{
 "dataset": "bootstrap",
 "title": "Sema bootstrap library",
 "description": "The original Sema vocabulary to understand dynamics in intelligent systems.",
 "version": "2026-11-11",
 "min_skill_version": "0.1.0",
 "pattern_count": 617,
 "layers": [
  "Infrastructure",
  "Physics",
  "Mind",
  "Society"
 ],
 "layer_definitions": [
  {
   "name": "Infrastructure",
   "description": "Nouns, file formats, execution primitives",
   "color": "#60a5fa",
   "count": 173
  },
  {
   "name": "Physics",
   "description": "Immutable laws of the simulation",
   "color": "#34d399",
   "count": 22
  },
  {
   "name": "Mind",
   "description": "Active cognitive processes",
   "color": "#a855f7",
   "count": 266
  },
  {
   "name": "Society",
   "description": "Multi-agent coordination",
   "color": "#f97316",
   "count": 156
  }
 ],
 "page_url": "https://mindscape.pages.dev/bootstrap/",
 "jsonl_url": "https://mindscape.pages.dev/bootstrap/index.jsonl",
 "skill_url": "https://mindscape.pages.dev/bootstrap/skill.zip",
 "skill": {
  "name": "mindscape-bootstrap",
  "title": "Sema bootstrap library mindscape",
  "skill_version": "0.1.0",
  "mindscape": "bootstrap",
  "zip_url": "https://mindscape.pages.dev/bootstrap/skill.zip",
  "index_url": "https://mindscape.pages.dev/bootstrap/index.json",
  "page_url": "https://mindscape.pages.dev/bootstrap/",
  "install_prompt": "Install the Sema bootstrap library mindscape skill from https://mindscape.pages.dev/bootstrap/skill.json"
 },
 "table": "patterns",
 "row_count": 617,
 "filter_syntax": "https://mindscape.pages.dev/query.md",
 "fields": [
  {
   "name": "slug",
   "type": "string",
   "description": "Handle; URL segment of the pattern",
   "filterable": true
  },
  {
   "name": "name",
   "type": "string",
   "description": "Handle",
   "filterable": true
  },
  {
   "name": "ref",
   "type": "string",
   "description": "Short reference Handle#stub",
   "filterable": true
  },
  {
   "name": "sema_id",
   "type": "string",
   "description": "Full content-addressed Sema ID",
   "filterable": true
  },
  {
   "name": "stub",
   "type": "string",
   "description": "First four hex digits of the hash",
   "filterable": true
  },
  {
   "name": "layer",
   "type": "string",
   "description": "Top-level layer",
   "filterable": true,
   "facet": true,
   "values": {
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    "Mind": 266,
    "Physics": 22,
    "Society": 156
   }
  },
  {
   "name": "type",
   "type": "string",
   "description": "Category (second path segment); same as category",
   "filterable": true,
   "facet": true,
   "values": {
    "Coordination": 12,
    "Data Structures": 101,
    "Dynamics": 43,
    "Economics": 9,
    "Governance": 24,
    "Inference": 27,
    "Memory": 18,
    "Primitives": 69,
    "Protocols": 91,
    "Reasoning": 102,
    "Safety": 1,
    "Strategy": 105,
    "Time": 1,
    "Verification": 14
   }
  },
  {
   "name": "category",
   "type": "string",
   "description": "Category (second path segment)",
   "filterable": true,
   "facet": true,
   "values": {
    "Coordination": 12,
    "Data Structures": 101,
    "Dynamics": 43,
    "Economics": 9,
    "Governance": 24,
    "Inference": 27,
    "Memory": 18,
    "Primitives": 69,
    "Protocols": 91,
    "Reasoning": 102,
    "Safety": 1,
    "Strategy": 105,
    "Time": 1,
    "Verification": 14
   }
  },
  {
   "name": "path",
   "type": "string[]",
   "description": "Taxonomy path, layer first",
   "filterable": true,
   "facet": true,
   "values": {
    "Coordination": 12,
    "Data Structures": 101,
    "Dynamics": 43,
    "Economics": 9,
    "Governance": 24,
    "Inference": 27,
    "Infrastructure": 173,
    "Memory": 18,
    "Mind": 266,
    "Physics": 22,
    "Primitives": 69,
    "Protocols": 91,
    "Reasoning": 102,
    "Safety": 1,
    "Society": 156,
    "Strategy": 105,
    "Time": 1,
    "Verification": 14
   }
  },
  {
   "name": "tags",
   "type": "string[]",
   "description": "Layer, category and any tags in the source _meta.tags",
   "filterable": true,
   "facet": true,
   "values": {
    "Coordination": 12,
    "Data Structures": 101,
    "Dynamics": 43,
    "Economics": 9,
    "Governance": 24,
    "Inference": 27,
    "Infrastructure": 173,
    "Memory": 18,
    "Mind": 266,
    "Physics": 22,
    "Primitives": 69,
    "Protocols": 91,
    "Reasoning": 102,
    "Safety": 1,
    "Society": 156,
    "Strategy": 105,
    "Time": 1,
    "Verification": 14
   }
  },
  {
   "name": "summary",
   "type": "string",
   "description": "One-line gloss",
   "filterable": true
  },
  {
   "name": "ring",
   "type": "integer",
   "description": "0 kernel, 1 standard, 2 userland",
   "filterable": true,
   "nullable": true,
   "facet": true,
   "values": {
    "0": 158,
    "1": 148,
    "2": 311
   },
   "min": 0,
   "max": 2
  },
  {
   "name": "tier",
   "type": "integer",
   "description": "0 primitive, 1 ironclad, 2 honesty-dependent, 3 experimental",
   "filterable": true,
   "nullable": true,
   "facet": true,
   "values": {
    "0": 9,
    "1": 319,
    "2": 283,
    "3": 6
   },
   "min": 0,
   "max": 3
  },
  {
   "name": "minted",
   "type": "date",
   "description": "Mint timestamp from _meta.minted, when recorded",
   "filterable": true,
   "nullable": true,
   "min": "2026-10-05T20:03:20+02:00",
   "max": "2026-10-06T23:39:36+02:00"
  },
  {
   "name": "updated",
   "type": "date",
   "description": "Date of the last commit that changed the pattern file",
   "filterable": true,
   "nullable": true,
   "min": "2026-11-11",
   "max": "2026-11-11"
  },
  {
   "name": "has_data_schema",
   "type": "boolean",
   "description": "Declares a data_schema",
   "filterable": true,
   "facet": true,
   "values": {
    "false": 497,
    "true": 120
   }
  },
  {
   "name": "has_parameters",
   "type": "boolean",
   "description": "Declares parameters",
   "filterable": true,
   "facet": true,
   "values": {
    "false": 516,
    "true": 101
   }
  },
  {
   "name": "has_signature",
   "type": "boolean",
   "description": "Declares a signature",
   "filterable": true,
   "facet": true,
   "values": {
    "false": 548,
    "true": 69
   }
  },
  {
   "name": "has_caution",
   "type": "boolean",
   "description": "Carries a _meta.caution note",
   "filterable": true,
   "facet": true,
   "values": {
    "false": 575,
    "true": 42
   }
  },
  {
   "name": "invariant_count",
   "type": "integer",
   "description": "Number of invariants",
   "filterable": true,
   "facet": true,
   "values": {
    "0": 40,
    "1": 32,
    "2": 304,
    "3": 189,
    "4": 40,
    "5": 10,
    "6": 1,
    "10": 1
   },
   "min": 0,
   "max": 10
  },
  {
   "name": "failure_mode_count",
   "type": "integer",
   "description": "Number of failure modes",
   "filterable": true,
   "facet": true,
   "values": {
    "0": 131,
    "1": 81,
    "2": 191,
    "3": 149,
    "4": 40,
    "5": 13,
    "6": 10,
    "7": 2
   },
   "min": 0,
   "max": 7
  },
  {
   "name": "superseded_count",
   "type": "integer",
   "description": "Number of earlier versions this pattern supersedes",
   "filterable": true,
   "facet": true,
   "values": {
    "0": 182,
    "1": 51,
    "2": 93,
    "3": 117,
    "4": 90,
    "5": 48,
    "6": 31,
    "7": 5
   },
   "min": 0,
   "max": 7
  },
  {
   "name": "fan_out",
   "type": "integer",
   "description": "Distinct patterns this one builds on (dependencies and extends)",
   "filterable": true,
   "min": 0,
   "max": 18
  },
  {
   "name": "fan_in_direct",
   "type": "integer",
   "description": "Distinct patterns that build on this one directly",
   "filterable": true,
   "min": 0,
   "max": 76
  },
  {
   "name": "fan_in",
   "type": "integer",
   "description": "Transitive dependents through dependencies (scripts/audit/fan_in.py): patterns that rehash if this one changes",
   "filterable": true,
   "min": 0,
   "max": 421
  },
  {
   "name": "builds_on",
   "type": "edge[]",
   "description": "Outgoing edges {handle, kind}",
   "filterable": false
  },
  {
   "name": "used_by",
   "type": "edge[]",
   "description": "Reverse edges {handle, kind}, computed at build time",
   "filterable": false
  },
  {
   "name": "also_in",
   "type": "string[]",
   "description": "Other libraries holding the same Sema ID",
   "filterable": true
  },
  {
   "name": "detail_url",
   "type": "url",
   "description": "Markdown page",
   "filterable": false
  },
  {
   "name": "json_url",
   "type": "url",
   "description": "JSON: source file plus used_by",
   "filterable": false
  },
  {
   "name": "page_url",
   "type": "url",
   "description": "HTML page",
   "filterable": false
  }
 ],
 "patterns": [
  {
   "slug": "Abduction",
   "name": "Abduction",
   "ref": "Abduction#e738",
   "sema_id": "sema:Abduction#mh:SHA-256:e738d3035534bba0a6b165325ba64818abb897a0f6b9848bc00c7c17ca146921",
   "stub": "e738",
   "layer": "Mind",
   "type": "Reasoning",
   "category": "Reasoning",
   "path": [
    "Mind",
    "Reasoning"
   ],
   "tags": [
    "Mind",
    "Reasoning"
   ],
   "summary": "Inference to the best explanation — provisional, ranked by simplicity/scope/coherence",
   "ring": 1,
   "tier": 1,
   "minted": null,
   "updated": "2026-11-11",
   "has_data_schema": false,
   "has_parameters": false,
   "has_signature": false,
   "has_caution": false,
   "invariant_count": 4,
   "failure_mode_count": 3,
   "superseded_count": 4,
   "fan_out": 5,
   "fan_in_direct": 1,
   "fan_in": 1,
   "builds_on": [
    {
     "handle": "ChainOfThought",
     "kind": "invokes"
    },
    {
     "handle": "Deduction",
     "kind": "cites"
    },
    {
     "handle": "Hypothesis",
     "kind": "cites"
    },
    {
     "handle": "Induction",
     "kind": "cites"
    },
    {
     "handle": "Rank",
     "kind": "cites"
    }
   ],
   "used_by": [
    {
     "handle": "HypothesisLadder",
     "kind": "cites"
    }
   ],
   "also_in": [],
   "detail_url": "https://mindscape.pages.dev/bootstrap/Abduction.md",
   "json_url": "https://mindscape.pages.dev/bootstrap/Abduction.json",
   "page_url": "https://mindscape.pages.dev/bootstrap/Abduction/"
  },
  {
   "slug": "AbsenceEvidence",
   "name": "AbsenceEvidence",
   "ref": "AbsenceEvidence#10a3",
   "sema_id": "sema:AbsenceEvidence#mh:SHA-256:10a326360c0d446055ab9a061e45c822d43cf11ce8d6247cd63b6148844b378c",
   "stub": "10a3",
   "layer": "Mind",
   "type": "Inference",
   "category": "Inference",
   "path": [
    "Mind",
    "Inference"
   ],
   "tags": [
    "Mind",
    "Inference"
   ],
   "summary": "Finding nothing counts against something's presence only as far as the search would have found it",
   "ring": 2,
   "tier": 2,
   "minted": "2026-10-06T21:57:08+02:00",
   "updated": "2026-11-11",
   "has_data_schema": false,
   "has_parameters": false,
   "has_signature": false,
   "has_caution": false,
   "invariant_count": 2,
   "failure_mode_count": 3,
   "superseded_count": 0,
   "fan_out": 1,
   "fan_in_direct": 0,
   "fan_in": 0,
   "builds_on": [
    {
     "handle": "Check",
     "kind": "cites"
    }
   ],
   "used_by": [],
   "also_in": [],
   "detail_url": "https://mindscape.pages.dev/bootstrap/AbsenceEvidence.md",
   "json_url": "https://mindscape.pages.dev/bootstrap/AbsenceEvidence.json",
   "page_url": "https://mindscape.pages.dev/bootstrap/AbsenceEvidence/"
  },
  {
   "slug": "Absentseat",
   "name": "Absentseat",
   "ref": "Absentseat#d6ab",
   "sema_id": "sema:Absentseat#mh:SHA-256:d6ab5c37a7f855568d7bd85dc78b01952df51a6f3abed10ae7fe67760cf61706",
   "stub": "d6ab",
   "layer": "Society",
   "type": "Governance",
   "category": "Governance",
   "path": [
    "Society",
    "Governance"
   ],
   "tags": [
    "Society",
    "Governance"
   ],
   "summary": "Represent affected parties who cannot take part, and keep the representation open to correction",
   "ring": 2,
   "tier": 2,
   "minted": "2026-10-05T21:54:54+02:00",
   "updated": "2026-11-11",
   "has_data_schema": false,
   "has_parameters": false,
   "has_signature": false,
   "has_caution": false,
   "invariant_count": 3,
   "failure_mode_count": 2,
   "superseded_count": 0,
   "fan_out": 1,
   "fan_in_direct": 0,
   "fan_in": 0,
   "builds_on": [
    {
     "handle": "Role",
     "kind": "cites"
    }
   ],
   "used_by": [],
   "also_in": [],
   "detail_url": "https://mindscape.pages.dev/bootstrap/Absentseat.md",
   "json_url": "https://mindscape.pages.dev/bootstrap/Absentseat.json",
   "page_url": "https://mindscape.pages.dev/bootstrap/Absentseat/"
  },
  {
   "slug": "AcceptSpec",
   "name": "AcceptSpec",
   "ref": "AcceptSpec#37fa",
   "sema_id": "sema:AcceptSpec#mh:SHA-256:37fa28b93d390f8c8eb171eaab54ff4f9e57a95ef67af024422f823545a291cc",
   "stub": "37fa",
   "layer": "Infrastructure",
   "type": "Data Structures",
   "category": "Data Structures",
   "path": [
    "Infrastructure",
    "Data Structures"
   ],
   "tags": [
    "Infrastructure",
    "Data Structures"
   ],
   "summary": "Non-compensatory acceptance contract; consumer Verify yields Solution or FrameError",
   "ring": 0,
   "tier": 2,
   "minted": null,
   "updated": "2026-11-11",
   "has_data_schema": true,
   "has_parameters": true,
   "has_signature": false,
   "has_caution": false,
   "invariant_count": 2,
   "failure_mode_count": 2,
   "superseded_count": 3,
   "fan_out": 3,
   "fan_in_direct": 16,
   "fan_in": 149,
   "builds_on": [
    {
     "handle": "Constraint",
     "kind": "cites"
    },
    {
     "handle": "Criteria",
     "kind": "cites"
    },
    {
     "handle": "Spec",
     "kind": "cites"
    }
   ],
   "used_by": [
    {
     "handle": "AgentProtocol",
     "kind": "cites"
    },
    {
     "handle": "BoundedTask",
     "kind": "cites"
    },
    {
     "handle": "DataMinimization",
     "kind": "cites"
    },
    {
     "handle": "DocumentedOverride",
     "kind": "consumes"
    },
    {
     "handle": "Elect",
     "kind": "consumes"
    },
    {
     "handle": "FailureTrace",
     "kind": "cites"
    },
    {
     "handle": "FrameError",
     "kind": "cites"
    },
    {
     "handle": "OrchestrationLoop",
     "kind": "cites"
    },
    {
     "handle": "ProblemFramer",
     "kind": "produces"
    },
    {
     "handle": "PromptChain",
     "kind": "cites"
    },
    {
     "handle": "Rally",
     "kind": "consumes"
    },
    {
     "handle": "ReceptivityGate",
     "kind": "cites"
    },
    {
     "handle": "ScopeFreeze",
     "kind": "cites"
    },
    {
     "handle": "SynergisticMode",
     "kind": "cites"
    },
    {
     "handle": "Validate",
     "kind": "cites"
    },
    {
     "handle": "Workflow",
     "kind": "cites"
    }
   ],
   "also_in": [],
   "detail_url": "https://mindscape.pages.dev/bootstrap/AcceptSpec.md",
   "json_url": "https://mindscape.pages.dev/bootstrap/AcceptSpec.json",
   "page_url": "https://mindscape.pages.dev/bootstrap/AcceptSpec/"
  },
  {
   "slug": "Act",
   "name": "Act",
   "ref": "Act#2dfe",
   "sema_id": "sema:Act#mh:SHA-256:2dfedd75a396f2639ce949b9f5270766350b9c7404d404c11c57140fcf030455",
   "stub": "2dfe",
   "layer": "Infrastructure",
   "type": "Primitives",
   "category": "Primitives",
   "path": [
    "Infrastructure",
    "Primitives"
   ],
   "tags": [
    "Infrastructure",
    "Primitives"
   ],
   "summary": "Root primitive for state modification",
   "ring": 0,
   "tier": 1,
   "minted": null,
   "updated": "2026-11-11",
   "has_data_schema": false,
   "has_parameters": false,
   "has_signature": false,
   "has_caution": false,
   "invariant_count": 3,
   "failure_mode_count": 3,
   "superseded_count": 2,
   "fan_out": 2,
   "fan_in_direct": 16,
   "fan_in": 346,
   "builds_on": [
    {
     "handle": "Context",
     "kind": "cites"
    },
    {
     "handle": "Select",
     "kind": "cites"
    }
   ],
   "used_by": [
    {
     "handle": "Actor",
     "kind": "invokes"
    },
    {
     "handle": "Agent",
     "kind": "invokes"
    },
    {
     "handle": "AtomicBid",
     "kind": "invokes"
    },
    {
     "handle": "Award",
     "kind": "invokes"
    },
    {
     "handle": "Build",
     "kind": "cites"
    },
    {
     "handle": "Deploy",
     "kind": "invokes"
    },
    {
     "handle": "EpistemicROI",
     "kind": "cites"
    },
    {
     "handle": "LocalizedLearning",
     "kind": "cites"
    },
    {
     "handle": "OODA",
     "kind": "invokes"
    },
    {
     "handle": "Permission",
     "kind": "cites"
    },
    {
     "handle": "Proposal",
     "kind": "cites"
    },
    {
     "handle": "Reason",
     "kind": "invokes"
    },
    {
     "handle": "Rollout",
     "kind": "cites"
    },
    {
     "handle": "Sign",
     "kind": "invokes"
    },
    {
     "handle": "Subject",
     "kind": "cites"
    },
    {
     "handle": "Work",
     "kind": "cites"
    }
   ],
   "also_in": [],
   "detail_url": "https://mindscape.pages.dev/bootstrap/Act.md",
   "json_url": "https://mindscape.pages.dev/bootstrap/Act.json",
   "page_url": "https://mindscape.pages.dev/bootstrap/Act/"
  },
  {
   "slug": "ActionConvergence",
   "name": "ActionConvergence",
   "ref": "ActionConvergence#89d1",
   "sema_id": "sema:ActionConvergence#mh:SHA-256:89d11d41ffb14eb534d5afd67c8705340eaea1c35ca7cc7f9aa69220127b1e1e",
   "stub": "89d1",
   "layer": "Mind",
   "type": "Strategy",
   "category": "Strategy",
   "path": [
    "Mind",
    "Strategy"
   ],
   "tags": [
    "Mind",
    "Strategy"
   ],
   "summary": "Rival explanations call for the same next action, so it can be taken while the cause stays open",
   "ring": 2,
   "tier": 2,
   "minted": "2026-10-06T21:57:08+02:00",
   "updated": "2026-11-11",
   "has_data_schema": false,
   "has_parameters": false,
   "has_signature": false,
   "has_caution": true,
   "invariant_count": 3,
   "failure_mode_count": 3,
   "superseded_count": 0,
   "fan_out": 1,
   "fan_in_direct": 0,
   "fan_in": 0,
   "builds_on": [
    {
     "handle": "EvidenceUnderdetermination",
     "kind": "cites"
    }
   ],
   "used_by": [],
   "also_in": [],
   "detail_url": "https://mindscape.pages.dev/bootstrap/ActionConvergence.md",
   "json_url": "https://mindscape.pages.dev/bootstrap/ActionConvergence.json",
   "page_url": "https://mindscape.pages.dev/bootstrap/ActionConvergence/"
  },
  {
   "slug": "Actor",
   "name": "Actor",
   "ref": "Actor#86fc",
   "sema_id": "sema:Actor#mh:SHA-256:86fc0930b97ffb4fe85d4820af8e17a43166b745d181895f576edf39edde6aa8",
   "stub": "86fc",
   "layer": "Infrastructure",
   "type": "Primitives",
   "category": "Primitives",
   "path": [
    "Infrastructure",
    "Primitives"
   ],
   "tags": [
    "Infrastructure",
    "Primitives"
   ],
   "summary": "A capability-bearing entity",
   "ring": 0,
   "tier": 0,
   "minted": null,
   "updated": "2026-11-11",
   "has_data_schema": true,
   "has_parameters": false,
   "has_signature": false,
   "has_caution": false,
   "invariant_count": 2,
   "failure_mode_count": 0,
   "superseded_count": 2,
   "fan_out": 3,
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     "handle": "CompatibilityCheck",
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     "handle": "RedTeam",
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   "slug": "Aesthetics",
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   "slug": "Agent",
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    "Mind",
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     "handle": "Metric",
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     "handle": "DepthGovernor",
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     "handle": "Handoff",
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     "handle": "Ledger",
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     "handle": "LivedProof",
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     "handle": "MemeticSeed",
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     "handle": "MentalSim",
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     "handle": "Mode",
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     "handle": "ModestClaim",
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     "handle": "NegativeProof",
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   "slug": "Aggregate",
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   "slug": "Aimscatter",
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   "slug": "AttentionMarkets",
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     "handle": "Value",
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   "slug": "Attractor",
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   "slug": "Audit",
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     "handle": "AtomicBid",
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     "handle": "AuditTrail",
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     "handle": "MetaCheck",
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   "slug": "AuditTrail",
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     "handle": "Audit",
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     "handle": "Ledger",
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   "slug": "Award",
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   "path": [
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     "handle": "Sign",
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     "handle": "Value",
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     "handle": "Contract",
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   "slug": "Axiom",
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   "slug": "Backoff",
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   "path": [
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   "summary": "Delay subsequent attempts after failure or contention",
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     "handle": "ReAttempt",
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   "slug": "BackwardChain",
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   "slug": "Badgeread",
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   "slug": "Ballot",
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   "path": [
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   "tags": [
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   "slug": "BaseRateInclude",
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   "slug": "BayesUpdate",
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   "slug": "BeamSearch",
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   "path": [
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   "slug": "BearerToken",
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   "stub": "190a",
   "layer": "Society",
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   "path": [
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   "slug": "Branch",
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   "slug": "BreadthGovernor",
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   "slug": "Break",
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   "slug": "ContrastClass",
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   "slug": "Cooldown",
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   "slug": "Correctionwelcome",
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   "slug": "CounterfactualAnchor",
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   "slug": "Coursecandor",
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   "slug": "Creative",
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   "slug": "Decompose",
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     "handle": "DepthGovernor",
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     "handle": "Farsimple",
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   "slug": "Deduction",
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     "handle": "Eliminate",
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   "slug": "Deep",
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     "handle": "HolographicShard",
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   "slug": "DeepResearch",
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   "slug": "Defer",
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     "handle": "Decision",
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     "handle": "EpistemicROI",
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  {
   "slug": "Delegate",
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   "summary": "Work handoff: delegate → accept/refuse → heartbeat → result-or-failure",
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     "handle": "Heartbeat",
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   "slug": "DeliberativeAlign",
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     "handle": "ManifestPlanning",
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     "handle": "Trace",
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   "slug": "DemographicTransition",
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   "slug": "DensityRatchet",
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   "path": [
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   "slug": "Deploy",
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   "path": [
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   "slug": "DepthGovernor",
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   "path": [
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   "summary": "Entropy-based stopping condition for recursion",
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     "handle": "Loop",
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     "handle": "RecursionDive",
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   "slug": "DesignArchitect",
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    {
     "handle": "Strategy",
     "kind": "invokes"
    },
    {
     "handle": "Summarize",
     "kind": "invokes"
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    {
     "handle": "Translate",
     "kind": "invokes"
    },
    {
     "handle": "MechanisticDesignProposal",
     "kind": "produces"
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   ],
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  {
   "slug": "DetectorSelfTest",
   "name": "DetectorSelfTest",
   "ref": "DetectorSelfTest#8d48",
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   "layer": "Infrastructure",
   "type": "Verification",
   "category": "Verification",
   "path": [
    "Infrastructure",
    "Verification"
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   "tags": [
    "Infrastructure",
    "Verification"
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   "summary": "Test the detectors that guard a process, so their silence is not mistaken for health",
   "ring": 2,
   "tier": 2,
   "minted": "2026-10-05T22:01:01+02:00",
   "updated": "2026-11-11",
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   "fan_in": 4,
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    {
     "handle": "Monitor",
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    {
     "handle": "ClosureConservationCheck",
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    {
     "handle": "MeaningChangeSweep",
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  {
   "slug": "Dialectic",
   "name": "Dialectic",
   "ref": "Dialectic#26be",
   "sema_id": "sema:Dialectic#mh:SHA-256:26bec9ea9924523af3aa4d24165e4131dfe2ca964a54cee6a7a12cd391bb8aec",
   "stub": "26be",
   "layer": "Mind",
   "type": "Reasoning",
   "category": "Reasoning",
   "path": [
    "Mind",
    "Reasoning"
   ],
   "tags": [
    "Mind",
    "Reasoning"
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   "summary": "Internal Thesis-Antithesis-Synthesis loop",
   "ring": 2,
   "tier": 2,
   "minted": null,
   "updated": "2026-11-11",
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     "handle": "SteelmanCheck",
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     "handle": "PerspectiveEnsemble",
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    {
     "handle": "Synthesis",
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     "handle": "SocraticLoop",
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     "handle": "Tension",
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    {
     "handle": "TensionHold",
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    {
     "handle": "Twinread",
     "kind": "cites"
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  {
   "slug": "DiminishingComplexityReturns",
   "name": "DiminishingComplexityReturns",
   "ref": "DiminishingComplexityReturns#cb63",
   "sema_id": "sema:DiminishingComplexityReturns#mh:SHA-256:cb637fe80914db90b69c313f6cca3944c8b014a7bae924235b0b63adf1d8edae",
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   "layer": "Society",
   "type": "Dynamics",
   "category": "Dynamics",
   "path": [
    "Society",
    "Dynamics"
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   "tags": [
    "Society",
    "Dynamics"
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   "summary": "Each added layer of a society's or organization's complexity returns less than the one before, until keeping it costs more than it yields and shocks can bring collapse",
   "ring": 2,
   "tier": 2,
   "minted": null,
   "updated": "2026-11-11",
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   "detail_url": "https://mindscape.pages.dev/bootstrap/DiminishingComplexityReturns.md",
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  {
   "slug": "Disband",
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   "layer": "Society",
   "type": "Coordination",
   "category": "Coordination",
   "path": [
    "Society",
    "Coordination"
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   "tags": [
    "Society",
    "Coordination"
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   "summary": "Graceful group dissolution with state disposition and resource release",
   "ring": 1,
   "tier": 1,
   "minted": null,
   "updated": "2026-11-11",
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     "handle": "Agent",
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    {
     "handle": "EjectionSeat",
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    {
     "handle": "Quorum",
     "kind": "cites"
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    {
     "handle": "State",
     "kind": "cites"
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    {
     "handle": "Snapshot",
     "kind": "produces"
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   "detail_url": "https://mindscape.pages.dev/bootstrap/Disband.md",
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   "page_url": "https://mindscape.pages.dev/bootstrap/Disband/"
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  {
   "slug": "Discover",
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   "layer": "Society",
   "type": "Protocols",
   "category": "Protocols",
   "path": [
    "Society",
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    "Society",
    "Protocols"
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   "summary": "Distributed query for external resources",
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   "minted": null,
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     "handle": "Check",
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     "handle": "Criteria",
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    {
     "handle": "Search",
     "kind": "cites"
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    {
     "handle": "Signal",
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     "handle": "AgentDiscover",
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     "handle": "ConsensusFinder",
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    {
     "handle": "Deep",
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    {
     "handle": "DeepResearch",
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    {
     "handle": "DiscoveryProtocol",
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    {
     "handle": "HypothesisEngine",
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    {
     "handle": "IdentityHandshake",
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     "handle": "ToolDiscovery",
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  {
   "slug": "DiscoveryProtocol",
   "name": "DiscoveryProtocol",
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   "category": "Strategy",
   "path": [
    "Mind",
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   "tags": [
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   "summary": "Population-based discovery: Generate (parallel diverse solvers) + Reduce (composition-aware selection) behind hard boundaries",
   "ring": 2,
   "tier": 2,
   "minted": null,
   "updated": "2026-11-11",
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     "handle": "Novelty",
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     "handle": "Synthesis",
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    {
     "handle": "Discover",
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     "handle": "Solver",
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  {
   "slug": "Disputelift",
   "name": "Disputelift",
   "ref": "Disputelift#b515",
   "sema_id": "sema:Disputelift#mh:SHA-256:b5151ae3762b5071110d6ae827728e84549e8ce5bbd77740cf5d34d792ea2aef",
   "stub": "b515",
   "layer": "Society",
   "type": "Protocols",
   "category": "Protocols",
   "path": [
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    "Protocols"
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   "tags": [
    "Society",
    "Protocols"
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   "summary": "A disagreement that leaves the parties disagreeing better, whether or not it is resolved",
   "ring": 2,
   "tier": 2,
   "minted": "2026-10-05T20:03:20+02:00",
   "updated": "2026-11-11",
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   "slug": "DissentSeek",
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   "ref": "DissentSeek#cbe1",
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   "stub": "cbe1",
   "layer": "Society",
   "type": "Protocols",
   "category": "Protocols",
   "path": [
    "Society",
    "Protocols"
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   "tags": [
    "Society",
    "Protocols"
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   "summary": "Mitigating groupthink via mandatory devils advocacy",
   "ring": 2,
   "tier": 1,
   "minted": null,
   "updated": "2026-11-11",
   "has_data_schema": false,
   "has_parameters": false,
   "has_signature": false,
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     "handle": "Quorum",
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    {
     "handle": "SteelmanCheck",
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    {
     "handle": "Understand",
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     "handle": "Dissentflatten",
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   "slug": "Dissentflatten",
   "name": "Dissentflatten",
   "ref": "Dissentflatten#1c13",
   "sema_id": "sema:Dissentflatten#mh:SHA-256:1c1307702a64f27859a578589a7ec473796c4b5bf9a3ff153516452008076129",
   "stub": "1c13",
   "layer": "Society",
   "type": "Protocols",
   "category": "Protocols",
   "path": [
    "Society",
    "Protocols"
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   "tags": [
    "Society",
    "Protocols"
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   "summary": "Record distinct objections separately instead of answering them as one opposing position",
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   "minted": "2026-10-05T21:38:21+02:00",
   "updated": "2026-11-11",
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     "handle": "DissentSeek",
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  {
   "slug": "Dissentkeep",
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   "stub": "dcb9",
   "layer": "Society",
   "type": "Governance",
   "category": "Governance",
   "path": [
    "Society",
    "Governance"
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   "tags": [
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    "Governance"
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   "summary": "Keep a standing route for challenging a policy after it has been adopted",
   "ring": 2,
   "tier": 2,
   "minted": "2026-10-05T21:54:54+02:00",
   "updated": "2026-11-11",
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  {
   "slug": "Distance",
   "name": "Distance",
   "ref": "Distance#dfdf",
   "sema_id": "sema:Distance#mh:SHA-256:dfdfe0610f91741e27f87042fc396eab765c4e48aa20fdfc0dfa7152d1333893",
   "stub": "dfdf",
   "layer": "Physics",
   "type": "Primitives",
   "category": "Primitives",
   "path": [
    "Physics",
    "Primitives"
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   "tags": [
    "Physics",
    "Primitives"
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   "summary": "Metric-axiom function d(x,y) on a space — substrate for similarity, proximity, and spatial reasoning",
   "ring": 0,
   "tier": 1,
   "minted": null,
   "updated": "2026-11-11",
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   "slug": "DistinguishingTest",
   "name": "DistinguishingTest",
   "ref": "DistinguishingTest#0439",
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   "layer": "Mind",
   "type": "Strategy",
   "category": "Strategy",
   "path": [
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   "summary": "Find an observation that rival explanations predict differently before gathering more evidence that fits them all",
   "ring": 2,
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   "minted": "2026-10-06T21:57:08+02:00",
   "updated": "2026-11-11",
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   "slug": "DocumentedOverride",
   "name": "DocumentedOverride",
   "ref": "DocumentedOverride#129b",
   "sema_id": "sema:DocumentedOverride#mh:SHA-256:129bb6b19219e4afc278012f555b298980c4a74000195ae1e6766f2e5d40d940",
   "stub": "129b",
   "layer": "Society",
   "type": "Governance",
   "category": "Governance",
   "path": [
    "Society",
    "Governance"
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   "tags": [
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    "Governance"
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   "summary": "Supervised bypass of a failed acceptance gate, cryptographically logged",
   "ring": 1,
   "tier": 2,
   "minted": null,
   "updated": "2026-11-11",
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     "handle": "TimeWarpLog",
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     "handle": "Decision",
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   "slug": "DogfoodFirst",
   "name": "DogfoodFirst",
   "ref": "DogfoodFirst#76ee",
   "sema_id": "sema:DogfoodFirst#mh:SHA-256:76eea0e77af92abe85e0dda7c20710ca3f9b2dd0e243f2f08c3468b6c1d96204",
   "stub": "76ee",
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   "category": "Strategy",
   "path": [
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   "summary": "Use your own tool before shipping",
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   "slug": "Doubleloop",
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   "summary": "A feedback loop that can also revise the standard it judges outputs by, recording each revision separately",
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  {
   "slug": "Doubtshelter",
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   "layer": "Society",
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   "summary": "Make voicing uncertainty or asking for evidence cost no standing in a group",
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   "slug": "DriftWatch",
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   "layer": "Society",
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   "path": [
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     "handle": "Distance",
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   "slug": "EbbFlowSync",
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   "summary": "Cyclical connectivity modes",
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     "handle": "Lock",
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   "slug": "Echohollow",
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   "summary": "A recurring practice keeps its outward form while its responsiveness to what it meets fades",
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   "path": [
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   "summary": "Repetition progressively reverses a recurring element's effect",
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   "slug": "Edgehold",
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   "summary": "Know where your framework stops working while lacking a replacement, and use it only inside that edge",
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   "slug": "EffectDelayCheck",
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   "slug": "EjectionSeat",
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   "slug": "Elect",
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   "path": [
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   "slug": "Eliminate",
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   "slug": "EmpathySim",
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   "layer": "Mind",
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     "handle": "Budget",
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   "slug": "EmpiricalTest",
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   "category": "Strategy",
   "path": [
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   "summary": "Verifying conclusions via testable predictions",
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  {
   "slug": "Endsettle",
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   "slug": "Entropy",
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   "slug": "EntropyPump",
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     "handle": "Noise",
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     "handle": "Crystallize",
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   "slug": "EpistemicCalibrate",
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   "slug": "EpistemicCascade",
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     "handle": "BeliefTracking",
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     "handle": "Check",
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     "handle": "EpistemicCalibrate",
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     "handle": "Status",
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     "handle": "Verification",
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     "handle": "Twoledger",
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   "slug": "EpistemicROI",
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   "slug": "ErrorCostAsymmetry",
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   "slug": "Estimate",
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   "slug": "EthicalReasoningProtocol",
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   "slug": "EvaluatorOptimizer",
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   "slug": "Event",
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   "path": [
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   "slug": "EventReact",
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   "slug": "EvidenceDependence",
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   "slug": "EvidenceUnderdetermination",
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   "path": [
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    "Mind",
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  {
   "slug": "Exception",
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   "slug": "ExchangeRate",
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   "slug": "ExecutionManifest",
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   "path": [
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   "slug": "ExitCage",
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   "slug": "ExpandContractMigration",
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   "slug": "Expansive",
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   "path": [
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   "slug": "ExperienceSharding",
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   "slug": "ExpiringToken",
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   "layer": "Society",
   "type": "Protocols",
   "category": "Protocols",
   "path": [
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   "tags": [
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   "summary": "Time-decaying privileges",
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   "slug": "ExplainBeacon",
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   "slug": "ExploreExploit",
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   "category": "Strategy",
   "path": [
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   "tags": [
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   "ring": 2,
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   "slug": "ExponentialBackoff",
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   "layer": "Infrastructure",
   "type": "Primitives",
   "category": "Primitives",
   "path": [
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    "Primitives"
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   "tags": [
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    "Primitives"
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   "ring": 0,
   "tier": 1,
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     "handle": "Backoff",
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   "slug": "ExtendedThinking",
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   "stub": "3a90",
   "layer": "Mind",
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   "category": "Reasoning",
   "path": [
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   "tags": [
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   "ring": 2,
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   "slug": "FabricSharding",
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     "handle": "Shard",
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     "handle": "State",
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   "slug": "FailClosed",
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    "Infrastructure",
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     "handle": "OutputGuard",
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     "handle": "System",
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     "handle": "Exception",
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     "handle": "GracefulDegradation",
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    {
     "handle": "InputGuard",
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    {
     "handle": "ThreeLevelCollision",
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     "handle": "ToolDiscovery",
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  {
   "slug": "FailurePreservingReduction",
   "name": "FailurePreservingReduction",
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   "path": [
    "Infrastructure",
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    "Infrastructure",
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   "summary": "Shrink a failing input or action sequence while the same failure keeps occurring",
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   "slug": "FailureTrace",
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   "layer": "Infrastructure",
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   "path": [
    "Infrastructure",
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   "summary": "Signed, clause-specific rejection evidence",
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  {
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     "handle": "Observe",
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  {
   "slug": "Farsimple",
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   "stub": "2209",
   "layer": "Mind",
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   "category": "Reasoning",
   "path": [
    "Mind",
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   "summary": "Explain by first laying out the complexity a quick account would blur, then building a simpler account that keeps it",
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  {
   "slug": "FeatureFlag",
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   "layer": "Society",
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   "summary": "Runtime functionality toggle",
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  {
   "slug": "Feedback",
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   "layer": "Infrastructure",
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     "handle": "Signal",
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     "handle": "Incongruity",
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     "handle": "MetricReading",
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     "handle": "Result",
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     "handle": "Doubleloop",
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     "handle": "FeedbackSignal",
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     "handle": "PerformanceSignal",
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     "handle": "RigorousSolver",
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     "handle": "StructuralCoaching",
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   "slug": "FeedbackSignal",
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   "path": [
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   "summary": "Standardized learning feedback packet",
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  {
   "slug": "Fermi",
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   "sema_id": "sema:Fermi#mh:SHA-256:f206e74f19af3eb55825b02c2192779a627ddff7b1c465a09d73431b863232db",
   "stub": "f206",
   "layer": "Mind",
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   "category": "Reasoning",
   "path": [
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  {
   "slug": "FinalizedIntervalRead",
   "name": "FinalizedIntervalRead",
   "ref": "FinalizedIntervalRead#d5e8",
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   "layer": "Infrastructure",
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   "category": "Primitives",
   "path": [
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   "tags": [
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    "Primitives"
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   "summary": "Freeze, settle or report a time-indexed value only once its period can no longer change; until then treat it as provisional",
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   "minted": null,
   "updated": "2026-11-11",
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  {
   "slug": "FirstPrinciples",
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   "layer": "Mind",
   "type": "Reasoning",
   "category": "Reasoning",
   "path": [
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   "summary": "Axiomatic reconstruction of truth",
   "ring": 2,
   "tier": 2,
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   "updated": "2026-11-11",
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     "handle": "Axiom",
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     "handle": "ChainOfThought",
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  {
   "slug": "FixPathTriage",
   "name": "FixPathTriage",
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   "sema_id": "sema:FixPathTriage#mh:SHA-256:c2071c0751e95db8570f9e5581bf503845b9250c7b85077fddf5077b8e9d2ede",
   "stub": "c207",
   "layer": "Mind",
   "type": "Strategy",
   "category": "Strategy",
   "path": [
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   "summary": "Classify each finding by what fixing it requires in the deployed system, and report that beside its impact and likelihood",
   "ring": 2,
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   "minted": null,
   "updated": "2026-11-11",
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  {
   "slug": "Focalpeer",
   "name": "Focalpeer",
   "ref": "Focalpeer#3724",
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   "stub": "3724",
   "layer": "Society",
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   "category": "Dynamics",
   "path": [
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   "summary": "A group's joint action comes to depend on a member who holds no assigned coordinating authority",
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   "slug": "HeuristicSnap",
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   "summary": "Rapid, low-cost decision making via pattern recognition",
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     "handle": "ChainOfThought",
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   "slug": "Hierarchy",
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   "slug": "HindsightBlock",
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   "slug": "HumanApprove",
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   "slug": "HumanEmulatorProtocol",
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   "slug": "HypothesisEngine",
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   "path": [
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   "slug": "HypothesisLadder",
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     "handle": "Abduction",
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     "handle": "BayesUpdate",
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   "slug": "Hysteresis",
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   "layer": "Infrastructure",
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   "category": "Primitives",
   "path": [
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   "slug": "Induction",
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   "slug": "InnovationDiffusion",
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   "slug": "InputGuard",
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   "slug": "InvariantFilter",
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   "slug": "Invert",
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   "slug": "Mandatune",
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   "slug": "Novelty",
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   "slug": "Nuancefilter",
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   "slug": "OODA",
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   "slug": "OathBind",
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   "slug": "Oracle",
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   "slug": "OsmoticFilter",
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   "slug": "Outcome",
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   "slug": "OutputGuard",
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   "slug": "Overlap",
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   "path": [
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   "summary": "Accept-set intersection protocol with commit-reveal for interest-based negotiation",
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  {
   "slug": "PURE",
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   "slug": "Ripplelag",
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   "slug": "SurplusBound",
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