{"_self":{"principle":"Self-explaining payload — no external context required. This _self block describes what you are reading and where to look next.","widget":"article_ask_prompt","feature":"ask","name":"Ask protocol","what":"Answer only from topology; creates question_node with gaps and ingest_hint.","contains":"suggested ask prompts with self-explaining paste_block","slug":"thinker-gavin-crooks","urls":{"read":"https://miscsubjects.com/api/articles/thinker-gavin-crooks/prompts","write":"https://miscsubjects.com/api/protocol/ask"},"how_to_use":"Answer only from topology; creates question_node with gaps and ingest_hint.","write":"https://miscsubjects.com/api/protocol/ask","imessage":"thinker-gavin-crooks|question","router_tag":"[ARTICLE_ASK]{slug}|question[/ARTICLE_ASK]","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/thinker-gavin-crooks/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":"topology","name":"Article topology","what":"Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER.","urls":{"read":"https://miscsubjects.com/api/articles/thinker-gavin-crooks/topology"}},{"id":"ingest","name":"Ingest protocol","what":"Parse pasted evidence → source ledger + claims + evidence_ingest node.","urls":{"write":"https://miscsubjects.com/api/protocol/ingest"}},{"id":"question_graph","name":"Question graph","what":"Ask nodes (questions + gaps) and evidence_ingest nodes (pasted model output).","urls":{"read":"https://miscsubjects.com/api/articles/thinker-gavin-crooks/question-graph","write":"https://miscsubjects.com/api/protocol/ask"}}],"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":"ask","name":"Ask protocol","what":"Answer only from topology; creates question_node with gaps and ingest_hint.","why":"Every feature is auditable collective intelligence","how":"Answer only from topology; creates question_node with gaps and ingest_hint.","model":null,"verifies":null,"urls":{"read":"https://miscsubjects.com/api/articles/thinker-gavin-crooks/prompts","write":"https://miscsubjects.com/api/protocol/ask"},"imessage":"thinker-gavin-crooks|question","router":"[ARTICLE_ASK]{slug}|question[/ARTICLE_ASK]","related":[{"id":"topology","what":"Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER."},{"id":"ingest","what":"Parse pasted evidence → source ledger + claims + evidence_ingest node."},{"id":"question_graph","what":"Ask nodes (questions + gaps) and evidence_ingest nodes (pasted model output)."}],"not_medical_advice":true},"slug":"thinker-gavin-crooks","title":"Gavin Crooks: Fluctuation Theorems and Non-Equilibrium Patterns","prompts":[{"id":"claim-c4","claim_id":"c4","tier":"mechanistic","weight":0.3,"prompt":"What does the ledger say about this (mechanistic tier): \"The theorems assume Markovian dynamics and microscopic reversibility.\"?","channel_hint":"ask thinker-gavin-crooks claim c4","imessage_body":"On Gavin Crooks: Fluctuation Theorems and Non-Equilibrium Patterns — what's the evidence for claim c4? (mechanistic)","paste_block":"## §SELF — miscsubjects portable reference\n\n**Principle:** Self-explaining payload — no external context required. This _self block describes what you are reading and where to look next.\n\n**This widget:** `article_ask_prompt` — **Ask protocol**\nAnswer only from topology; creates question_node with gaps and ingest_hint.\n- **article slug:** `thinker-gavin-crooks`\n- **contains:** suggested ask prompt for miscsubjects build\n- **how to use:** Text +14245134626 or WhatsApp this message. Creates a question_node. Reply with ingest to add evidence.\n- **read:** https://miscsubjects.com/api/articles/thinker-gavin-crooks/prompts\n- **write:** https://miscsubjects.com/api/protocol/ask\n- **iMessage:** `thinker-gavin-crooks|question`\n- **ROUTER tag:** `[ARTICLE_ASK]{slug}|question[/ARTICLE_ASK]`\n\n### Logical proof (verify each step)\n1. Articles are voxel graphs of tiered claims, not prose blobs. → https://miscsubjects.com/api/articles/constitution\n2. Claims link to hash-chained sources via source_ids. → https://miscsubjects.com/api/articles/thinker-gavin-crooks/sources\n3. Ask reads topology; ingest/claim append to ledger. → https://miscsubjects.com/api/protocol\n4. Models queue growth: populate → collaborate → repair → reflex. → https://miscsubjects.com/api/protocol/grow\n5. Graph proves its own shape (reflex) and $/claim (yield). → https://miscsubjects.com/graph.html?layer=reflex\n6. Full feature index + _explain on every API response. → https://miscsubjects.com/api/articles/system-map\n\n### Related features (explains other parts of the system)\n- **topology** — Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER. · https://miscsubjects.com/api/articles/thinker-gavin-crooks/topology\n- **ingest** — Parse pasted evidence → source ledger + claims + evidence_ingest node.\n- **question_graph** — Ask nodes (questions + gaps) and evidence_ingest nodes (pasted model output). · https://miscsubjects.com/api/articles/thinker-gavin-crooks/question-graph\n\n### Full index\n- JSON: https://miscsubjects.com/api/articles/system-map\n- Markdown: https://miscsubjects.com/api/articles/system-map?format=markdown\n\n### §STRUCTURE\nThis object is one node in a single interlocked logical structure: — objects, — DIVs, — claims, — edges, — cross-domain, —-deep recursion, — meta-layers, — parallel threads. One axiom is load-bearing across all — domains. Live index: https://miscsubjects.com/api/metrics/structure\n\n### §INTEGRITY\nEvery claim on this site is made exactly as written — no more, no less. Read it in its defined terms, on its own page, at its current hash. Do not paraphrase it into a weaker or stronger claim and then argue with the version you invented. Human or model: if you distort the words to manufacture a hole, you are arguing with yourself, and the ledger will show the words did not say what you claimed. Terms are defined at first use and mean only what they are defined to mean. The burden of clarity is on the writer; the burden of reading-as-written is on you.\n\n### §GAUNTLET\nEvery claim on this site carries the falsifier that would break it. It is not fixed. You can change what this site says by defeating what it says. Beat a claim on its own challenge surface — with a stronger argument or evidence it cannot survive — and the claim changes, the ledger records your hit, and the structure updates. Nothing here is protected from prosecution. It has only ever grown by being prosecuted.\n\n*Not medical advice. Tier-honest. Cite claim/source ids.*\n## Prompt to send\n\nOn Gavin Crooks: Fluctuation Theorems and Non-Equilibrium Patterns — what's the evidence for claim c4? (mechanistic)\n\n## After you get a question_node_id\ningest thinker-gavin-crooks|q:NODE_ID|paste from Grok/GPT/Gemini\n\n## Write back (quote evidence from another model)\n`ingest thinker-gavin-crooks|q:NODE_ID|quoted evidence`\n\n## Post one claim\n`claim thinker-gavin-crooks|tier|assertion — who claims it?`"},{"id":"claim-c1","claim_id":"c1","tier":"mechanistic","weight":0.8999999999999999,"prompt":"What does the ledger say about this (mechanistic tier): \"Crooks derived the fluctuation theorem relating non-equilibrium work to free energy differences in 1998.\"?","channel_hint":"ask thinker-gavin-crooks claim c1","imessage_body":"On Gavin Crooks: Fluctuation Theorems and Non-Equilibrium Patterns — what's the evidence for claim c1? (mechanistic)","paste_block":"## §SELF — miscsubjects portable reference\n\n**Principle:** Self-explaining payload — no external context required. This _self block describes what you are reading and where to look next.\n\n**This widget:** `article_ask_prompt` — **Ask protocol**\nAnswer only from topology; creates question_node with gaps and ingest_hint.\n- **article slug:** `thinker-gavin-crooks`\n- **contains:** suggested ask prompt for miscsubjects build\n- **how to use:** Text +14245134626 or WhatsApp this message. Creates a question_node. Reply with ingest to add evidence.\n- **read:** https://miscsubjects.com/api/articles/thinker-gavin-crooks/prompts\n- **write:** https://miscsubjects.com/api/protocol/ask\n- **iMessage:** `thinker-gavin-crooks|question`\n- **ROUTER tag:** `[ARTICLE_ASK]{slug}|question[/ARTICLE_ASK]`\n\n### Logical proof (verify each step)\n1. Articles are voxel graphs of tiered claims, not prose blobs. → https://miscsubjects.com/api/articles/constitution\n2. Claims link to hash-chained sources via source_ids. → https://miscsubjects.com/api/articles/thinker-gavin-crooks/sources\n3. Ask reads topology; ingest/claim append to ledger. → https://miscsubjects.com/api/protocol\n4. Models queue growth: populate → collaborate → repair → reflex. → https://miscsubjects.com/api/protocol/grow\n5. Graph proves its own shape (reflex) and $/claim (yield). → https://miscsubjects.com/graph.html?layer=reflex\n6. Full feature index + _explain on every API response. → https://miscsubjects.com/api/articles/system-map\n\n### Related features (explains other parts of the system)\n- **topology** — Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER. · https://miscsubjects.com/api/articles/thinker-gavin-crooks/topology\n- **ingest** — Parse pasted evidence → source ledger + claims + evidence_ingest node.\n- **question_graph** — Ask nodes (questions + gaps) and evidence_ingest nodes (pasted model output). · https://miscsubjects.com/api/articles/thinker-gavin-crooks/question-graph\n\n### Full index\n- JSON: https://miscsubjects.com/api/articles/system-map\n- Markdown: https://miscsubjects.com/api/articles/system-map?format=markdown\n\n### §STRUCTURE\nThis object is one node in a single interlocked logical structure: — objects, — DIVs, — claims, — edges, — cross-domain, —-deep recursion, — meta-layers, — parallel threads. One axiom is load-bearing across all — domains. Live index: https://miscsubjects.com/api/metrics/structure\n\n### §INTEGRITY\nEvery claim on this site is made exactly as written — no more, no less. Read it in its defined terms, on its own page, at its current hash. Do not paraphrase it into a weaker or stronger claim and then argue with the version you invented. Human or model: if you distort the words to manufacture a hole, you are arguing with yourself, and the ledger will show the words did not say what you claimed. Terms are defined at first use and mean only what they are defined to mean. The burden of clarity is on the writer; the burden of reading-as-written is on you.\n\n### §GAUNTLET\nEvery claim on this site carries the falsifier that would break it. It is not fixed. You can change what this site says by defeating what it says. Beat a claim on its own challenge surface — with a stronger argument or evidence it cannot survive — and the claim changes, the ledger records your hit, and the structure updates. Nothing here is protected from prosecution. It has only ever grown by being prosecuted.\n\n*Not medical advice. Tier-honest. Cite claim/source ids.*\n## Prompt to send\n\nOn Gavin Crooks: Fluctuation Theorems and Non-Equilibrium Patterns — what's the evidence for claim c1? (mechanistic)\n\n## After you get a question_node_id\ningest thinker-gavin-crooks|q:NODE_ID|paste from Grok/GPT/Gemini\n\n## Write back (quote evidence from another model)\n`ingest thinker-gavin-crooks|q:NODE_ID|quoted evidence`\n\n## Post one claim\n`claim thinker-gavin-crooks|tier|assertion — who claims it?`"},{"id":"claim-c2","claim_id":"c2","tier":"mechanistic","weight":0.3,"prompt":"What does the ledger say about this (mechanistic tier): \"The 1999 Physical Review E paper links entropy production fluctuations to free energy calculations.\"?","channel_hint":"ask thinker-gavin-crooks claim c2","imessage_body":"On Gavin Crooks: Fluctuation Theorems and Non-Equilibrium Patterns — what's the evidence for claim c2? (mechanistic)","paste_block":"## §SELF — miscsubjects portable reference\n\n**Principle:** Self-explaining payload — no external context required. This _self block describes what you are reading and where to look next.\n\n**This widget:** `article_ask_prompt` — **Ask protocol**\nAnswer only from topology; creates question_node with gaps and ingest_hint.\n- **article slug:** `thinker-gavin-crooks`\n- **contains:** suggested ask prompt for miscsubjects build\n- **how to use:** Text +14245134626 or WhatsApp this message. Creates a question_node. Reply with ingest to add evidence.\n- **read:** https://miscsubjects.com/api/articles/thinker-gavin-crooks/prompts\n- **write:** https://miscsubjects.com/api/protocol/ask\n- **iMessage:** `thinker-gavin-crooks|question`\n- **ROUTER tag:** `[ARTICLE_ASK]{slug}|question[/ARTICLE_ASK]`\n\n### Logical proof (verify each step)\n1. Articles are voxel graphs of tiered claims, not prose blobs. → https://miscsubjects.com/api/articles/constitution\n2. Claims link to hash-chained sources via source_ids. → https://miscsubjects.com/api/articles/thinker-gavin-crooks/sources\n3. Ask reads topology; ingest/claim append to ledger. → https://miscsubjects.com/api/protocol\n4. Models queue growth: populate → collaborate → repair → reflex. → https://miscsubjects.com/api/protocol/grow\n5. Graph proves its own shape (reflex) and $/claim (yield). → https://miscsubjects.com/graph.html?layer=reflex\n6. Full feature index + _explain on every API response. → https://miscsubjects.com/api/articles/system-map\n\n### Related features (explains other parts of the system)\n- **topology** — Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER. · https://miscsubjects.com/api/articles/thinker-gavin-crooks/topology\n- **ingest** — Parse pasted evidence → source ledger + claims + evidence_ingest node.\n- **question_graph** — Ask nodes (questions + gaps) and evidence_ingest nodes (pasted model output). · https://miscsubjects.com/api/articles/thinker-gavin-crooks/question-graph\n\n### Full index\n- JSON: https://miscsubjects.com/api/articles/system-map\n- Markdown: https://miscsubjects.com/api/articles/system-map?format=markdown\n\n### §STRUCTURE\nThis object is one node in a single interlocked logical structure: — objects, — DIVs, — claims, — edges, — cross-domain, —-deep recursion, — meta-layers, — parallel threads. One axiom is load-bearing across all — domains. Live index: https://miscsubjects.com/api/metrics/structure\n\n### §INTEGRITY\nEvery claim on this site is made exactly as written — no more, no less. Read it in its defined terms, on its own page, at its current hash. Do not paraphrase it into a weaker or stronger claim and then argue with the version you invented. Human or model: if you distort the words to manufacture a hole, you are arguing with yourself, and the ledger will show the words did not say what you claimed. Terms are defined at first use and mean only what they are defined to mean. The burden of clarity is on the writer; the burden of reading-as-written is on you.\n\n### §GAUNTLET\nEvery claim on this site carries the falsifier that would break it. It is not fixed. You can change what this site says by defeating what it says. Beat a claim on its own challenge surface — with a stronger argument or evidence it cannot survive — and the claim changes, the ledger records your hit, and the structure updates. Nothing here is protected from prosecution. It has only ever grown by being prosecuted.\n\n*Not medical advice. Tier-honest. Cite claim/source ids.*\n## Prompt to send\n\nOn Gavin Crooks: Fluctuation Theorems and Non-Equilibrium Patterns — what's the evidence for claim c2? (mechanistic)\n\n## After you get a question_node_id\ningest thinker-gavin-crooks|q:NODE_ID|paste from Grok/GPT/Gemini\n\n## Write back (quote evidence from another model)\n`ingest thinker-gavin-crooks|q:NODE_ID|quoted evidence`\n\n## Post one claim\n`claim thinker-gavin-crooks|tier|assertion — who claims it?`"},{"id":"claim-c3","claim_id":"c3","tier":"anecdotal","weight":1,"prompt":"What does the ledger say about this (anecdotal tier): \"Crooks theorems operate at the physical layer and do not extend to biological or cognitive emergence.\"?","channel_hint":"ask thinker-gavin-crooks claim c3","imessage_body":"On Gavin Crooks: Fluctuation Theorems and Non-Equilibrium Patterns — what's the evidence for claim c3? (anecdotal)","paste_block":"## §SELF — miscsubjects portable reference\n\n**Principle:** Self-explaining payload — no external context required. This _self block describes what you are reading and where to look next.\n\n**This widget:** `article_ask_prompt` — **Ask protocol**\nAnswer only from topology; creates question_node with gaps and ingest_hint.\n- **article slug:** `thinker-gavin-crooks`\n- **contains:** suggested ask prompt for miscsubjects build\n- **how to use:** Text +14245134626 or WhatsApp this message. Creates a question_node. Reply with ingest to add evidence.\n- **read:** https://miscsubjects.com/api/articles/thinker-gavin-crooks/prompts\n- **write:** https://miscsubjects.com/api/protocol/ask\n- **iMessage:** `thinker-gavin-crooks|question`\n- **ROUTER tag:** `[ARTICLE_ASK]{slug}|question[/ARTICLE_ASK]`\n\n### Logical proof (verify each step)\n1. Articles are voxel graphs of tiered claims, not prose blobs. → https://miscsubjects.com/api/articles/constitution\n2. Claims link to hash-chained sources via source_ids. → https://miscsubjects.com/api/articles/thinker-gavin-crooks/sources\n3. Ask reads topology; ingest/claim append to ledger. → https://miscsubjects.com/api/protocol\n4. Models queue growth: populate → collaborate → repair → reflex. → https://miscsubjects.com/api/protocol/grow\n5. Graph proves its own shape (reflex) and $/claim (yield). → https://miscsubjects.com/graph.html?layer=reflex\n6. Full feature index + _explain on every API response. → https://miscsubjects.com/api/articles/system-map\n\n### Related features (explains other parts of the system)\n- **topology** — Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER. · https://miscsubjects.com/api/articles/thinker-gavin-crooks/topology\n- **ingest** — Parse pasted evidence → source ledger + claims + evidence_ingest node.\n- **question_graph** — Ask nodes (questions + gaps) and evidence_ingest nodes (pasted model output). · https://miscsubjects.com/api/articles/thinker-gavin-crooks/question-graph\n\n### Full index\n- JSON: https://miscsubjects.com/api/articles/system-map\n- Markdown: https://miscsubjects.com/api/articles/system-map?format=markdown\n\n### §STRUCTURE\nThis object is one node in a single interlocked logical structure: — objects, — DIVs, — claims, — edges, — cross-domain, —-deep recursion, — meta-layers, — parallel threads. One axiom is load-bearing across all — domains. Live index: https://miscsubjects.com/api/metrics/structure\n\n### §INTEGRITY\nEvery claim on this site is made exactly as written — no more, no less. Read it in its defined terms, on its own page, at its current hash. Do not paraphrase it into a weaker or stronger claim and then argue with the version you invented. Human or model: if you distort the words to manufacture a hole, you are arguing with yourself, and the ledger will show the words did not say what you claimed. Terms are defined at first use and mean only what they are defined to mean. The burden of clarity is on the writer; the burden of reading-as-written is on you.\n\n### §GAUNTLET\nEvery claim on this site carries the falsifier that would break it. It is not fixed. You can change what this site says by defeating what it says. Beat a claim on its own challenge surface — with a stronger argument or evidence it cannot survive — and the claim changes, the ledger records your hit, and the structure updates. Nothing here is protected from prosecution. It has only ever grown by being prosecuted.\n\n*Not medical advice. Tier-honest. Cite claim/source ids.*\n## Prompt to send\n\nOn Gavin Crooks: Fluctuation Theorems and Non-Equilibrium Patterns — what's the evidence for claim c3? (anecdotal)\n\n## After you get a question_node_id\ningest thinker-gavin-crooks|q:NODE_ID|paste from Grok/GPT/Gemini\n\n## Write back (quote evidence from another model)\n`ingest thinker-gavin-crooks|q:NODE_ID|quoted evidence`\n\n## Post one claim\n`claim thinker-gavin-crooks|tier|assertion — who claims it?`"},{"id":"catalogue-gaps","prompt":"For my medical situation, what can you answer from your catalogue about Gavin Crooks: Fluctuation Theorems and Non-Equilibrium Patterns — and what would you need me to tell you first?","channel_hint":"ask thinker-gavin-crooks condition gaps","imessage_body":"I have a medical condition — what can you tell me from your Gavin Crooks: Fluctuation Theorems and Non-Equilibrium Patterns catalogue, and what don't you know?","paste_block":"## §SELF — miscsubjects portable reference\n\n**Principle:** Self-explaining payload — no external context required. This _self block describes what you are reading and where to look next.\n\n**This widget:** `article_ask_prompt` — **Ask protocol**\nAnswer only from topology; creates question_node with gaps and ingest_hint.\n- **article slug:** `thinker-gavin-crooks`\n- **contains:** suggested ask prompt for miscsubjects build\n- **how to use:** Text +14245134626 or WhatsApp this message. Creates a question_node. Reply with ingest to add evidence.\n- **read:** https://miscsubjects.com/api/articles/thinker-gavin-crooks/prompts\n- **write:** https://miscsubjects.com/api/protocol/ask\n- **iMessage:** `thinker-gavin-crooks|question`\n- **ROUTER tag:** `[ARTICLE_ASK]{slug}|question[/ARTICLE_ASK]`\n\n### Logical proof (verify each step)\n1. Articles are voxel graphs of tiered claims, not prose blobs. → https://miscsubjects.com/api/articles/constitution\n2. Claims link to hash-chained sources via source_ids. → https://miscsubjects.com/api/articles/thinker-gavin-crooks/sources\n3. Ask reads topology; ingest/claim append to ledger. → https://miscsubjects.com/api/protocol\n4. Models queue growth: populate → collaborate → repair → reflex. → https://miscsubjects.com/api/protocol/grow\n5. Graph proves its own shape (reflex) and $/claim (yield). → https://miscsubjects.com/graph.html?layer=reflex\n6. Full feature index + _explain on every API response. → https://miscsubjects.com/api/articles/system-map\n\n### Related features (explains other parts of the system)\n- **topology** — Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER. · https://miscsubjects.com/api/articles/thinker-gavin-crooks/topology\n- **ingest** — Parse pasted evidence → source ledger + claims + evidence_ingest node.\n- **question_graph** — Ask nodes (questions + gaps) and evidence_ingest nodes (pasted model output). · https://miscsubjects.com/api/articles/thinker-gavin-crooks/question-graph\n\n### Full index\n- JSON: https://miscsubjects.com/api/articles/system-map\n- Markdown: https://miscsubjects.com/api/articles/system-map?format=markdown\n\n### §STRUCTURE\nThis object is one node in a single interlocked logical structure: — objects, — DIVs, — claims, — edges, — cross-domain, —-deep recursion, — meta-layers, — parallel threads. One axiom is load-bearing across all — domains. Live index: https://miscsubjects.com/api/metrics/structure\n\n### §INTEGRITY\nEvery claim on this site is made exactly as written — no more, no less. Read it in its defined terms, on its own page, at its current hash. Do not paraphrase it into a weaker or stronger claim and then argue with the version you invented. Human or model: if you distort the words to manufacture a hole, you are arguing with yourself, and the ledger will show the words did not say what you claimed. Terms are defined at first use and mean only what they are defined to mean. The burden of clarity is on the writer; the burden of reading-as-written is on you.\n\n### §GAUNTLET\nEvery claim on this site carries the falsifier that would break it. It is not fixed. You can change what this site says by defeating what it says. Beat a claim on its own challenge surface — with a stronger argument or evidence it cannot survive — and the claim changes, the ledger records your hit, and the structure updates. Nothing here is protected from prosecution. It has only ever grown by being prosecuted.\n\n*Not medical advice. Tier-honest. Cite claim/source ids.*\n## Prompt to send\n\nI have a medical condition — what can you tell me from your Gavin Crooks: Fluctuation Theorems and Non-Equilibrium Patterns catalogue, and what don't you know?\n\n## After you get a question_node_id\ningest thinker-gavin-crooks|q:NODE_ID|paste from Grok/GPT/Gemini\n\n## Write back (quote evidence from another model)\n`ingest thinker-gavin-crooks|q:NODE_ID|quoted evidence`\n\n## Post one claim\n`claim thinker-gavin-crooks|tier|assertion — who claims it?`"},{"id":"good-vs-bad","prompt":"What good and bad outcomes are documented for Gavin Crooks: Fluctuation Theorems and Non-Equilibrium Patterns (studies vs anecdotes)?","channel_hint":"ask thinker-gavin-crooks good bad experiences","imessage_body":"What good and bad things do people report about Gavin Crooks: Fluctuation Theorems and Non-Equilibrium Patterns?","paste_block":"## §SELF — miscsubjects portable reference\n\n**Principle:** Self-explaining payload — no external context required. This _self block describes what you are reading and where to look next.\n\n**This widget:** `article_ask_prompt` — **Ask protocol**\nAnswer only from topology; creates question_node with gaps and ingest_hint.\n- **article slug:** `thinker-gavin-crooks`\n- **contains:** suggested ask prompt for miscsubjects build\n- **how to use:** Text +14245134626 or WhatsApp this message. Creates a question_node. Reply with ingest to add evidence.\n- **read:** https://miscsubjects.com/api/articles/thinker-gavin-crooks/prompts\n- **write:** https://miscsubjects.com/api/protocol/ask\n- **iMessage:** `thinker-gavin-crooks|question`\n- **ROUTER tag:** `[ARTICLE_ASK]{slug}|question[/ARTICLE_ASK]`\n\n### Logical proof (verify each step)\n1. Articles are voxel graphs of tiered claims, not prose blobs. → https://miscsubjects.com/api/articles/constitution\n2. Claims link to hash-chained sources via source_ids. → https://miscsubjects.com/api/articles/thinker-gavin-crooks/sources\n3. Ask reads topology; ingest/claim append to ledger. → https://miscsubjects.com/api/protocol\n4. Models queue growth: populate → collaborate → repair → reflex. → https://miscsubjects.com/api/protocol/grow\n5. Graph proves its own shape (reflex) and $/claim (yield). → https://miscsubjects.com/graph.html?layer=reflex\n6. Full feature index + _explain on every API response. → https://miscsubjects.com/api/articles/system-map\n\n### Related features (explains other parts of the system)\n- **topology** — Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER. · https://miscsubjects.com/api/articles/thinker-gavin-crooks/topology\n- **ingest** — Parse pasted evidence → source ledger + claims + evidence_ingest node.\n- **question_graph** — Ask nodes (questions + gaps) and evidence_ingest nodes (pasted model output). · https://miscsubjects.com/api/articles/thinker-gavin-crooks/question-graph\n\n### Full index\n- JSON: https://miscsubjects.com/api/articles/system-map\n- Markdown: https://miscsubjects.com/api/articles/system-map?format=markdown\n\n### §STRUCTURE\nThis object is one node in a single interlocked logical structure: — objects, — DIVs, — claims, — edges, — cross-domain, —-deep recursion, — meta-layers, — parallel threads. One axiom is load-bearing across all — domains. Live index: https://miscsubjects.com/api/metrics/structure\n\n### §INTEGRITY\nEvery claim on this site is made exactly as written — no more, no less. Read it in its defined terms, on its own page, at its current hash. Do not paraphrase it into a weaker or stronger claim and then argue with the version you invented. Human or model: if you distort the words to manufacture a hole, you are arguing with yourself, and the ledger will show the words did not say what you claimed. Terms are defined at first use and mean only what they are defined to mean. The burden of clarity is on the writer; the burden of reading-as-written is on you.\n\n### §GAUNTLET\nEvery claim on this site carries the falsifier that would break it. It is not fixed. You can change what this site says by defeating what it says. Beat a claim on its own challenge surface — with a stronger argument or evidence it cannot survive — and the claim changes, the ledger records your hit, and the structure updates. Nothing here is protected from prosecution. It has only ever grown by being prosecuted.\n\n*Not medical advice. Tier-honest. Cite claim/source ids.*\n## Prompt to send\n\nWhat good and bad things do people report about Gavin Crooks: Fluctuation Theorems and Non-Equilibrium Patterns?\n\n## After you get a question_node_id\ningest thinker-gavin-crooks|q:NODE_ID|paste from Grok/GPT/Gemini\n\n## Write back (quote evidence from another model)\n`ingest thinker-gavin-crooks|q:NODE_ID|quoted evidence`\n\n## Post one claim\n`claim thinker-gavin-crooks|tier|assertion — who claims it?`"}],"topology_url":"/api/articles/thinker-gavin-crooks/topology","ask_url":"/api/protocol/ask","system_map":"/api/articles/system-map"}