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   "head": "**Document:** issues-fs__thinking-in-graphs  \n**Version:** v1.0  \n**Date:** 2026",
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   "head": "---",
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   "uid": "tig:b4",
   "level": "blk",
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   "head": "The central claim is simple: **everything is a graph, meaning is not declared bu",
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   "uid": "tig:b5",
   "level": "blk",
   "locator": "blk:What This Document Is/3",
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   "head": "This is not a metaphor. It is a literal architectural principle that drives how ",
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   "level": "blk",
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   "head": "---",
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   "level": "blk",
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   "uid": "tig:b8",
   "level": "blk",
   "locator": "blk:Nodes Have No Obligation to Explain Themselves/2",
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   "head": "This is a deliberate departure from schema-first thinking, where the type system",
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   "level": "blk",
   "locator": "blk:Nodes Have No Obligation to Explain Themselves/3",
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   "head": "This is not a weakness. It is the foundational design choice.",
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   "level": "blk",
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   "head": "Consider a concrete example from the osbot-utils Type_Safe framework:",
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   "uid": "tig:b11",
   "level": "blk",
   "locator": "blk:The Safe_UInt__Port Example/2",
   "hash": "a7404ef3d45e",
   "head": "```python\nclass Safe_UInt__Port(Safe_UInt):\n    min_value  = 0\n    max_value  = ",
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   "uid": "tig:b12",
   "level": "blk",
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   "head": "Now consider two scenarios in an Issues-FS graph:",
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   "uid": "tig:b13",
   "level": "blk",
   "locator": "blk:The Safe_UInt__Port Example/4",
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   "head": "**Scenario A:** A node has a field `port` with the value `8080`, and that field ",
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   "uid": "tig:b14",
   "level": "blk",
   "locator": "blk:The Safe_UInt__Port Example/5",
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   "head": "The graph looks like:",
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   "uid": "tig:b15",
   "level": "blk",
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   "head": "```\nnode__server_config\n    ├── field: port\n    │     ├── value: 8080\n    │     ",
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  },
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   "uid": "tig:b16",
   "level": "blk",
   "locator": "blk:The Safe_UInt__Port Example/7",
   "hash": "27efe8f0aed1",
   "head": "From this graph, we can say with confidence: \"This is a network port. It is an u",
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  },
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   "uid": "tig:b17",
   "level": "blk",
   "locator": "blk:The Safe_UInt__Port Example/8",
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   "head": "**Scenario B:** A node has a field `port` with the value `8080`, typed as `int`.",
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   "uid": "tig:b18",
   "level": "blk",
   "locator": "blk:The Safe_UInt__Port Example/9",
   "hash": "bb3ff7e39047",
   "head": "```\nnode__server_config\n    ├── field: port\n    │     ├── value: 8080\n    │     ",
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  },
  {
   "uid": "tig:b19",
   "level": "blk",
   "locator": "blk:The Safe_UInt__Port Example/10",
   "hash": "434b8f91f11b",
   "head": "From this graph, all we can say is: \"There is a field called 'port' with the val",
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  },
  {
   "uid": "tig:b20",
   "level": "blk",
   "locator": "blk:The Safe_UInt__Port Example/11",
   "hash": "82d39e740be5",
   "head": "**The difference is not in the value.** Both scenarios have `8080`. The differen",
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  },
  {
   "uid": "tig:b21",
   "level": "blk",
   "locator": "blk:This Applies to Everything/1",
   "hash": "57ae0f1b01f4",
   "head": "The port example is about a primitive value, but the principle applies to every ",
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  {
   "uid": "tig:b22",
   "level": "blk",
   "locator": "blk:This Applies to Everything/2",
   "hash": "69d5d2261d72",
   "head": "- An issue labelled \"Task\" is just a node. If it has edges to an issue-type defi",
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   "uid": "tig:b23",
   "level": "blk",
   "locator": "blk:This Applies to Everything/3",
   "hash": "6cbe736d9bf9",
   "head": "- A role called \"QA\" is just a node. If it links to a ROLE.md definition, to a s",
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  {
   "uid": "tig:b24",
   "level": "blk",
   "locator": "blk:This Applies to Everything/4",
   "hash": "d3fa8a450d6d",
   "head": "- A status called \"completed\" is just a string. If it links to a state machine t",
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   "uid": "tig:b25",
   "level": "blk",
   "locator": "blk:This Applies to Everything/5",
   "hash": "3934592c3677",
   "head": "The graph either provides the evidence or it doesn't. The system's job is to rep",
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   "uid": "tig:b26",
   "level": "blk",
   "locator": "blk:This Applies to Everything/6",
   "hash": "cb3f91d54eee",
   "head": "---",
   "status": "live"
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   "uid": "tig:b27",
   "level": "blk",
   "locator": "blk:Meaning Is Not Declared — It Is Discovered/1",
   "hash": "6e21eaae5264",
   "head": "In a schema-first system, meaning is declared: \"This object IS a Task. It HAS th",
   "status": "live"
  },
  {
   "uid": "tig:b28",
   "level": "blk",
   "locator": "blk:Meaning Is Not Declared — It Is Discovered/2",
   "hash": "803742072bf1",
   "head": "In a graph-first system, meaning is discovered: \"This node has edges to other no",
   "status": "live"
  },
  {
   "uid": "tig:b29",
   "level": "blk",
   "locator": "blk:Meaning Is Not Declared — It Is Discovered/3",
   "hash": "19b7bb50268e",
   "head": "The distinction matters because declared meaning is brittle and local. A schema ",
   "status": "live"
  },
  {
   "uid": "tig:b30",
   "level": "blk",
   "locator": "blk:Meaning Is Not Declared — It Is Discovered/4",
   "hash": "c97f6e5ad0d9",
   "head": "Discovered meaning is resilient and composable. Each context adds its own edges.",
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  },
  {
   "uid": "tig:b31",
   "level": "blk",
   "locator": "blk:The Review Example/1",
   "hash": "80c75a193f45",
   "head": "Consider five different teams, each with a process they call \"Review\":",
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  },
  {
   "uid": "tig:b32",
   "level": "blk",
   "locator": "blk:The Review Example/2",
   "hash": "19abccb01ed4",
   "head": "**Team A (Japanese manufacturing)** has a Review node connected to:",
   "status": "live"
  },
  {
   "uid": "tig:b33",
   "level": "blk",
   "locator": "blk:The Review Example/3",
   "hash": "3a25c706738b",
   "head": "```\nReview-A\n    ├── has_step ──→ assign_inspector\n    ├── has_step ──→ assign_r",
   "status": "live"
  },
  {
   "uid": "tig:b34",
   "level": "blk",
   "locator": "blk:The Review Example/4",
   "hash": "b6f65397ad57",
   "head": "**Team B (open source contributor)** has a Review node connected to:",
   "status": "live"
  },
  {
   "uid": "tig:b35",
   "level": "blk",
   "locator": "blk:The Review Example/5",
   "hash": "ac4c802167d5",
   "head": "```\nReview-B\n    ├── has_step ──→ look_at_PR\n    ├── has_step ──→ leave_comment ",
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  },
  {
   "uid": "tig:b36",
   "level": "blk",
   "locator": "blk:The Review Example/6",
   "hash": "1255cce14e88",
   "head": "**Team C (Frankfurt compliance)** has a Review node connected to:",
   "status": "live"
  },
  {
   "uid": "tig:b37",
   "level": "blk",
   "locator": "blk:The Review Example/7",
   "hash": "8e411cc2fab7",
   "head": "```\nReview-C\n    ├── has_step ──→ assign_responsible_officer\n    ├── has_step ──",
   "status": "live"
  },
  {
   "uid": "tig:b38",
   "level": "blk",
   "locator": "blk:The Review Example/8",
   "hash": "de52833b76af",
   "head": "**Team D (Lagos startup)** has a Review node connected to:",
   "status": "live"
  },
  {
   "uid": "tig:b39",
   "level": "blk",
   "locator": "blk:The Review Example/9",
   "hash": "9311a2137f87",
   "head": "```\nReview-D\n    ├── has_step ──→ record_loom_video\n    ├── has_step ──→ post_co",
   "status": "live"
  },
  {
   "uid": "tig:b40",
   "level": "blk",
   "locator": "blk:The Review Example/10",
   "hash": "992e740a355e",
   "head": "**Team E (São Paulo agency)** has a Review node connected to:",
   "status": "live"
  },
  {
   "uid": "tig:b41",
   "level": "blk",
   "locator": "blk:The Review Example/11",
   "hash": "e59882efe3ac",
   "head": "```\nReview-E\n    ├── has_step ──→ client_presentation\n    ├── has_step ──→ colle",
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  },
  {
   "uid": "tig:b42",
   "level": "blk",
   "locator": "blk:The Review Example/12",
   "hash": "9d64cbf14eb0",
   "head": "None of these nodes are \"aware\" of each other. None of them declare \"I am a sche",
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  },
  {
   "uid": "tig:b43",
   "level": "blk",
   "locator": "blk:Finding Common Ground Through Graph Analysis/1",
   "hash": "f6c3fd91add1",
   "head": "Now suppose these five teams need to collaborate, or we simply want to understan",
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  {
   "uid": "tig:b44",
   "level": "blk",
   "locator": "blk:Finding Common Ground Through Graph Analysis/2",
   "hash": "9cab84a59cee",
   "head": "**Step 1: Identify common subgraph patterns.**",
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  {
   "uid": "tig:b45",
   "level": "blk",
   "locator": "blk:Finding Common Ground Through Graph Analysis/3",
   "hash": "814eaad5fca3",
   "head": "All five Reviews share some edges, though they use different local labels:",
   "status": "live"
  },
  {
   "uid": "tig:b46",
   "level": "blk",
   "locator": "blk:Finding Common Ground Through Graph Analysis/4",
   "hash": "dcb61ff9e1e1",
   "head": "```\nCommon edges found across all 5:\n    has_step ──→ [some form of examining th",
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   "uid": "tig:b47",
   "level": "blk",
   "locator": "blk:Finding Common Ground Through Graph Analysis/5",
   "hash": "b00753913086",
   "head": "**Step 2: Surface the structural observation.**",
   "status": "live"
  },
  {
   "uid": "tig:b48",
   "level": "blk",
   "locator": "blk:Finding Common Ground Through Graph Analysis/6",
   "hash": "0b618a30b4a3",
   "head": "The graph analysis can now say: \"Team B's Review is structurally thinner than th",
   "status": "live"
  },
  {
   "uid": "tig:b49",
   "level": "blk",
   "locator": "blk:Finding Common Ground Through Graph Analysis/7",
   "hash": "ff204a39c8f3",
   "head": "**Step 3: No one had to agree on anything.**",
   "status": "live"
  },
  {
   "uid": "tig:b50",
   "level": "blk",
   "locator": "blk:Finding Common Ground Through Graph Analysis/8",
   "hash": "f987242cbb95",
   "head": "This analysis happened without any team changing their process, learning a share",
   "status": "live"
  },
  {
   "uid": "tig:b51",
   "level": "blk",
   "locator": "blk:Compatibility Is a Graph Computation/1",
   "hash": "60fc10b3fa99",
   "head": "This redefines what \"compatibility\" means. Two nodes are not compatible because ",
   "status": "live"
  },
  {
   "uid": "tig:b52",
   "level": "blk",
   "locator": "blk:Compatibility Is a Graph Computation/2",
   "hash": "35987dda301a",
   "head": "Compatibility is:\n- **Not binary** — it's a spectrum (Team A and Team C are more",
   "status": "live"
  },
  {
   "uid": "tig:b53",
   "level": "blk",
   "locator": "blk:Compatibility Is a Graph Computation/3",
   "hash": "cb3f91d54eee",
   "head": "---",
   "status": "live"
  },
  {
   "uid": "tig:b54",
   "level": "blk",
   "locator": "blk:Every Scope Defines Its Own Vocabulary/1",
   "hash": "c1d8cbcacc50",
   "head": "The Issues-FS ecosystem is not one graph. It is graphs of graphs of graphs, at e",
   "status": "live"
  },
  {
   "uid": "tig:b55",
   "level": "blk",
   "locator": "blk:Every Scope Defines Its Own Vocabulary/2",
   "hash": "7847c9ace1aa",
   "head": "```\nIssues-FS__Lexicon (root)\n    └── Issues-FS__Service (project)\n        └── P",
   "status": "live"
  },
  {
   "uid": "tig:b56",
   "level": "blk",
   "locator": "blk:Every Scope Defines Its Own Vocabulary/3",
   "hash": "ee457ab3c574",
   "head": "Every level in this hierarchy can introduce its own nodes, edges, types, and def",
   "status": "live"
  },
  {
   "uid": "tig:b57",
   "level": "blk",
   "locator": "blk:Every Scope Defines Its Own Vocabulary/4",
   "hash": "67140c1f7757",
   "head": "**The root Lexicon** provides anchor nodes for well-understood concepts. These a",
   "status": "live"
  },
  {
   "uid": "tig:b58",
   "level": "blk",
   "locator": "blk:Every Scope Defines Its Own Vocabulary/5",
   "hash": "40a7477718a5",
   "head": "**A project** can introduce issue types that only make sense within that project",
   "status": "live"
  },
  {
   "uid": "tig:b59",
   "level": "blk",
   "locator": "blk:Every Scope Defines Its Own Vocabulary/6",
   "hash": "aa24b310dcf1",
   "head": "**An epic within that project** might further specialise: `Lightning_Talk_Propos",
   "status": "live"
  },
  {
   "uid": "tig:b60",
   "level": "blk",
   "locator": "blk:Every Scope Defines Its Own Vocabulary/7",
   "hash": "86b172ee8e94",
   "head": "**A single task** might define its own sub-vocabulary: checkboxes, sub-steps, ac",
   "status": "live"
  },
  {
   "uid": "tig:b61",
   "level": "blk",
   "locator": "blk:Every Scope Defines Its Own Vocabulary/8",
   "hash": "f8e458e7a15d",
   "head": "At no level does a child scope need to \"register\" its vocabulary with a parent s",
   "status": "live"
  },
  {
   "uid": "tig:b62",
   "level": "blk",
   "locator": "blk:Name Clashes Are Normal/1",
   "hash": "de2406919545",
   "head": "In a fractal system, name clashes are inevitable and non-problematic. `Task-23` ",
   "status": "live"
  },
  {
   "uid": "tig:b63",
   "level": "blk",
   "locator": "blk:Name Clashes Are Normal/2",
   "hash": "7c2b259ec364",
   "head": "Resolution is structural, not nominal. Each node has a unique identity in the gr",
   "status": "live"
  },
  {
   "uid": "tig:b64",
   "level": "blk",
   "locator": "blk:Name Clashes Are Normal/3",
   "hash": "d4386447f36d",
   "head": "Type-level clashes are more interesting. If `Project-6` defines a `Review` issue",
   "status": "live"
  },
  {
   "uid": "tig:b65",
   "level": "blk",
   "locator": "blk:Incompatibility and Missing Pieces Are Expected/1",
   "hash": "fde0507a07fd",
   "head": "A fractal system with distributed vocabulary will inevitably produce:",
   "status": "live"
  },
  {
   "uid": "tig:b66",
   "level": "blk",
   "locator": "blk:Incompatibility and Missing Pieces Are Expected/2",
   "hash": "5e5678e9ef21",
   "head": "- **Gaps:** An issue references an issue type that doesn't have a definition nod",
   "status": "live"
  },
  {
   "uid": "tig:b67",
   "level": "blk",
   "locator": "blk:Incompatibility and Missing Pieces Are Expected/3",
   "hash": "b92eac89617b",
   "head": "- **Partial mappings:** An issue type in one scope maps to 3 out of 5 aspects of",
   "status": "live"
  },
  {
   "uid": "tig:b68",
   "level": "blk",
   "locator": "blk:Incompatibility and Missing Pieces Are Expected/4",
   "hash": "a64ee9455fc3",
   "head": "- **Contradictions:** Two definitions in overlapping scopes make conflicting cla",
   "status": "live"
  },
  {
   "uid": "tig:b69",
   "level": "blk",
   "locator": "blk:Incompatibility and Missing Pieces Are Expected/5",
   "hash": "1077b65c3cfa",
   "head": "None of these are errors. They are observations that the graph analysis can make",
   "status": "live"
  },
  {
   "uid": "tig:b70",
   "level": "blk",
   "locator": "blk:Incompatibility and Missing Pieces Are Expected/6",
   "hash": "cb3f91d54eee",
   "head": "---",
   "status": "live"
  },
  {
   "uid": "tig:b71",
   "level": "blk",
   "locator": "blk:The Semantic Web's Insight (and Mistake)/1",
   "hash": "3dca202d9a51",
   "head": "The Semantic Web community identified the right problem: how do independent part",
   "status": "live"
  },
  {
   "uid": "tig:b72",
   "level": "blk",
   "locator": "blk:The Semantic Web's Insight (and Mistake)/2",
   "hash": "3e5bb37d3d07",
   "head": "But the community made a subtle mistake in practice. They ended up attaching mea",
   "status": "live"
  },
  {
   "uid": "tig:b73",
   "level": "blk",
   "locator": "blk:The Semantic Web's Insight (and Mistake)/3",
   "hash": "b9ec5e74f071",
   "head": "```\nissues:Review\n    skos:prefLabel  \"Review\"@en\n    skos:prefLabel  \"レビュー\"@ja\n",
   "status": "live"
  },
  {
   "uid": "tig:b74",
   "level": "blk",
   "locator": "blk:The Semantic Web's Insight (and Mistake)/4",
   "hash": "c83b6864dfd0",
   "head": "You are declaring: \"This node IS a Review, and here are its labels in different ",
   "status": "live"
  },
  {
   "uid": "tig:b75",
   "level": "blk",
   "locator": "blk:The Semantic Web's Insight (and Mistake)/5",
   "hash": "22662de37c07",
   "head": "This is schema-first thinking dressed in graph syntax. The node knows what it is",
   "status": "live"
  },
  {
   "uid": "tig:b76",
   "level": "blk",
   "locator": "blk:The Graph-First Correction/1",
   "hash": "da63f3bd97e1",
   "head": "In a graph-first model, the schema.org `Review` concept is just another node in ",
   "status": "live"
  },
  {
   "uid": "tig:b77",
   "level": "blk",
   "locator": "blk:The Graph-First Correction/2",
   "hash": "5a4242c485e1",
   "head": "A team's local Review node does not declare \"I am a schema:Review.\" Instead, the",
   "status": "live"
  },
  {
   "uid": "tig:b78",
   "level": "blk",
   "locator": "blk:The Graph-First Correction/3",
   "hash": "edf35ae58034",
   "head": "```\nReview-A\n    ├── has_step ──→ document_findings\n    │                    └──",
   "status": "live"
  },
  {
   "uid": "tig:b79",
   "level": "blk",
   "locator": "blk:The Graph-First Correction/4",
   "hash": "3733c2576cd0",
   "head": "The edges express partial, specific mappings. \"Our `document_findings` step is s",
   "status": "live"
  },
  {
   "uid": "tig:b80",
   "level": "blk",
   "locator": "blk:The Graph-First Correction/5",
   "hash": "133d7046eccd",
   "head": "The local Review node remains untouched. It does not carry any schema.org metada",
   "status": "live"
  },
  {
   "uid": "tig:b81",
   "level": "blk",
   "locator": "blk:What Anchor Nodes Actually Are/1",
   "hash": "53905d272cf7",
   "head": "An anchor node is simply a node that:",
   "status": "live"
  },
  {
   "uid": "tig:b82",
   "level": "blk",
   "locator": "blk:What Anchor Nodes Actually Are/2",
   "hash": "d49f4972c1db",
   "head": "1. **Is well-connected** — it has many edges to other well-defined concepts",
   "status": "live"
  },
  {
   "uid": "tig:b83",
   "level": "blk",
   "locator": "blk:What Anchor Nodes Actually Are/3",
   "hash": "9666911b04ac",
   "head": "2. **Is well-maintained** — someone (schema.org, W3C, the Issues-FS Lexicon) kee",
   "status": "live"
  },
  {
   "uid": "tig:b84",
   "level": "blk",
   "locator": "blk:What Anchor Nodes Actually Are/4",
   "hash": "01b208f9d898",
   "head": "3. **Is well-known** — many other nodes across many scopes link to it",
   "status": "live"
  },
  {
   "uid": "tig:b85",
   "level": "blk",
   "locator": "blk:What Anchor Nodes Actually Are/5",
   "hash": "4a336b1b6eb8",
   "head": "4. **Has no special authority** — it does not force conformity; it enables disco",
   "status": "live"
  },
  {
   "uid": "tig:b86",
   "level": "blk",
   "locator": "blk:What Anchor Nodes Actually Are/6",
   "hash": "c65099c72438",
   "head": "The Issues-FS Lexicon's job is to provide a curated set of anchor nodes for the ",
   "status": "live"
  },
  {
   "uid": "tig:b87",
   "level": "blk",
   "locator": "blk:What Anchor Nodes Actually Are/7",
   "hash": "6af6dfe0f5b4",
   "head": "A node in a child scope that links to a Lexicon anchor node gains meaning by ass",
   "status": "live"
  },
  {
   "uid": "tig:b88",
   "level": "blk",
   "locator": "blk:What Anchor Nodes Actually Are/8",
   "hash": "cb3f91d54eee",
   "head": "---",
   "status": "live"
  },
  {
   "uid": "tig:b89",
   "level": "blk",
   "locator": "blk:The Confidence Spectrum/1",
   "hash": "272dec416e51",
   "head": "Every assertion the system makes about a node sits on a confidence spectrum:",
   "status": "live"
  },
  {
   "uid": "tig:b90",
   "level": "blk",
   "locator": "blk:The Confidence Spectrum/2",
   "hash": "40d41ab86616",
   "head": "```\nNo edges          ──→  \"We know nothing about this node beyond its label\"\n  ",
   "status": "live"
  },
  {
   "uid": "tig:b91",
   "level": "blk",
   "locator": "blk:The Confidence Spectrum/3",
   "hash": "561f237e665b",
   "head": "The system should always be able to answer: \"How confident are we about what thi",
   "status": "live"
  },
  {
   "uid": "tig:b92",
   "level": "blk",
   "locator": "blk:Honest Uncertainty Is the Default/1",
   "hash": "eeb8bb3e55d8",
   "head": "Most nodes in most graphs will sit in the middle of this spectrum. They have som",
   "status": "live"
  },
  {
   "uid": "tig:b93",
   "level": "blk",
   "locator": "blk:Honest Uncertainty Is the Default/2",
   "hash": "259e8c6c613a",
   "head": "- \"This field is called `port` and has value `8080`. We *think* it's a network p",
   "status": "live"
  },
  {
   "uid": "tig:b94",
   "level": "blk",
   "locator": "blk:Honest Uncertainty Is the Default/3",
   "hash": "89f1a3889c35",
   "head": "- \"This issue is labelled `Review`. It has edges to three steps. Based on those ",
   "status": "live"
  },
  {
   "uid": "tig:b95",
   "level": "blk",
   "locator": "blk:Honest Uncertainty Is the Default/4",
   "hash": "fc3e458d2ad4",
   "head": "- \"This role is called `QA`. It has a ROLE.md that defines responsibilities. But",
   "status": "live"
  },
  {
   "uid": "tig:b96",
   "level": "blk",
   "locator": "blk:Honest Uncertainty Is the Default/5",
   "hash": "d4985c5805e8",
   "head": "In every case, the system reports what it found (the edges that exist), what it ",
   "status": "live"
  },
  {
   "uid": "tig:b97",
   "level": "blk",
   "locator": "blk:Enrichment, Not Enforcement/1",
   "hash": "cb722edcdf5c",
   "head": "When the system identifies low-confidence nodes, the response is not validation ",
   "status": "live"
  },
  {
   "uid": "tig:b98",
   "level": "blk",
   "locator": "blk:Enrichment, Not Enforcement/2",
   "hash": "ebff5f5d00f5",
   "head": "The Librarian role, or automated tooling, or a developer can add that edge. The ",
   "status": "live"
  },
  {
   "uid": "tig:b99",
   "level": "blk",
   "locator": "blk:Enrichment, Not Enforcement/3",
   "hash": "7c777c3a7cd5",
   "head": "This is how the ecosystem improves over time: not by imposing stricter schemas, ",
   "status": "live"
  },
  {
   "uid": "tig:b100",
   "level": "blk",
   "locator": "blk:Enrichment, Not Enforcement/4",
   "hash": "cb3f91d54eee",
   "head": "---",
   "status": "live"
  },
  {
   "uid": "tig:b101",
   "level": "blk",
   "locator": "blk:The Recursive Structure/1",
   "hash": "e1a4f2660bdb",
   "head": "The Issues-FS ecosystem is not a single flat graph. It is a graph of graphs, rec",
   "status": "live"
  },
  {
   "uid": "tig:b102",
   "level": "blk",
   "locator": "blk:The Recursive Structure/2",
   "hash": "3f8867033841",
   "head": "- **An issue** is a node in a project's graph. But the issue itself may contain ",
   "status": "live"
  },
  {
   "uid": "tig:b103",
   "level": "blk",
   "locator": "blk:The Recursive Structure/3",
   "hash": "8ea418c5223a",
   "head": "- **A project** is a node in the ecosystem graph. But the project contains a gra",
   "status": "live"
  },
  {
   "uid": "tig:b104",
   "level": "blk",
   "locator": "blk:The Recursive Structure/4",
   "hash": "de80eb683bc0",
   "head": "- **The Lexicon** is a graph of reference concepts. But each concept (like \"Deci",
   "status": "live"
  },
  {
   "uid": "tig:b105",
   "level": "blk",
   "locator": "blk:The Recursive Structure/5",
   "hash": "05c7ba3040ef",
   "head": "- **A role repo** is a node in the development graph. But it contains a graph of",
   "status": "live"
  },
  {
   "uid": "tig:b106",
   "level": "blk",
   "locator": "blk:The Recursive Structure/6",
   "hash": "25c4f3154c1a",
   "head": "- **The Type_Safe framework** is a graph of type definitions. But each type (lik",
   "status": "live"
  },
  {
   "uid": "tig:b107",
   "level": "blk",
   "locator": "blk:The Recursive Structure/7",
   "hash": "9e1bcfc8f82e",
   "head": "At every level, the same principles apply: nodes are just nodes, meaning comes f",
   "status": "live"
  },
  {
   "uid": "tig:b108",
   "level": "blk",
   "locator": "blk:Cross-Graph References/1",
   "hash": "a5cea713062a",
   "head": "The most powerful aspect of this model is cross-graph references. When an issue ",
   "status": "live"
  },
  {
   "uid": "tig:b109",
   "level": "blk",
   "locator": "blk:Cross-Graph References/2",
   "hash": "4f2c8960eae1",
   "head": "Similarly, when a local Review node has edges to `schema.org/Review` subcomponen",
   "status": "live"
  },
  {
   "uid": "tig:b110",
   "level": "blk",
   "locator": "blk:Cross-Graph References/3",
   "hash": "10816384586c",
   "head": "This is what makes the graph model scale across teams, languages, cultures, and ",
   "status": "live"
  },
  {
   "uid": "tig:b111",
   "level": "blk",
   "locator": "blk:Versioning and Temporal Graphs/1",
   "hash": "e64ae6c49697",
   "head": "Cross-graph edges raise an important question: when `Safe_UInt__Port` changes in",
   "status": "live"
  },
  {
   "uid": "tig:b112",
   "level": "blk",
   "locator": "blk:Versioning and Temporal Graphs/2",
   "hash": "96375fd8d666",
   "head": "The answer depends on which version edge the project graph contains. If the edge",
   "status": "live"
  },
  {
   "uid": "tig:b113",
   "level": "blk",
   "locator": "blk:Versioning and Temporal Graphs/3",
   "hash": "4802d816c3af",
   "head": "This applies to all cross-graph references. A link to a Lexicon anchor node can ",
   "status": "live"
  },
  {
   "uid": "tig:b114",
   "level": "blk",
   "locator": "blk:Versioning and Temporal Graphs/4",
   "hash": "cb3f91d54eee",
   "head": "---",
   "status": "live"
  },
  {
   "uid": "tig:b115",
   "level": "blk",
   "locator": "blk:What the Lexicon Actually Provides/1",
   "hash": "1ce2f1dec09a",
   "head": "Given this graph-first philosophy, the Issues-FS Lexicon is not a dictionary or ",
   "status": "live"
  },
  {
   "uid": "tig:b116",
   "level": "blk",
   "locator": "blk:What the Lexicon Actually Provides/2",
   "hash": "13d1029409e5",
   "head": "1. **A curated set of well-connected anchor nodes** for the issues domain (Task,",
   "status": "live"
  },
  {
   "uid": "tig:b117",
   "level": "blk",
   "locator": "blk:What the Lexicon Actually Provides/3",
   "hash": "cc91675a1826",
   "head": "2. **A set of cross-graph edges** to external reference vocabularies (schema.org",
   "status": "live"
  },
  {
   "uid": "tig:b118",
   "level": "blk",
   "locator": "blk:What the Lexicon Actually Provides/4",
   "hash": "560b68bafe91",
   "head": "3. **Graph traversal tools** that can compute: connectivity depth, compatibility",
   "status": "live"
  },
  {
   "uid": "tig:b119",
   "level": "blk",
   "locator": "blk:What the Lexicon Actually Provides/5",
   "hash": "ccce62a15b95",
   "head": "4. **Bootstrap definitions** — opinionated but overridable types for common issu",
   "status": "live"
  },
  {
   "uid": "tig:b120",
   "level": "blk",
   "locator": "blk:What Every Repo Can Do/1",
   "hash": "691b46171908",
   "head": "Every repository and every scope in the fractal hierarchy can:",
   "status": "live"
  },
  {
   "uid": "tig:b121",
   "level": "blk",
   "locator": "blk:What Every Repo Can Do/2",
   "hash": "818309f99de6",
   "head": "- **Add nodes and edges** in its own graph without coordinating with any other s",
   "status": "live"
  },
  {
   "uid": "tig:b122",
   "level": "blk",
   "locator": "blk:What Every Repo Can Do/3",
   "hash": "b94d89011e6f",
   "head": "- **Link to Lexicon anchors** for the concepts it wants to connect to the broade",
   "status": "live"
  },
  {
   "uid": "tig:b123",
   "level": "blk",
   "locator": "blk:What Every Repo Can Do/4",
   "hash": "5219f169699f",
   "head": "- **Define local types** that only make sense in its own context",
   "status": "live"
  },
  {
   "uid": "tig:b124",
   "level": "blk",
   "locator": "blk:What Every Repo Can Do/5",
   "hash": "c19a4b2c1156",
   "head": "- **Override or specialise** bootstrap definitions by creating local nodes with ",
   "status": "live"
  },
  {
   "uid": "tig:b125",
   "level": "blk",
   "locator": "blk:What Every Repo Can Do/6",
   "hash": "5e129926528d",
   "head": "- **Ignore the Lexicon entirely** for concepts that are purely local",
   "status": "live"
  },
  {
   "uid": "tig:b126",
   "level": "blk",
   "locator": "blk:What the System Can Observe/1",
   "hash": "ce53ef817351",
   "head": "Given any set of connected graphs, the system can:",
   "status": "live"
  },
  {
   "uid": "tig:b127",
   "level": "blk",
   "locator": "blk:What the System Can Observe/2",
   "hash": "f24c1b4d0730",
   "head": "- **Compute confidence** for any node: how well-connected is it to defining node",
   "status": "live"
  },
  {
   "uid": "tig:b128",
   "level": "blk",
   "locator": "blk:What the System Can Observe/3",
   "hash": "8ba11a490420",
   "head": "- **Compute compatibility** between any two nodes: how much do their subgraphs o",
   "status": "live"
  },
  {
   "uid": "tig:b129",
   "level": "blk",
   "locator": "blk:What the System Can Observe/4",
   "hash": "f9146449dbbe",
   "head": "- **Identify gaps**: where are there missing edges that would increase understan",
   "status": "live"
  },
  {
   "uid": "tig:b130",
   "level": "blk",
   "locator": "blk:What the System Can Observe/5",
   "hash": "22e5d69113c2",
   "head": "- **Surface conflicts**: where do two definitions in overlapping scopes contradi",
   "status": "live"
  },
  {
   "uid": "tig:b131",
   "level": "blk",
   "locator": "blk:What the System Can Observe/6",
   "hash": "5b437cb52dae",
   "head": "- **Trace provenance**: where did this definition come from? What authority does",
   "status": "live"
  },
  {
   "uid": "tig:b132",
   "level": "blk",
   "locator": "blk:What the System Can Observe/7",
   "hash": "e44bf1625e51",
   "head": "- **Generate honest assessments**: \"We know X. We think Y. We cannot confirm Z.\"",
   "status": "live"
  },
  {
   "uid": "tig:b133",
   "level": "blk",
   "locator": "blk:What the System Never Does/1",
   "hash": "697cfb24e7f0",
   "head": "The system never:",
   "status": "live"
  },
  {
   "uid": "tig:b134",
   "level": "blk",
   "locator": "blk:What the System Never Does/2",
   "hash": "fc185bc4095b",
   "head": "- **Rejects a node** for lacking type conformity",
   "status": "live"
  },
  {
   "uid": "tig:b135",
   "level": "blk",
   "locator": "blk:What the System Never Does/3",
   "hash": "387e1a23ab68",
   "head": "- **Forces a vocabulary** on any scope",
   "status": "live"
  },
  {
   "uid": "tig:b136",
   "level": "blk",
   "locator": "blk:What the System Never Does/4",
   "hash": "4a1cfc6964db",
   "head": "- **Assumes meaning** where edges don't support it",
   "status": "live"
  },
  {
   "uid": "tig:b137",
   "level": "blk",
   "locator": "blk:What the System Never Does/5",
   "hash": "cf4c9c4a355b",
   "head": "- **Hides uncertainty** behind default assumptions",
   "status": "live"
  },
  {
   "uid": "tig:b138",
   "level": "blk",
   "locator": "blk:What the System Never Does/6",
   "hash": "270e7aead9a3",
   "head": "- **Requires registration** of local vocabulary with a parent scope",
   "status": "live"
  },
  {
   "uid": "tig:b139",
   "level": "blk",
   "locator": "blk:What the System Never Does/7",
   "hash": "ee220b9d2bf2",
   "head": "- **Treats any node as authoritative** by virtue of its source alone — authority",
   "status": "live"
  },
  {
   "uid": "tig:b140",
   "level": "blk",
   "locator": "blk:What the System Never Does/8",
   "hash": "cb3f91d54eee",
   "head": "---",
   "status": "live"
  },
  {
   "uid": "tig:b141",
   "level": "blk",
   "locator": "blk:Part 8: A Worked Example — End to End/1",
   "hash": "fa720619ad97",
   "head": "To illustrate the full model, here is a complete scenario that spans the fractal",
   "status": "live"
  },
  {
   "uid": "tig:b142",
   "level": "blk",
   "locator": "blk:The Setup/1",
   "hash": "772abdf189b9",
   "head": "A distributed team is building Issues-FS itself. The team includes:",
   "status": "live"
  },
  {
   "uid": "tig:b143",
   "level": "blk",
   "locator": "blk:The Setup/2",
   "hash": "69e77e771495",
   "head": "- A developer in London writing the core library",
   "status": "live"
  },
  {
   "uid": "tig:b144",
   "level": "blk",
   "locator": "blk:The Setup/3",
   "hash": "08c681e80e86",
   "head": "- A QA engineer in Tokyo writing integration tests",
   "status": "live"
  },
  {
   "uid": "tig:b145",
   "level": "blk",
   "locator": "blk:The Setup/4",
   "hash": "77abdc55bb0f",
   "head": "- A compliance officer in Frankfurt reviewing security practices",
   "status": "live"
  },
  {
   "uid": "tig:b146",
   "level": "blk",
   "locator": "blk:The Setup/5",
   "hash": "61ab0c1175b2",
   "head": "- An open source contributor in Nairobi proposing a feature",
   "status": "live"
  },
  {
   "uid": "tig:b147",
   "level": "blk",
   "locator": "blk:The Graph/1",
   "hash": "83a9c5fef4c6",
   "head": "**The developer creates a task:**",
   "status": "live"
  },
  {
   "uid": "tig:b148",
   "level": "blk",
   "locator": "blk:The Graph/2",
   "hash": "d74cef684acd",
   "head": "```\nTask-42 (in Project: Issues-FS__Service)\n    ├── title: \"Add rate limiting t",
   "status": "live"
  },
  {
   "uid": "tig:b149",
   "level": "blk",
   "locator": "blk:The Graph/3",
   "hash": "05e7a7d1a6f8",
   "head": "**What the system can say about this task:**",
   "status": "live"
  },
  {
   "uid": "tig:b150",
   "level": "blk",
   "locator": "blk:The Graph/4",
   "hash": "f53398b6ff85",
   "head": "- \"Task-42 is a Task (high confidence: linked to project definition which links ",
   "status": "live"
  },
  {
   "uid": "tig:b151",
   "level": "blk",
   "locator": "blk:The Graph/5",
   "hash": "78faa5ab1315",
   "head": "- \"Its status is 'in_progress,' which is a valid state with defined transitions ",
   "status": "live"
  },
  {
   "uid": "tig:b152",
   "level": "blk",
   "locator": "blk:The Graph/6",
   "hash": "4ac890cbdab7",
   "head": "- \"It is assigned to the Dev role, which has a ROLE.md definition (confidence fr",
   "status": "live"
  },
  {
   "uid": "tig:b153",
   "level": "blk",
   "locator": "blk:The Graph/7",
   "hash": "c76c9c68b9c8",
   "head": "- \"The `port` field is a network port, 0-65535 (high confidence: linked to Safe_",
   "status": "live"
  },
  {
   "uid": "tig:b154",
   "level": "blk",
   "locator": "blk:The Graph/8",
   "hash": "29ea6d5aba56",
   "head": "- \"The `max_requests_per_minute` field is an unsigned integer (medium confidence",
   "status": "live"
  },
  {
   "uid": "tig:b155",
   "level": "blk",
   "locator": "blk:The QA Engineer in Tokyo/1",
   "hash": "c6d12ca343bb",
   "head": "The QA engineer creates a review request — but in their local vocabulary:",
   "status": "live"
  },
  {
   "uid": "tig:b156",
   "level": "blk",
   "locator": "blk:The QA Engineer in Tokyo/2",
   "hash": "d13a529b181e",
   "head": "```\nレビュー依頼-7 (in Scope: Issues-FS__Dev__Role__QA)\n    ├── title: \"Task-42のレート制限実",
   "status": "live"
  },
  {
   "uid": "tig:b157",
   "level": "blk",
   "locator": "blk:The QA Engineer in Tokyo/3",
   "hash": "63fab130c4c4",
   "head": "**What the system can say:**",
   "status": "live"
  },
  {
   "uid": "tig:b158",
   "level": "blk",
   "locator": "blk:The QA Engineer in Tokyo/4",
   "hash": "c83c55f5264b",
   "head": "- \"レビュー依頼-7 links to Task-42 (confirmed: direct edge).\"",
   "status": "live"
  },
  {
   "uid": "tig:b159",
   "level": "blk",
   "locator": "blk:The QA Engineer in Tokyo/5",
   "hash": "29751854195f",
   "head": "- \"Its type links to the Lexicon Review_Request anchor with a 4/5 partial match ",
   "status": "live"
  },
  {
   "uid": "tig:b160",
   "level": "blk",
   "locator": "blk:The QA Engineer in Tokyo/6",
   "hash": "1d89f8c72ca3",
   "head": "- \"It includes a corrective actions step (是正措置) that the Lexicon reference doesn",
   "status": "live"
  },
  {
   "uid": "tig:b161",
   "level": "blk",
   "locator": "blk:The QA Engineer in Tokyo/7",
   "hash": "0a57c988411c",
   "head": "- \"The language is Japanese. The Lexicon anchor's labels don't include a Japanes",
   "status": "live"
  },
  {
   "uid": "tig:b162",
   "level": "blk",
   "locator": "blk:The Compliance Officer in Frankfurt/1",
   "hash": "1bbad49e6427",
   "head": "The compliance officer needs to verify that the review process meets regulatory ",
   "status": "live"
  },
  {
   "uid": "tig:b163",
   "level": "blk",
   "locator": "blk:The Compliance Officer in Frankfurt/2",
   "hash": "d803a5ae4279",
   "head": "```\nÜberprüfung-3 (in Scope: Frankfurt Compliance)\n    ├── type ──→ Audit_Review",
   "status": "live"
  },
  {
   "uid": "tig:b164",
   "level": "blk",
   "locator": "blk:The Compliance Officer in Frankfurt/3",
   "hash": "63fab130c4c4",
   "head": "**What the system can say:**",
   "status": "live"
  },
  {
   "uid": "tig:b165",
   "level": "blk",
   "locator": "blk:The Compliance Officer in Frankfurt/4",
   "hash": "999d374b02eb",
   "head": "- \"Überprüfung-3 (Frankfurt) reviews レビュー依頼-7 (Tokyo) which reviews Task-42 (Lon",
   "status": "live"
  },
  {
   "uid": "tig:b166",
   "level": "blk",
   "locator": "blk:The Compliance Officer in Frankfurt/5",
   "hash": "c734eb2b80a8",
   "head": "- \"Both review processes link to the Lexicon Review_Request anchor. Their overla",
   "status": "live"
  },
  {
   "uid": "tig:b167",
   "level": "blk",
   "locator": "blk:The Compliance Officer in Frankfurt/6",
   "hash": "8a1b255f81f6",
   "head": "- \"For the narrow purpose of 'was the code reviewed,' both processes are compati",
   "status": "live"
  },
  {
   "uid": "tig:b168",
   "level": "blk",
   "locator": "blk:The Open Source Contributor in Nairobi/1",
   "hash": "c88f2e8d0b65",
   "head": "The contributor proposes a feature but has no connection to the role system or t",
   "status": "live"
  },
  {
   "uid": "tig:b169",
   "level": "blk",
   "locator": "blk:The Open Source Contributor in Nairobi/2",
   "hash": "a5f9a8bd4693",
   "head": "```\nfeature-proposal-1 (in Scope: GitHub Issues)\n    ├── title: \"Add WebSocket s",
   "status": "live"
  },
  {
   "uid": "tig:b170",
   "level": "blk",
   "locator": "blk:The Open Source Contributor in Nairobi/3",
   "hash": "63fab130c4c4",
   "head": "**What the system can say:**",
   "status": "live"
  },
  {
   "uid": "tig:b171",
   "level": "blk",
   "locator": "blk:The Open Source Contributor in Nairobi/4",
   "hash": "75bccb5c7474",
   "head": "- \"feature-proposal-1 is a GitHub issue labelled 'enhancement.' We have no link ",
   "status": "live"
  },
  {
   "uid": "tig:b172",
   "level": "blk",
   "locator": "blk:The Open Source Contributor in Nairobi/5",
   "hash": "c15ecc1f58e6",
   "head": "- \"If `Issues-FS__Service__GitHub` were to import this issue, it could add an ed",
   "status": "live"
  },
  {
   "uid": "tig:b173",
   "level": "blk",
   "locator": "blk:The Open Source Contributor in Nairobi/6",
   "hash": "3d8cb300405a",
   "head": "**This is honest.** The system doesn't pretend the GitHub issue is a Feature_Req",
   "status": "live"
  },
  {
   "uid": "tig:b174",
   "level": "blk",
   "locator": "blk:The Open Source Contributor in Nairobi/7",
   "hash": "cb3f91d54eee",
   "head": "---",
   "status": "live"
  },
  {
   "uid": "tig:b175",
   "level": "blk",
   "locator": "blk:Summary: Core Principles/1",
   "hash": "7fe2b5f842a8",
   "head": "1. **Everything is a node.** Nodes carry local properties but have no obligation",
   "status": "live"
  },
  {
   "uid": "tig:b176",
   "level": "blk",
   "locator": "blk:Summary: Core Principles/2",
   "hash": "e9826ed605b8",
   "head": "2. **Meaning comes from edges.** What a node \"is\" emerges from the graph relatio",
   "status": "live"
  },
  {
   "uid": "tig:b177",
   "level": "blk",
   "locator": "blk:Summary: Core Principles/3",
   "hash": "6cbbd2e8f0f2",
   "head": "3. **Confidence is proportional to connectivity.** The more edges you can trace ",
   "status": "live"
  },
  {
   "uid": "tig:b178",
   "level": "blk",
   "locator": "blk:Summary: Core Principles/4",
   "hash": "71e454595cec",
   "head": "4. **The system is fractal.** Every scope — from the root Lexicon down to a sing",
   "status": "live"
  },
  {
   "uid": "tig:b179",
   "level": "blk",
   "locator": "blk:Summary: Core Principles/5",
   "hash": "3919aa56731b",
   "head": "5. **Anchor nodes enable interoperability without enforcing conformity.** The Le",
   "status": "live"
  },
  {
   "uid": "tig:b180",
   "level": "blk",
   "locator": "blk:Summary: Core Principles/6",
   "hash": "993e099422ed",
   "head": "6. **Compatibility is computed, not declared.** Two nodes are compatible to the ",
   "status": "live"
  },
  {
   "uid": "tig:b181",
   "level": "blk",
   "locator": "blk:Summary: Core Principles/7",
   "hash": "5fbb7abd2894",
   "head": "7. **Honest uncertainty is the default.** The system reports what the graph supp",
   "status": "live"
  },
  {
   "uid": "tig:b182",
   "level": "blk",
   "locator": "blk:Summary: Core Principles/8",
   "hash": "493ca795c810",
   "head": "8. **Enrichment, not enforcement.** When confidence is low, the remedy is adding",
   "status": "live"
  },
  {
   "uid": "tig:b183",
   "level": "blk",
   "locator": "blk:Summary: Core Principles/9",
   "hash": "4c270d6317ea",
   "head": "9. **Cross-graph edges are first-class.** The most powerful connections span gra",
   "status": "live"
  },
  {
   "uid": "tig:b184",
   "level": "blk",
   "locator": "blk:Summary: Core Principles/10",
   "hash": "f7017dfec2c6",
   "head": "10. **No node is aware of how it's used.** The information about what a node mea",
   "status": "live"
  },
  {
   "uid": "tig:b185",
   "level": "blk",
   "locator": "blk:Summary: Core Principles/11",
   "hash": "cb3f91d54eee",
   "head": "---",
   "status": "live"
  },
  {
   "uid": "tig:b186",
   "level": "blk",
   "locator": "blk:Summary: Core Principles/12",
   "hash": "5d93aa14483d",
   "head": "*Thinking in Graphs: Meaning Through Connectivity v1.0*  \n*Date: 2026-02-05*",
   "status": "live"
  }
 ]
}