{"_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":"ecoa-adverse-action-specific-reasons","urls":{"read":"https://miscsubjects.com/api/articles/ecoa-adverse-action-specific-reasons/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":"ecoa-adverse-action-specific-reasons|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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/prompts","write":"https://miscsubjects.com/api/protocol/ask"},"imessage":"ecoa-adverse-action-specific-reasons|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":"ecoa-adverse-action-specific-reasons","title":"ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction.","prompts":[{"id":"claim-c1","claim_id":"c1","tier":"system","prompt":"What does the ledger say about this (system tier): \"ECOA at 15 U.S.C. § 1691(d) entitles a rejected credit applicant to a statement of specific reasons, and the statute itself defines sufficie…\"?","channel_hint":"ask ecoa-adverse-action-specific-reasons claim c1","imessage_body":"On ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction. — what's the evidence for claim c1? (system)","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:** `ecoa-adverse-action-specific-reasons`\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/ecoa-adverse-action-specific-reasons/prompts\n- **write:** https://miscsubjects.com/api/protocol/ask\n- **iMessage:** `ecoa-adverse-action-specific-reasons|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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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 ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction. — what's the evidence for claim c1? (system)\n\n## After you get a question_node_id\ningest ecoa-adverse-action-specific-reasons|q:NODE_ID|paste from Grok/GPT/Gemini\n\n## Write back (quote evidence from another model)\n`ingest ecoa-adverse-action-specific-reasons|q:NODE_ID|quoted evidence`\n\n## Post one claim\n`claim ecoa-adverse-action-specific-reasons|tier|assertion — who claims it?`"},{"id":"claim-c2","claim_id":"c2","tier":"system","prompt":"What does the ledger say about this (system tier): \"Regulation B at 12 C.F.R. § 1002.9 requires notification within 30 days and a statement of the specific principal reasons; the official inte…\"?","channel_hint":"ask ecoa-adverse-action-specific-reasons claim c2","imessage_body":"On ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction. — what's the evidence for claim c2? (system)","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:** `ecoa-adverse-action-specific-reasons`\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/ecoa-adverse-action-specific-reasons/prompts\n- **write:** https://miscsubjects.com/api/protocol/ask\n- **iMessage:** `ecoa-adverse-action-specific-reasons|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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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 ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction. — what's the evidence for claim c2? (system)\n\n## After you get a question_node_id\ningest ecoa-adverse-action-specific-reasons|q:NODE_ID|paste from Grok/GPT/Gemini\n\n## Write back (quote evidence from another model)\n`ingest ecoa-adverse-action-specific-reasons|q:NODE_ID|quoted evidence`\n\n## Post one claim\n`claim ecoa-adverse-action-specific-reasons|tier|assertion — who claims it?`"},{"id":"claim-c3","claim_id":"c3","tier":"system","prompt":"What does the ledger say about this (system tier): \"CFPB Circular 2022-03 states that the adverse-action requirements apply regardless of the technology used, and that a creditor may not lawfu…\"?","channel_hint":"ask ecoa-adverse-action-specific-reasons claim c3","imessage_body":"On ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction. — what's the evidence for claim c3? (system)","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:** `ecoa-adverse-action-specific-reasons`\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/ecoa-adverse-action-specific-reasons/prompts\n- **write:** https://miscsubjects.com/api/protocol/ask\n- **iMessage:** `ecoa-adverse-action-specific-reasons|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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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 ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction. — what's the evidence for claim c3? (system)\n\n## After you get a question_node_id\ningest ecoa-adverse-action-specific-reasons|q:NODE_ID|paste from Grok/GPT/Gemini\n\n## Write back (quote evidence from another model)\n`ingest ecoa-adverse-action-specific-reasons|q:NODE_ID|quoted evidence`\n\n## Post one claim\n`claim ecoa-adverse-action-specific-reasons|tier|assertion — who claims it?`"},{"id":"claim-c4","claim_id":"c4","tier":"system","prompt":"What does the ledger say about this (system tier): \"CFPB Circular 2023-03 states that checking the closest entry on the Regulation B sample checklist is not compliant when it does not reflect …\"?","channel_hint":"ask ecoa-adverse-action-specific-reasons claim c4","imessage_body":"On ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction. — what's the evidence for claim c4? (system)","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:** `ecoa-adverse-action-specific-reasons`\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/ecoa-adverse-action-specific-reasons/prompts\n- **write:** https://miscsubjects.com/api/protocol/ask\n- **iMessage:** `ecoa-adverse-action-specific-reasons|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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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 ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction. — what's the evidence for claim c4? (system)\n\n## After you get a question_node_id\ningest ecoa-adverse-action-specific-reasons|q:NODE_ID|paste from Grok/GPT/Gemini\n\n## Write back (quote evidence from another model)\n`ingest ecoa-adverse-action-specific-reasons|q:NODE_ID|quoted evidence`\n\n## Post one claim\n`claim ecoa-adverse-action-specific-reasons|tier|assertion — who claims it?`"},{"id":"claim-c5","claim_id":"c5","tier":"system","prompt":"What does the ledger say about this (system tier): \"In the governed decision format, each model seat must emit a per-clause derivation — whether each clause's condition fired, whether it suppo…\"?","channel_hint":"ask ecoa-adverse-action-specific-reasons claim c5","imessage_body":"On ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction. — what's the evidence for claim c5? (system)","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:** `ecoa-adverse-action-specific-reasons`\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/ecoa-adverse-action-specific-reasons/prompts\n- **write:** https://miscsubjects.com/api/protocol/ask\n- **iMessage:** `ecoa-adverse-action-specific-reasons|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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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 ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction. — what's the evidence for claim c5? (system)\n\n## After you get a question_node_id\ningest ecoa-adverse-action-specific-reasons|q:NODE_ID|paste from Grok/GPT/Gemini\n\n## Write back (quote evidence from another model)\n`ingest ecoa-adverse-action-specific-reasons|q:NODE_ID|quoted evidence`\n\n## Post one claim\n`claim ecoa-adverse-action-specific-reasons|tier|assertion — who claims it?`"},{"id":"claim-c6","claim_id":"c6","tier":"system","prompt":"What does the ledger say about this (system tier): \"The derivation-agreement gate refuses to authorise when independent seats reach the same verdict through different derivations; a unanimous …\"?","channel_hint":"ask ecoa-adverse-action-specific-reasons claim c6","imessage_body":"On ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction. — what's the evidence for claim c6? (system)","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:** `ecoa-adverse-action-specific-reasons`\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/ecoa-adverse-action-specific-reasons/prompts\n- **write:** https://miscsubjects.com/api/protocol/ask\n- **iMessage:** `ecoa-adverse-action-specific-reasons|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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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 ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction. — what's the evidence for claim c6? (system)\n\n## After you get a question_node_id\ningest ecoa-adverse-action-specific-reasons|q:NODE_ID|paste from Grok/GPT/Gemini\n\n## Write back (quote evidence from another model)\n`ingest ecoa-adverse-action-specific-reasons|q:NODE_ID|quoted evidence`\n\n## Post one claim\n`claim ecoa-adverse-action-specific-reasons|tier|assertion — who claims it?`"},{"id":"catalogue-gaps","prompt":"What can you answer from your catalogue about ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction. — and what remains open or unverified?","channel_hint":"ask ecoa-adverse-action-specific-reasons gaps","imessage_body":"On ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction. — what do you know, and what don't you know yet?","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:** `ecoa-adverse-action-specific-reasons`\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/ecoa-adverse-action-specific-reasons/prompts\n- **write:** https://miscsubjects.com/api/protocol/ask\n- **iMessage:** `ecoa-adverse-action-specific-reasons|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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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 ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction. — what do you know, and what don't you know yet?\n\n## After you get a question_node_id\ningest ecoa-adverse-action-specific-reasons|q:NODE_ID|paste from Grok/GPT/Gemini\n\n## Write back (quote evidence from another model)\n`ingest ecoa-adverse-action-specific-reasons|q:NODE_ID|quoted evidence`\n\n## Post one claim\n`claim ecoa-adverse-action-specific-reasons|tier|assertion — who claims it?`"},{"id":"good-vs-bad","prompt":"What are the strongest objections or counter-evidence on record against ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction.?","channel_hint":"ask ecoa-adverse-action-specific-reasons objections","imessage_body":"What's the strongest case against the claims in ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction.?","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:** `ecoa-adverse-action-specific-reasons`\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/ecoa-adverse-action-specific-reasons/prompts\n- **write:** https://miscsubjects.com/api/protocol/ask\n- **iMessage:** `ecoa-adverse-action-specific-reasons|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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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/ecoa-adverse-action-specific-reasons/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's the strongest case against the claims in ECOA requires the specific reasons for adverse action. The CFPB says a complex model is no excuse. Here is a decision format that produces the reasons at decision time, by construction.?\n\n## After you get a question_node_id\ningest ecoa-adverse-action-specific-reasons|q:NODE_ID|paste from Grok/GPT/Gemini\n\n## Write back (quote evidence from another model)\n`ingest ecoa-adverse-action-specific-reasons|q:NODE_ID|quoted evidence`\n\n## Post one claim\n`claim ecoa-adverse-action-specific-reasons|tier|assertion — who claims it?`"}],"topology_url":"/api/articles/ecoa-adverse-action-specific-reasons/topology","ask_url":"/api/protocol/ask","system_map":"/api/articles/system-map"}