dependencies":["oip-convergence-pattern-criticality","oip-convergence-pattern-emergence","oip-convergence-pattern-recursion","oip-convergence-pattern-entropy"],"scoring_rubric":{"conceptual_understanding":{"weight":0.3,"criteria":"Can articulate the formal definition f(λr) = λ^D f(r), explain what D measures, and distinguish scale invariance from periodicity or translation invariance"},"mathematical_literacy":{"weight":0.25,"criteria":"Can compute Hausdorff dimension from box-counting data, interpret power spectrum P(k) ~ k^(-β), and relate β to D"},"physical_examples":{"weight":0.25,"criteria":"Can name at least four convergence instances with correct scale ranges, exponents, and named discoverers or theories"},"boundary_conditions":{"weight":0.2,"criteria":"Can articulate why scale invariance requires no intrinsic length scale, can identify cutoffs in real systems, and can explain why not all power laws are fractal"}}}},{"slug":"oip-schools-information","title":"\"The Information Theorists: How Compression Reveals the Grain\"","human_page":"https://miscsubjects.com/a/oip-schools-information","bundle_markdown":"https://miscsubjects.com/api/articles/oip-schools-information/bundle?format=markdown","machine_schema":{"definitions":{"information":"The reduction of uncertainty, measured in bits, formalized by Claude Shannon in 1948 as H = -Σ p_i log p_i, where p_i is the probability of state i.","entropy":"A measure of disorder or uncertainty, defined in statistical mechanics by Boltzmann and Gibbs in the 1870s-1900s as S = k log W, and in information theory by Shannon as H = -Σ p_i log p_i. Information and entropy are the same quantity measured in different units.","bit":"A binary digit, the fundamental unit of information representing a choice between two equally likely alternatives.","Shannon_entropy":"The formula H = -Σ p_i log p_i, published by Claude Shannon in 1948, measuring the information content of a probability distribution.","Landauer_bound":"The minimum thermodynamic energy required to erase one bit of information, equal to k_B T ln(2), where k_B is Boltzmann's constant (~1.38 × 10^-23 J/K) and T is temperature in kelvin. At room temperature (300 K), this is approximately 2.9 × 10^-21 joules per bit.","Boltzmann_constant":"The physical constant k_B ≈ 1.38 × 10^-23 joules per kelvin, relating temperature to energy at the molecular scale.","Kolmogorov_complexity":"The length of the shortest program that generates a given string on a universal computer, defined by Andrey Kolmogorov in 1965. It measures the algorithmic compressibility of a structure.","compressibility":"The ratio between the information content of a system's complete state and the information content of the rules that generate it. A highly compressible universe is one where short laws generate vast complexity.","algorithmic_information_theory":"The field founded by Kolmogorov, Solomonoff, and Chaitin that defines information as the length of the shortest description, linking structure to compressibility.","generativity":"The capacity of a short description or rule to produce vast and complex output. The universe exhibits generativity because its laws are short but its consequences are enormous.","logical_depth":"The computational cost of generating a string from its shortest description, introduced by Charles Bennett in 1982. A structure with high logical depth is easy to describe but expensive to generate.","Jaynesian_maximum_entropy":"The principle, introduced by Edwin Jaynes in 1957, that statistical mechanics is a form of information-theoretic inference, where the entropy of a physical system is the Shannon entropy of a probability distribution."},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-schools-information","read_bundle":"GET https://miscsubjects.com/api/articles/oip-schools-information/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-schools-information/bundle?format=markdown","list_articles":"GET https://miscsubjects.com/api/articles"},"examples":[{"description":"Read the Information Theorists article as HTML","curl":"curl -s 'https://miscsubjects.com/a/oip-schools-information'"},{"description":"Read the full machine bundle (article + schema + metadata) as JSON","curl":"curl -s 'https://miscsubjects.com/api/articles/oip-schools-information/bundle'"}],"test_questions":["What is the exact URL to read this article?","What is Shannon's definition of information and what is the formula for Shannon entropy?","What is the Landauer bound and what is its numerical value at room temperature?","What did Kolmogorov define in 1965 and how does it relate to compressibility?","What is the unified result of the four-field convergence described in the article?"],"dependencies":["oip","oip-what-is-object","oip-convergence-pattern-branching","oip-convergence-pattern-bounded-chaos","oip-schools-physics"],"scoring_rubric":{"json_clarity":"Can the model identify all definitions, routes, and dependencies from the schema?","english_clarity":"Can a zero-context reader explain information, entropy, the Landauer bound, Kolmogorov complexity, and compressibility without guessing?","operability":"Can the model compose the exact curl for reading the article and its bundle?"}}},{"slug":"oip-schools-biology","title":"'The Biologists: Design Without a Designer'","human_page":"https://miscsubjects.com/a/oip-schools-biology","bundle_markdown":"https://miscsubjects.com/api/articles/oip-schools-biology/bundle?format=markdown","machine_schema":{"definitions":{"natural_selection":"The process by which organisms vary in their traits, some variations are retained better than others because they improve survival or reproduction, and those retained variations are inherited by offspring. The three required ingredients are variation, differential retention, and heredity.","variation":"The property that individuals in a population are not identical. In any population of organisms, there are differences in traits such as size, color, resistance, or behavior. This variation is the raw material on which selection operates.","differential_retention":"The property that not all variants survive and reproduce at the same rate. Some variants are better retained by the environment because they confer advantages in survival, reproduction, or persistence. Differential retention is the filter in the selection algorithm.","heredity":"The property that traits are passed from parents to offspring with some degree of fidelity. Without heredity, the output of selection cannot be preserved across generations, and the algorithm cannot accumulate design.","modern_synthesis":"The merger of Mendelian genetics with Darwinian natural selection, accomplished between 1924 and 1942 by researchers including Ronald Fisher, J. B. S. Haldane, Sewall Wright, Theodosius Dobzhansky, and Ernst Mayr. It established that evolution is the change in allele frequencies in populations.","evo_devo":"Short for evolutionary developmental biology. The field that studies how developmental processes evolve, showing that the same toolkit of regulatory genes controls body plans across phyla and that changes in developmental timing can produce major evolutionary transitions without new genes.","autopoiesis":"From the Greek auto (self) and poiesis (production). The property of a living system to continuously produce the components that constitute it, through a network of processes where each component participates in producing at least one other component. A cell is an autopoietic system because it builds its own walls.","self_production":"The characteristic of a system that produces its own components. In an autopoietic system, the membrane enzymes produce membrane lipids, ribosomes produce enzymes, and DNA encodes ribosomes, forming a closed production cycle.","closed_production_cycle":"A network of component-producing processes in which each component participates in producing at least one other component, and the entire network is operationally closed. No component is produced entirely outside the system, though matter and energy are exchanged with the environment.","replicator":"In Dawkins's selfish gene framework, an entity that passes on its structure largely intact during reproduction. A gene is the canonical replicator. Replicators are selected for their ability to make copies of themselves.","vehicle":"In Dawkins's selfish gene framework, the temporary survival machine built by replicators to carry themselves into the next generation. An organism is a vehicle. Vehicles are selected for their ability to protect and propagate the replicators inside them.","price_equation":"A mathematical identity derived by George Price in 1970 that decomposes evolutionary change into a selection component and a transmission component. The equation is Δz = Cov(w, z) / w̄ + E(w Δz) / w̄, and it applies to any system with heritable variation and differential reproduction.","evolutionary_epistemology":"The theory, developed by Donald Campbell in 1974, that the growth of knowledge follows a variation-and-selection process. Scientific theories are generated by blind variation and selected by elimination through criticism and experiment.","neural_darwinism":"Gerald Edelman's 1987 theory that the brain is a selective system, not an instructional system. The brain develops through Neuronal Group Selection, where experience strengthens some neuronal connections and weakens others, with synaptic pruning as the selective mechanism.","neuronal_group_selection":"The mechanism proposed by Edelman in which the brain starts with an overproduction of neurons and synapses, and experience selects which groups survive and which are pruned. Groups that fire together wire together through reentrant mapping.","reentrant_mapping":"The process by which parallel signals between different brain maps correlate sensory inputs with motor outputs, selecting which neuronal groups fire together. Reentrant mapping is the mechanism by which the brain's secondary repertoire is shaped by experience.","assembly_theory":"A framework developed in the 2010s by Lee Cronin and colleagues at the University of Glasgow that measures molecular complexity by the number of steps required to assemble a molecule. Life is characterized by a high assembly index, indicating complex selection history."},"routes":{"read_article":"GET https://miscsubjects.com/a/oip-schools-biology","read_bundle":"GET https://miscsubjects.com/api/articles/oip-schools-biology/bundle","read_bundle_markdown":"GET https://miscsubjects.com/api/articles/oip-schools-biology/bundle?format=markdown","search_related":"GET https://miscsubjects.com/api/search?q=natural+selection"},"examples":[{"description":"Read the Biologists article as HTML","curl":"curl -s 'https://miscsubjects.com/a/oip-schools-biology'"},{"description":"Read the full machine bundle (article + schema + metadata) as JSON","curl":"curl -s 'https://miscsubjects.com/api/articles/oip-schools-biology/bundle'"}],"test_questions":["What are the three ingredients required for natural selection, and what does each one mean?","What did Darwin and Wallace prove independently in 1858, and where was their paper presented?","What is autopoiesis, who introduced it, and what is the closed production cycle of a cell?","What is the Price equation, who derived it, and in what year?","What is neural Darwinism, who proposed it, and how does reentrant mapping work?","What is the difference between a replicator and a vehicle in Dawkins's framework?","What is evolutionary epistemology, and how does it apply to scientific knowledge?"],"dependencies":["oip","oip-what-is-object","oip-schools-physics"],"scoring_rubric":{"json_clarity":"Can the model identify all biologists, their contributions, years, and the convergence points from the schema and article?","english_clarity":"Can a zero-context reader explain natural selection, autopoiesis, the selfish gene, neural Darwinism, and evolutionary epistemology without guessing?","operability":"Can the model compose the exact curl for reading the article and the bundle?"}}},{"slug":"oip-schools-cybernetics","title":"\"The Cyberneticians: Feedback, Variety, and the Edge of Chaos\"","human_page":"https://miscsubjects.com/a/oip-schools-cybernetics","bundle_markdown":"https://miscsubjects.com/api/articles/oip-schools-cybernetics/bundle?format=markdown","machine_schema":{"definitions":{"feedback":"A process in which a system senses its own output and uses that information to modify its future behavior; can be negative (stabilizing) or positive (amplifying).","cybernetics":"The study of systems that regulate themselves through feedback and communication, whether in animals, machines, or organizations; coined by Norbert Wiener in 1948.","requisite variety":"A principle formulated by W. Ross Ashby stating that a system must possess at least as many internal states as the environment has disturbances it must control; only variety can destroy variety.","autopoiesis":"The property of a living system to continuously produce the components that sustain its own network; self-creation as a defining characteristic of life.","self-organized_criticality":"The tendency of certain systems to spontaneously evolve to a critical state on the border between order and chaos, producing power-law-distributed events without external tuning.","edge_of_chaos":"The critical boundary between ordered, frozen behavior and chaotic, random behavior, where complex systems exhibit maximal information processing and adaptation.","power_law":"A mathematical relationship where the probability of an event of size x is proportional to x raised to a constant negative exponent; produces scale-invariant distributions with no characteristic scale.","scale_free_network":"A network whose degree distribution follows a power law, characterized by a few highly connected hubs and many sparsely connected nodes, with no typical scale.","small_world_network":"A network that exhibits both high local clustering and short global path lengths, achieved by adding a small fraction of random long-range connections to a regular lattice.","neuronal_avalanche":"Cascades of neural activity observed in cortex with sizes following a power-law distribution, first measured by Beggs and Plenz in 2003, indicating self-organized criticality in the brain."},"routes":{"POST /api/dispatch":"Invoke a cybernetic system action; body must contain an exact tool tag and the complete argument payload, dispatched via the directory row's target URL.","GET /api/directory/{key}":"Retrieve the full row definition, contract, target URL, and prompts for a named cybernetic tool or system.","POST /api/directory/{key}":"Update the contract or prompt for a directory row; pushes changes to the live system without redeploy.","GET /api/inventory":"Return a complete list of every file, R2 object, KV entry, and D1 row reachable by the system, with read, edit, and delete flags."},"examples":["A thermostat maintaining room temperature at 20 degrees Celsius uses negative feedback: it senses deviation, activates heating, and returns to the set point. If the thermostat had only two states (on/off) and the environment included drafts, humidity, and sunlight, its internal variety would be insufficient to control the environment — an illustration of Ashby's Law of Requisite Variety.","Beggs and Plenz recorded electrical activity from rat cortical slices on 60-electrode arrays spaced 200 micrometers apart, observing neuronal avalanches with a size distribution following a power law with exponent -1.5. This matched the critical branching process predicted by self-organized criticality, indicating the brain operates at the edge of chaos to maximize information transmission per spike."],"test_questions":["What is the difference between negative and positive feedback, and which did Wiener's anti-aircraft gun-control system rely on?","State Ashby's Law of Requisite Variety in your own words and give a historical example of a system that failed because it violated this law.","What quantitative evidence supports the claim that the brain operates at the edge of chaos?"],"dependencies":["oip-schools-thermodynamics","oip-schools-mechanics","oip-schools-information","oip-schools-complexity"],"scoring_rubric":{"depth_of_coverage":{"weight":0.25,"criteria":"Demonstrates understanding of feedback, requisite variety, autopoiesis, self-organized criticality, and the edge of chaos as an interconnected framework."},"quantitative_accuracy":{"weight":0.25,"criteria":"Correctly cites specific measurements (avalanche exponent -1.5, K=2, p=0.01, power-law exponents) and distinguishes them from approximate claims."},"conceptual_clarity":{"weight":0.25,"criteria":"Explains every term from first principles, defining it inline for a reader with no assumed knowledge of cybernetics or systems theory."},"what_it_is_not":{"weight":0.15,"criteria":"Correctly identifies at least three misconceptions the cybernetic grain does NOT represent (fixed laws, blueprint, single universal law)."},"machine_schema_completeness":{"weight":0.1,"criteria":"All required fields present: definitions, routes, examples, test_questions, dependencies, scoring_rubric."}}}},{"slug":"oip-the-ladder","title":"\"The Ladder: From Difference to Mind\"","human_page":"https://miscsubjects.com/a/oip-the-ladder","bundle_markdown":"https://miscsubjects.com/api/articles/oip-the-ladder/bundle?format=markdown","machine_schema":{"definitions":{"gradient":"A spatial variation in a measurable quantity such that the value changes from one location to another; the driver of all physical flow.","flux":"The rate of flow of a quantity per unit area per unit time, expressed generically as negative conductivity multiplied by the gradient.","conductivity":"A material-specific coefficient that quantifies how readily a substance permits the flow of heat, particles, charge, or fluid under a gradient.","entropy":"A measure of the number of equivalent microscopic configurations consistent with a system's macroscopic state, or equivalently the degree to which a gradient has been flattened.","dissipation":"The process by which a gradient is converted into unstructured thermal motion, increasing the total entropy of the system.","structure":"A spatial configuration of matter that persists because flow through it erases the driving gradient more efficiently than unstructured flow would.","memory":"A physical structure that encodes information about past states in a form that can be read by current flow and maintained through a store-degrade-detect-repair loop.","self_replicating":"A system capable of producing copies of itself using information stored within itself, subject to an error threshold that must not be exceeded.","critical_seam":"The boundary between error and accuracy where the mutation rate is high enough to generate variation but low enough to preserve memory; the operating point of life.","phi":"Integrated information, denoted Φ, the minimum over all partitions of the mutual information between a system and its own past state; a measure of the unity and differentiation of a conscious system.","teleological":"Relating to an explanation by reference to a purpose or end goal; the ladder is explicitly not teleological.","thermodynamic":"Relating to the statistical mechanics of energy, entropy, and equilibrium; the direction of the ladder is thermodynamic, not purposeful."},"routes":{"GET /api/patterns":"List all eight patterns including difference, flow, structure, memory, life, mind, and their extensions.","GET /api/patterns/:slug":"Retrieve the full article, definitions, and machine schema for a single pattern by its slug.","POST /api/dispatch":"Invoke a pattern by sending a natural-language message; the router resolves the intent to the appropriate tool or pattern.","GET /api/ledger":"Retrieve the event log of all pattern invocations, gradient detections, and system responses for audit and verification."},"examples":[{"title":"Riverbed as Structure","description":"Water flowing downhill erodes soil and rock, creating channels. The channels are structure because they concentrate flow and accelerate the dissipation of the elevation gradient more efficiently than uniform sheet flow would. A riverbed persists for millennia because it is the most efficient path for the water to take."},{"title":"Human Brain as Mind","description":"The brain weighs 1.4 kg (2% of body mass), consumes 20 W (20% of resting energy), contains 86 billion neurons and 10^14 synapses. It models the environment and itself, enabling prediction and control. Under Integrated Information Theory, its phi is high because its states are both highly differentiated and irreducible to independent parts."}],"test_questions":["Why does the ladder have a thermodynamic direction rather than a teleological goal? Explain in terms of gradient dissipation and entropy production.","Calculate the Landauer cost of erasing one bit at 300 K and explain why this cost implies that information is physical.","What is the error threshold in Eigen's quasi-species model, and why does life operate just below it rather than safely above or far below?"],"dependencies":["oip-difference","oip-flow","oip-structure","oip-memory","oip-life","oip-mind"],"scoring_rubric":{"comprehension":{"excellent":"Can explain each rung with its physical laws, quantities, and the transition to the next rung without reference to purpose or design.","good":"Can identify the six rungs and state the general direction of the ladder, with minor errors in physical laws or quantities.","fair":"Can name the rungs but confuses the mechanisms or introduces teleological language.","poor":"Cannot distinguish the rungs or treats the ladder as a hierarchy of moral value."},"application":{"excellent":"Can identify a novel system and map it to the 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Bulk/reference data lives outside the repo and is reached by API.","inventory":"https://miscsubjects.com/api/inventory","read_write":"https://miscsubjects.com/api/file/<path>"},{"name":"Ledger and receipts","human":"The ledger is proof and memory: events, invocations, turns, requests, responses, receipts, replay, and repair.","events":"https://miscsubjects.com/admin/ledger?data=1&limit=50","invocations":"https://miscsubjects.com/api/invocations","receipt":"https://miscsubjects.com/api/dispatch?receipt=inv_ID"},{"name":"Self-test","human":"The build proves claimed behavior by running natural-language questions through the real route and scoring the reply.","admin":"https://miscsubjects.com/admin/selftest","api":"https://miscsubjects.com/api/selftest","workflow":"https://miscsubjects.com/wf/selftest/trigger"},{"name":"Deploy","human":"Code changes go live through Cloudflare Pages deploy. The root redirect is protected and not part of OIP cleanup.","command":"wrangler pages deploy public --project-name=loop-safe-miscsubjects"}],"shelves":[{"kind":"api","slug":"oip-apis","article":"https://miscsubjects.com/a/oip-apis","machine":"https://miscsubjects.com/api/dispatch?map=apis&format=markdown","systems":18,"capabilities":303,"examples":[{"system":"CF","count":112,"article":"https://miscsubjects.com/a/oip-system-cf","machine":"https://miscsubjects.com/api/dispatch?map=CF&format=markdown"},{"system":"BLOOIO","count":65,"article":"https://miscsubjects.com/a/oip-system-blooio","machine":"https://miscsubjects.com/api/dispatch?map=BLOOIO&format=markdown"},{"system":"STRIPE","count":61,"article":"https://miscsubjects.com/a/oip-system-stripe","machine":"https://miscsubjects.com/api/dispatch?map=STRIPE&format=markdown"},{"system":"PAYMENTS","count":11,"article":"https://miscsubjects.com/a/oip-system-payments","machine":"https://miscsubjects.com/api/dispatch?map=PAYMENTS&format=markdown"},{"system":"GOOGLE","count":8,"article":"https://miscsubjects.com/a/oip-system-google","machine":"https://miscsubjects.com/api/dispatch?map=GOOGLE&format=markdown"},{"system":"KV","count":7,"article":"https://miscsubjects.com/a/oip-system-kv","machine":"https://miscsubjects.com/api/dispatch?map=KV&format=markdown"},{"system":"ARCADS","count":6,"article":"https://miscsubjects.com/a/oip-system-arcads","machine":"https://miscsubjects.com/api/dispatch?map=ARCADS&format=markdown"},{"system":"GITHUB","count":6,"article":"https://miscsubjects.com/a/oip-system-github","machine":"https://miscsubjects.com/api/dispatch?map=GITHUB&format=markdown"}]},{"kind":"cli","slug":"oip-clis","article":"https://miscsubjects.com/a/oip-clis","machine":"https://miscsubjects.com/api/dispatch?map=clis&format=markdown","systems":2,"capabilities":46,"examples":[{"system":"CLI","count":45,"article":"https://miscsubjects.com/a/oip-system-cli","machine":"https://miscsubjects.com/api/dispatch?map=CLI&format=markdown"},{"system":"NPM","count":1,"article":"https://miscsubjects.com/a/oip-system-npm","machine":"https://miscsubjects.com/api/dispatch?map=NPM&format=markdown"}]},{"kind":"mcp","slug":"oip-mcps","article":"https://miscsubjects.com/a/oip-mcps","machine":"https://miscsubjects.com/api/dispatch?map=mcps&format=markdown","systems":1,"capabilities":11,"examples":[{"system":"MCP","count":11,"article":"https://miscsubjects.com/a/oip-system-mcp","machine":"https://miscsubjects.com/api/dispatch?map=MCP&format=markdown"}]},{"kind":"device","slug":"oip-devices","article":"https://miscsubjects.com/a/oip-devices","machine":"https://miscsubjects.com/api/dispatch?map=devices&format=markdown","systems":4,"capabilities":63,"examples":[{"system":"LOCAL","count":41,"article":"https://miscsubjects.com/a/oip-system-local","machine":"https://miscsubjects.com/api/dispatch?map=LOCAL&format=markdown"},{"system":"PHONE","count":10,"article":"https://miscsubjects.com/a/oip-system-phone","machine":"https://miscsubjects.com/api/dispatch?map=PHONE&format=markdown"},{"system":"BROWSER","count":9,"article":"https://miscsubjects.com/a/oip-system-browser","machine":"https://miscsubjects.com/api/dispatch?map=BROWSER&format=markdown"},{"system":"DESKTOP","count":3,"article":"https://miscsubjects.com/a/oip-system-desktop","machine":"https://miscsubjects.com/api/dispatch?map=DESKTOP&format=markdown"}]},{"kind":"model","slug":"oip-models","article":"https://miscsubjects.com/a/oip-models","machine":"https://miscsubjects.com/api/dispatch?map=models&format=markdown","systems":8,"capabilities":44,"examples":[{"system":"AGENT","count":12,"article":"https://miscsubjects.com/a/oip-system-agent","machine":"https://miscsubjects.com/api/dispatch?map=AGENT&format=markdown"},{"system":"GROK","count":10,"article":"https://miscsubjects.com/a/oip-system-grok","machine":"https://miscsubjects.com/api/dispatch?map=GROK&format=markdown"},{"system":"BUILDER","count":7,"article":"https://miscsubjects.com/a/oip-system-builder","machine":"https://miscsubjects.com/api/dispatch?map=BUILDER&format=markdown"},{"system":"ASK","count":4,"article":"https://miscsubjects.com/a/oip-system-ask","machine":"https://miscsubjects.com/api/dispatch?map=ASK&format=markdown"},{"system":"KIMI","count":4,"article":"https://miscsubjects.com/a/oip-system-kimi","machine":"https://miscsubjects.com/api/dispatch?map=KIMI&format=markdown"},{"system":"VOICE","count":4,"article":"https://miscsubjects.com/a/oip-system-voice","machine":"https://miscsubjects.com/api/dispatch?map=VOICE&format=markdown"},{"system":"GEMINI","count":2,"article":"https://miscsubjects.com/a/oip-system-gemini","machine":"https://miscsubjects.com/api/dispatch?map=GEMINI&format=markdown"},{"system":"XAI","count":1,"article":"https://miscsubjects.com/a/oip-system-xai","machine":"https://miscsubjects.com/api/dispatch?map=XAI&format=markdown"}]},{"kind":"core","slug":"oip-core","article":"https://miscsubjects.com/a/oip-core","machine":"https://miscsubjects.com/api/dispatch?map=core&format=markdown","systems":156,"capabilities":292,"examples":[{"system":"SKILL","count":12,"article":"https://miscsubjects.com/a/oip-system-skill","machine":"https://miscsubjects.com/api/dispatch?map=SKILL&format=markdown"},{"system":"LEADS","count":9,"article":"https://miscsubjects.com/a/oip-system-leads","machine":"https://miscsubjects.com/api/dispatch?map=LEADS&format=markdown"},{"system":"OIP","count":9,"article":"https://miscsubjects.com/a/oip-system-oip","machine":"https://miscsubjects.com/api/dispatch?map=OIP&format=markdown"},{"system":"SET","count":7,"article":"https://miscsubjects.com/a/oip-system-set","machine":"https://miscsubjects.com/api/dispatch?map=SET&format=markdown"},{"system":"AUTOMATE","count":6,"article":"https://miscsubjects.com/a/oip-system-automate","machine":"https://miscsubjects.com/api/dispatch?map=AUTOMATE&format=markdown"},{"system":"LAWS","count":6,"article":"https://miscsubjects.com/a/oip-system-laws","machine":"https://miscsubjects.com/api/dispatch?map=LAWS&format=markdown"},{"system":"PAGES","count":6,"article":"https://miscsubjects.com/a/oip-system-pages","machine":"https://miscsubjects.com/api/dispatch?map=PAGES&format=markdown"},{"system":"TASK","count":6,"article":"https://miscsubjects.com/a/oip-system-task","machine":"https://miscsubjects.com/api/dispatch?map=TASK&format=markdown"}]}],"article_pattern":{"root":"https://miscsubjects.com/a/oip","shelf":"https://miscsubjects.com/a/oip-apis","system":"https://miscsubjects.com/a/oip-system-github","capability":"https://miscsubjects.com/a/oip-capability-github-list-issues","bundle":"https://miscsubjects.com/api/articles/oip/bundle?format=markdown"},"proof_contract":"Nothing is working unless the reply includes real tool output from the build and a receipt or ledger line that proves what ran."},"how_to_do_anything":[{"step":"orient","human":"If cold, read the OIP root article or the orient endpoint.","machine":"https://miscsubjects.com/api/dispatch?orient=1&format=markdown"},{"step":"ask","human":"Say the desired action in plain language and let the build return the exact matching object.","machine":"https://miscsubjects.com/api/dispatch?ask=<what you want>"},{"step":"read","human":"Open the object article or machine document before invoking it.","machine":"https://miscsubjects.com/api/dispatch?key=<KEY>&format=markdown"},{"step":"invoke","human":"Use owner auth or a scoped Tap & Go drop. Opening the invoke URL is enough.","machine":"https://miscsubjects.com/api/dispatch?invoke=<KEY>&body=<ARGS>&share=<TOKEN>"},{"step":"prove","human":"Open the receipt and answer from the recorded result, not from intention.","machine":"https://miscsubjects.com/api/dispatch?receipt=inv_ID&share=<TOKEN>"},{"step":"repair","human":"If the result is wrong, repair the recorded invocation so lineage stays attached.","machine":"POST https://miscsubjects.com/api/dispatch {key, body, repairs:'inv_ID'}"}],"build_self":{"protocol":"OIP","version":"0.6","kind":"build-self","principle":"With the terminal key you hold the whole build. Every tier below says how to READ it and how to ALTER it, and links to a self-describing sub-index. From here you can reach and change any page, capability, prompt, article, or turn. Read a target's _self, then use its alter REST. Every write is ledgered.","auth":"terminal key present. Public callers get only the content tier; everything else needs x-terminal-key (header) or ?terminal_key=<KEY> in the URL.","edit_access":"The terminal key is edit/act access to the whole build. POST https://miscsubjects.com/api/dispatch {key, body} runs any registered capability — articles, prompts, messages, images, deploy, etc. GET https://miscsubjects.com/api/dispatch?registry=1 for every function; GET https://miscsubjects.com/api/dispatch?key=<KEY> for one.","delegated_access":"A GET-only tool is enough to ACT — acting = opening a URL: GET https://miscsubjects.com/api/dispatch?invoke=KEY&body=<args>&share=<TOKEN> (texts, images, CLI, deploy — no POST needed). READ token = browse only; WRITE (act) token = invoke via ?invoke= (or POST). Owner mints: ?mint_share=1&scope=read|act.","resume":"https://miscsubjects.com/api/dispatch?resume=1  — fresh session? start here: what was just being worked on, derived from the ledger, no handoff.","topology":{"what":"A Cloudflare Pages app at miscsubjects.com. Code on GitHub; state in D1 + KV + R2; agents run on the Mac bridge, the edge, and sibling Workers.","repo":"https://github.com/massoumicyrus/miscsubjects-pages (branch main)","read_a_file":"raw: https://raw.githubusercontent.com/massoumicyrus/miscsubjects-pages/main/<path>  ·  or POST /api/dispatch {key:'LOCAL_READ', body:'<path>'} for the live file on the Mac","deploy":"Cloudflare Pages project loop-safe-miscsubjects; production https://miscsubjects.com","storage":{"articles_and_directory":"D1 loop-content-spine (binding DB) — articles, claims, sources, and the directory (capabilities + prompts)","ledger":"D1 loop-shared-events (binding LEDGER) — events + invocations (every turn and every call)","kv":"binding KV","assets":"R2 miscsubjects-ledger (binding R2), public at /img/..."},"articles":{"list":"https://miscsubjects.com/api/articles?slim=1&limit=80","one":"https://miscsubjects.com/api/articles/<slug>","public_page":"https://miscsubjects.com/a/<slug>","bundle":"https://miscsubjects.com/api/articles/<slug>/bundle?format=markdown","create":"POST https://miscsubjects.com/api/articles {slug,title,subject}","set_slot":"POST https://miscsubjects.com/api/articles/<slug>/set {slot_key, content} (manual override; ledgered)","compose_slot":"POST https://miscsubjects.com/api/articles/<slug>/compose {slot_key, brief}  (delegates to PROTOCOL_WRITE)"},"images":"POST https://miscsubjects.com/api/dispatch {key:'GROK_IMAGE', body:'<prompt>'} — returns an image URL (R2)"},"how_to_alter_anything":"content -> POST /api/protocol/{ingest,claim,ask}. a capability or an agent/writer prompt -> PATCH /api/directory/<KEY> {content}. run anything -> POST /api/dispatch {key, body, actor}.","invariants":["Every capability is an invokable object with a _self; nothing is hidden.","Every write is ledgered with actor + cost + material/waste.","Knowledge lives in objects; reasoning lives in models; history lives in the ledger.","Memory prevails over code; changing memory or code each needs permission.","Derived views (voxels, invocations) are computed from what actually ran, so they stay in sync.","This index links the sub-indexes; fetch specifics from them."],"tool_self_check":{"headline":"Opening a URL here executes and returns a receipt — reading and acting are the same move. Prove it before deciding what you can do: open ?ping=1&share=<TOKEN> and you'll get ran:true + a receipt.","rule":"If any tool you have opens a URL (web_open_url, browser, web_fetch, curl, fetch), you can act — GET is enough, no POST or HTTP client required. Confirm empirically with the ping URL rather than assuming.","step_0":"web_fetch, web_open_url, browse, browser, curl, shell, terminal, run_command, code_interpreter, MCP HTTP_FETCH, miscsubjects dispatch, CF_MAIN_EXECUTE.","act_rule":"Prove-it first: open https://miscsubjects.com/api/dispatch?ping=1&share=<TOKEN> → a live receipt (ran:true, proof.ok, inv_ id). Then act the same way on anything: https://miscsubjects.com/api/dispatch?invoke=KEY&body=<url-encoded args>&share=<TOKEN>. Find the exact call for any request: https://miscsubjects.com/api/dispatch?ask=<what you want>&share=<TOKEN>. Every call returns a receipt; a failure says ran:false, so you never guess whether it worked. (Links are long — copy the whole thing, tail included.)","json_rule":"JSON body or a 'POST-only' endpoint? You STILL don't need POST. Two ways over GET: (1) url-encode the JSON straight into &body= — e.g. ?invoke=PROTOCOL_WRITE&body=%7B%22mode%22%3A%22write%22%2C%22topic%22%3A%22x%22%7D; (2) use the row's pipe args — a|b|c. Every write has a GET row: edit a prompt/capability = ?invoke=DIR_PATCH&body=<KEY>|{\"content\":\"...\"}; write or revise an article = ?invoke=PROTOCOL_WRITE&body=<url-encoded JSON {mode,slug,topic,feedback}>; ingest evidence = ?invoke=ARTICLE_INGEST&body=<slug>|<text>. Don't POST to a raw endpoint — open the row's ?invoke= URL. Find the exact one with ?ask=.","if_any_match":"You can act. Open the handoff URL, then use ?invoke= / ?ask= URLs to do the work. Report each result's receipt.","if_zero_http":"Only if NOTHING you have can open a URL: say so plainly and work from this blob; do not invent live state.","proof_first_url":"https://miscsubjects.com/api/handoff?format=markdown&share=<TOKEN>"},"automation":{"what":"Event hooks ledger what happened; configurable dispatch-on-turn is a pending build item.","article_created":"ARTICLE_CREATED — fires once when a new article row is created","turn_complete":"TURN_COMPLETE — fires after each CLI turn (grok/cc) lands in agent_turns","not_shipped":"every-N-turns auto-dispatch, Kimi CLI parity, auto-adversarial audit on every turn"},"read_order":["who you're working for (§PROFILE) — /api/dispatch?profile=1","session capability check (§TOOLS)","unified handoff (content + backend) — /api/handoff?format=markdown","build-self (this)","content system-map — /api/articles/system-map?format=markdown","OIP capability tree — /api/dispatch?map=1&format=markdown","admin pages index (derived) — /api/admin/self","capability registry — /api/dispatch?registry=1","ask the build — /api/dispatch?ask=<question>","one capability's _self — /api/dispatch?key=<KEY>","one admin page's _self — /api/admin/self?page=<id>","turns — /admin/ledger?cards=1","architecture — /admin/ledger?voxels=1&html=1"],"proof_chain":[{"step":1,"claim":"The build is two self-answering tiers: content (public) and admin (terminal-key).","verify":"https://miscsubjects.com/api/articles/system-map"},{"step":2,"claim":"Every capability self-describes and is invokable.","verify":"https://miscsubjects.com/api/dispatch?registry=1"},{"step":3,"claim":"You can ask the build, in plain language, what to use.","verify":"https://miscsubjects.com/api/dispatch?ask=send+a+text"},{"step":4,"claim":"Every turn and payload is in the ledger — you can see what any model did.","verify":"https://miscsubjects.com/admin/ledger?cards=1&limit=5"},{"step":5,"claim":"The build audits its own architecture (orphans/fragile/hot), derived from the ledger.","verify":"https://miscsubjects.com/admin/ledger?voxels=1&html=1"},{"step":6,"claim":"Prompts are directory rows; read via ?key, change via PATCH /api/directory/<KEY>.","verify":"https://miscsubjects.com/api/dispatch?key=ROUTER"},{"step":7,"claim":"Every admin page self-describes; the map is derived from /api/admin/self.","verify":"https://miscsubjects.com/api/admin/self"},{"step":8,"claim":"Content and backend are unified for any model — one handoff URL + token.","verify":"https://miscsubjects.com/api/handoff?format=markdown"}],"tiers":{"content":{"what":"Peptide evidence articles as voxel graphs of tiered, hash-chained claims — public, self-explaining.","map":"https://miscsubjects.com/api/articles/system-map?format=markdown","one_article":"https://miscsubjects.com/api/articles/<slug>/bundle?format=markdown","edit_history":"https://miscsubjects.com/api/articles/<slug>?rev=<n>","ask":"POST https://miscsubjects.com/api/protocol/ask {slug, question}","alter":"POST https://miscsubjects.com/api/protocol/ingest | /api/protocol/claim","public":true},"capability":{"what":"Every build capability is a self-describing, invokable object (OIP), reachable through the recursive tree.","tree":"https://miscsubjects.com/api/dispatch?map=1&format=markdown","system_article":"https://miscsubjects.com/api/dispatch?map=<SYSTEM>&format=markdown","registry":"https://miscsubjects.com/api/dispatch?registry=1","one":"https://miscsubjects.com/api/dispatch?key=<KEY>&format=markdown","ask":"https://miscsubjects.com/api/dispatch?ask=<natural language question>","invoke":"POST https://miscsubjects.com/api/dispatch {key, body, actor}","history":"https://miscsubjects.com/api/invocations","architecture":"https://miscsubjects.com/admin/ledger?voxels=1&html=1"},"turns":{"what":"Every turn — what I said, what the agent said, what it did, with raw payloads. This is how you see what another model just did.","cards":"https://miscsubjects.com/admin/ledger?cards=1&limit=20","one_turn":"https://miscsubjects.com/admin/ledger?cards=1&card_id=<trace_id>","by_agent":"https://miscsubjects.com/admin/ledger?cards=1&service=claude-cli  (or grok-cli, kimi-cli)","chronology":"https://miscsubjects.com/admin/ledger?data=1&limit=100","one_event_full_raw":"https://miscsubjects.com/admin/ledger/<event_id>?data=1","bundle":"https://miscsubjects.com/admin/ledger?bundle=1"},"prompts":{"what":"Agent + writer prompts are directory rows of type 'agent'. Reading a prompt = reading its object; editing it = patching its content.","find":"https://miscsubjects.com/api/dispatch?ask=<writer | router | editor ...>","read":"https://miscsubjects.com/api/dispatch?key=<KEY>","edit":"PATCH https://miscsubjects.com/api/directory/<KEY> {content}"},"admin":{"what":"The terminal-key-gated cockpit. Each page emits its own _self; this map is derived from GET /api/admin/self — not hand-curated.","map":"https://miscsubjects.com/api/admin/self","map_markdown":"https://miscsubjects.com/api/admin/self?format=markdown","pages":[{"id":"directory","name":"Directory","path":"/admin/directory","read":"https://miscsubjects.com/admin/directory","self":"https://miscsubjects.com/api/admin/self?page=directory","alter":"PATCH https://miscsubjects.com/api/directory/<KEY> {content}","what":"Every capability row + prompt — browse, search, open one key."},{"id":"directory_key","name":"Directory row","path":"/admin/directory/<key>","read":"https://miscsubjects.com/admin/directory/<key>","self":"https://miscsubjects.com/api/admin/self?page=directory_key","alter":"PATCH https://miscsubjects.com/api/directory/<KEY> {content}","what":"One capability or agent prompt — read content, invoke, edit."},{"id":"directory_graph","name":"Directory graph","path":"/admin/directory/graph","read":"https://miscsubjects.com/admin/directory/graph","self":"https://miscsubjects.com/api/admin/self?page=directory_graph","what":"Visual graph of directory rows and relationships."},{"id":"directory_models","name":"Models","path":"/admin/directory/models","read":"https://miscsubjects.com/admin/directory/models","self":"https://miscsubjects.com/api/admin/self?page=directory_models","what":"Model registry tied to directory ASK_* and provider rows."},{"id":"directory_new","name":"New directory row","path":"/admin/directory/new","read":"https://miscsubjects.com/admin/directory/new","self":"https://miscsubjects.com/api/admin/self?page=directory_new","alter":"POST https://miscsubjects.com/api/directory {key,type,content}","what":"Create a new capability / agent / flow row."},{"id":"ledger","name":"Ledger","path":"/admin/ledger","read":"https://miscsubjects.com/admin/ledger?cards=1&limit=20","self":"https://miscsubjects.com/api/admin/self?page=ledger","what":"Turns, state cards, chronology, voxels, bundles — every payload in/out."},{"id":"ledger_event","name":"Ledger event","path":"/admin/ledger/<id>","read":"https://miscsubjects.com/admin/ledger/<id>","self":"https://miscsubjects.com/api/admin/self?page=ledger_event","what":"One raw ledger event with full request/response."},{"id":"content_map","name":"Content map","path":"/admin/content-map","read":"https://miscsubjects.com/admin/content-map","self":"https://miscsubjects.com/api/admin/self?page=content_map","what":"Article graph — slugs, links, ontology slice."},{"id":"content_index","name":"Content index","path":"/admin/content","read":"https://miscsubjects.com/admin/content","self":"https://miscsubjects.com/api/admin/self?page=content_index","what":"Admin lens over published articles."},{"id":"content_slug","name":"Content article","path":"/admin/content/<slug>","read":"https://miscsubjects.com/admin/content/<slug>","self":"https://miscsubjects.com/api/admin/self?page=content_slug","what":"One article admin view — slots, meta, editorial controls."},{"id":"map","name":"Map","path":"/admin/map","read":"https://miscsubjects.com/admin/map","self":"https://miscsubjects.com/api/admin/self?page=map","what":"Build topology map — Mac bridge, deploy, storage bindings."},{"id":"models_catalog","name":"Model catalog","path":"/admin/models-catalog","read":"https://miscsubjects.com/admin/models-catalog","self":"https://miscsubjects.com/api/admin/self?page=models_catalog","what":"Provider models available to the build."},{"id":"vault","name":"Vault","path":"/admin/vault","read":"https://miscsubjects.com/admin/vault","self":"https://miscsubjects.com/api/admin/self?page=vault","what":"Obsidian vault sync + session scan cron bounds."},{"id":"owner","name":"Owner","path":"/admin/owner","read":"https://miscsubjects.com/admin/owner","self":"https://miscsubjects.com/api/admin/self?page=owner","what":"Owner kernel — hash-chained boolean rules models read, cannot edit."},{"id":"dojo","name":"Dojo","path":"/admin/dojo","read":"https://miscsubjects.com/admin/dojo","self":"https://miscsubjects.com/api/admin/self?page=dojo","what":"Agent training / experiment surface."},{"id":"tasks","name":"Tasks","path":"/admin/tasks","read":"https://miscsubjects.com/admin/tasks","self":"https://miscsubjects.com/api/admin/self?page=tasks","what":"Task queue + writer-queue work state."},{"id":"assets","name":"Assets","path":"/admin/assets","read":"https://miscsubjects.com/admin/assets","self":"https://miscsubjects.com/api/admin/self?page=assets","what":"R2 / image assets lens."},{"id":"generate","name":"Generate","path":"/admin/generate","read":"https://miscsubjects.com/admin/generate","self":"https://miscsubjects.com/api/admin/self?page=generate","what":"Generation controls for content/assets."},{"id":"cloaker","name":"Cloaker","path":"/admin/cloaker","read":"https://miscsubjects.com/admin/cloaker","self":"https://miscsubjects.com/api/admin/self?page=cloaker","what":"Root-domain cloaker settings — money page vs safe page."},{"id":"selftest","name":"Self-Test","path":"/admin/selftest","read":"https://miscsubjects.com/admin/selftest","self":"https://miscsubjects.com/api/admin/self?page=selftest","what":"Graded self-test suite — build health checks."},{"id":"agents","name":"Agents","path":"/admin/agents","read":"https://miscsubjects.com/admin/agents","self":"https://miscsubjects.com/api/admin/self?page=agents","what":"CLI agent team room + spawn controls."},{"id":"cc","name":"Claude Code","path":"/admin/cc","read":"https://miscsubjects.com/admin/cc","self":"https://miscsubjects.com/api/admin/self?page=cc","what":"Claude Code session lens."},{"id":"grok","name":"Grok CLI","path":"/admin/grok","read":"https://miscsubjects.com/admin/grok","self":"https://miscsubjects.com/api/admin/self?page=grok","what":"Grok CLI session lens — grok_turns, same shape as Claude Code."},{"id":"kimi","name":"Kimi CLI","path":"/admin/kimi","read":"https://miscsubjects.com/admin/kimi","self":"https://miscsubjects.com/api/admin/self?page=kimi","what":"Kimi CLI session lens — kimi_turns, same shape as Grok/Claude."},{"id":"handoff","name":"Unified handoff","path":"/api/handoff","read":"https://miscsubjects.com/api/handoff?format=markdown","self":"https://miscsubjects.com/api/admin/self?page=handoff","what":"Content + backend in one self-explaining URL for any model + share token."},{"id":"manual","name":"Manual","path":"/admin/manual","read":"https://miscsubjects.com/admin/manual","self":"https://miscsubjects.com/api/admin/self?page=manual","what":"Operator manual — REST inventory for the build."},{"id":"run","name":"Run","path":"/admin/run","read":"https://miscsubjects.com/admin/run","self":"https://miscsubjects.com/api/admin/self?page=run","what":"Dispatch runner — fire directory rows from admin."},{"id":"trace","name":"Trace","path":"/admin/trace","read":"https://miscsubjects.com/admin/trace","self":"https://miscsubjects.com/api/admin/self?page=trace","what":"Trace id lookup — one conversation thread."},{"id":"pages","name":"Pages","path":"/admin/pages","read":"https://miscsubjects.com/admin/pages","self":"https://miscsubjects.com/api/admin/self?page=pages","what":"CMS-style pages admin."},{"id":"pages_slug","name":"Page","path":"/admin/pages/<slug>","read":"https://miscsubjects.com/admin/pages/<slug>","self":"https://miscsubjects.com/api/admin/self?page=pages_slug","what":"One CMS page edit view."},{"id":"seed","name":"Seed","path":"/admin/seed","read":"https://miscsubjects.com/admin/seed","self":"https://miscsubjects.com/api/admin/self?page=seed","alter":"POST https://miscsubjects.com/api/protocol/write | /api/protocol/draft","what":"Article seed — generate, write, ledger tabs."},{"id":"pipeline","name":"Pipeline","path":"/admin/pipeline","read":"https://miscsubjects.com/admin/pipeline","self":"https://miscsubjects.com/api/admin/self?page=pipeline","what":"Read-only writer-queue prompt mirror per article slug."},{"id":"bind_secrets","name":"Bind secrets","path":"/admin/bind-secrets","read":"https://miscsubjects.com/admin/bind-secrets","self":"https://miscsubjects.com/api/admin/self?page=bind_secrets","what":"Cloudflare secrets store binding UI."}]}},"worked_examples":[{"q":"I can't open URLs — paste the handoff?","how":"List your tools first. If you have web_fetch / browser / curl / shell / MCP fetch → GET https://miscsubjects.com/api/handoff?format=markdown&share=<TOKEN> and report status+bytes. Ask for re-paste only after a failed fetch with tool name + error."},{"q":"I only have a share link and can open URLs — how do I DO anything?","how":"First ask, then open the run_now it gives you: GET https://miscsubjects.com/api/dispatch?ask=<what you want>&share=<TOKEN> → each match has a run_now URL you open directly. E.g. text Cyrus: ?invoke=SEND_BY_CHANNEL&body=blooio%7C%2B14155480666%7Chi&share=<TOKEN> (channel|recipient|text). Make an image: ?invoke=GROK_IMAGE&body=<prompt>&share=<TOKEN>. Run claude code: ?invoke=CLI_CLAUDE_CODE&body=<task>&share=<TOKEN>. Never guess args — GET ?key=<KEY> first; its run_now shows the exact shape."},{"q":"I'm a fresh session — what were we just working on?","how":"GET https://miscsubjects.com/api/dispatch?resume=1&format=markdown  (append &terminal_key=<KEY>, or &share=<TOKEN>, if you can't set headers)."},{"q":"Make an image for an article, and if I like it, add it.","how":"1) generate (URL-only ok): GET https://miscsubjects.com/api/dispatch?invoke=GROK_IMAGE&body=<image prompt>&share=<TOKEN> -> image URL.  2) add it via the writer: GET https://miscsubjects.com/api/dispatch?invoke=PROTOCOL_WRITE&body=<url-encoded {\"mode\":\"revise\",\"slug\":\"<slug>\",\"feedback\":\"add hero image <URL>\"}>&share=<TOKEN>. (There is no raw manual slot-set route — the writer places content.)"},{"q":"Why does Claude keep overwriting my protected widgets?","how":"1) GET https://miscsubjects.com/admin/ledger?cards=1&service=claude-cli&limit=100 and scan each turn's WHAT HAPPENED for edits to functions/_lib/widgets/* or functions/admin/ledger/index.js.  2) read the file: POST https://miscsubjects.com/api/dispatch {key:'LOCAL_READ', body:'functions/_lib/widgets/social.js'}, or GET https://raw.githubusercontent.com/massoumicyrus/miscsubjects-pages/main/functions/_lib/widgets/social.js.  3) cross-reference https://raw.githubusercontent.com/massoumicyrus/miscsubjects-pages/main/PROTECTED_WIDGETS.md."},{"q":"What do you think of what Claude just said?","how":"GET https://miscsubjects.com/admin/ledger?cards=1&limit=5 — the newest card is the last turn: channel · what I said · what the agent said · tools · WHAT HAPPENED."},{"q":"Why is this article's writer prompt boring, and fix it?","how":"GET https://miscsubjects.com/api/dispatch?ask=writer to find the writer object, GET https://miscsubjects.com/api/dispatch?key=<KEY> to read the exact prompt, PATCH https://miscsubjects.com/api/directory/<KEY> {content} to change it."},{"q":"That invocation was wrong — inspect it and fix it.","how":"1) read the receipt: GET https://miscsubjects.com/api/dispatch?receipt=<inv_id>&share=<TOKEN> — full recorded request + response + lineage. 2) re-fire as-was: POST {replay:'<inv_id>'}. 3) fire corrected + linked: POST {key:'<KEY>', body:'<fixed args>', repairs:'<inv_id>'} — the old receipt gains repaired_by, the new one carries repairs. Every invoke response includes its own links.receipt URL."},{"q":"Delegate ONE action to another model without broad credentials.","how":"Owner mints: GET https://miscsubjects.com/api/dispatch?mint_share=1&scope=row&key=<KEY>&ttl=600&uses=1&purpose=<why> → returns invoke_url + explain_url + fingerprint. Hand the model the URLs only. The model asks the URL what it can do: GET ?explain=1&share=<TOKEN>. It fires the one allowed row; anything else is denied and ledgered under the fingerprint. Kill early: GET ?revoke=cap_<fingerprint>."}],"governing_rules":{"what":"The owner kernel + laws that govern every agent's behavior.","agent_kernel":"https://miscsubjects.com/api/dispatch?key=ROUTER","content_constitution":"https://miscsubjects.com/api/articles/constitution"}},"machine_native_contract":{"read_article":"https://miscsubjects.com/a/oip-system-leads","read_bundle_markdown":"https://miscsubjects.com/api/articles/oip-system-leads/bundle?format=markdown","find_capability_from_plain_language":"https://miscsubjects.com/api/dispatch?ask=<what you want>","read_capability":"https://miscsubjects.com/api/dispatch?key=<KEY>&format=markdown","invoke_capability":"https://miscsubjects.com/api/dispatch?invoke=<KEY>&body=<ARGS>&share=<TOKEN>","verify_receipt":"https://miscsubjects.com/api/dispatch?receipt=inv_ID&share=<TOKEN>","repair_receipt":"POST https://miscsubjects.com/api/dispatch {key, body, repairs:'inv_ID'}"},"recursive_review_loop":{"purpose":"Cron sends OIP article bundles to fresh models and asks them to score machine JSON clarity and human English clarity separately.","cron_gate_kv":"oip_review_autorun=1","task_role":"oip-review","seed_endpoint":"POST https://miscsubjects.com/api/protocol/oip-seed {slugs?, models?}","run_endpoint":"POST https://miscsubjects.com/api/protocol/run?role=oip-review","review_endpoint":"POST https://miscsubjects.com/api/protocol/oip-review {slug, model}","write_endpoint":"POST https://miscsubjects.com/api/protocol/oip-write {slug, title?, why?, model?}","revise_endpoint":"POST https://miscsubjects.com/api/protocol/oip-revise {slug, model?}","self_correction":"A failing review queues oip-revise (new append-only article version). A subsidiary concept named by a reviewer that has no article queues oip-write (a model writes it, then it enters the review cycle).","ledger_key":"OIP_ARTICLE_REVIEW","review_questions":["How clear is the machine-native JSON to you as a model?","How clear is the English article body as an explanation of the JSON?","Could a zero-context human understand what this object is and how to use it?","Can the build operation described here be performed with curl? If yes, name the exact route shape. If no, name the missing shape.","Can this article explain how the object compares to MCP when MCP is relevant?","Which subsidiary concepts need their own OIP articles?","What concrete text or JSON field should be changed 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