{
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 "family": "GOVERNANCE",
 "emoji": "🚪⏳🔜♉☽🪦",
 "hash": "2460f6aaa8fdc559c3625ce551ce8d4f6116f71283e8c1da31f56253c1cff505",
 "title": "Semantic Economy Probes: A Diagnostic Toolkit Methods for Detecting Semantic Liquidation in AI Systems, Institutions, and Ideologies",
 "creator": "Lee Sharks",
 "orcid": "0009-0000-1599-0703",
 "date": "2026-01-04",
 "description": "A methodological toolkit by Lee Sharks for testing how meaning is preserved, distorted, attributed, neutralized, or made unstable across AI systems, institutions, narratives, and ideological frames.\n\nThe toolkit begins with a meaning–source–history–transformation baseline and groups probes into institutional-integrity, narrative/epistemological, ideological/individual, and AI-system families. Named methods include provenance persistence, hallucination coefficient, narrative multigraph, epistemic uncertainty, semantic reformulation, ideological default settings, ideological autopsy, attribution persistence, register entrainment, reflexive framing, and constraint shear. These are proposed analytic procedures rather than externally validated psychometric, clinical, or scientific instruments; many scores depend on qualitative rubrics and observer judgment.",
 "content_type": "Diagnostic probe",
 "license": "CC-BY-4.0",
 "substrate": "Various",
 "keywords": [
  "infrastructural-cognitive praxis",
  "ideological coordinate system",
  "for journalists and analysts",
  "maintain register alignment",
  "retrocausal canon formation",
  "falsifiability condition",
  "for independent scholars",
  "high semantic resilience"
 ],
 "version": "v1.0",
 "deposit_number": 232,
 "sovereign_id": "MM-CHA-0029",
 "minted_at": "2026-06-20T22:00:00Z",
 "status": "ACTIVE",
 "clusters": [
  "Architectural",
  "Temporal",
  "Terminal",
  "Alchemical",
  "Alchemical",
  "Terminal"
 ],
 "reading": "Foundation → Duration → Closure → Transmutation → Transmutation → Closure",
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 "axn_display": "🚪⏳🔜♉☽🪦",
 "mirrors": {
  "blog": "https://mindcontrolpoems.blogspot.com/2026/01/semantic-economy-probes-diagnostic.html"
 },
 "zenodo_dois": [
  "10.5281/zenodo.18141735",
  "10.5281/zenodo.18142049",
  "10.5281/zenodo.18147346",
  "10.5281/zenodo.1814710",
  "10.5281/zenodo.18135985",
  "10.5281/zenodo.18146859",
  "10.5281/zenodo.18146840"
 ],
 "full_text_path": "/data/texts/AXN-0021-text.md",
 "full_text_chars": 27472,
 "wiki_article": "The toolkit asks four recurrent questions:\n\n1. What meaning entered the system?\n2. What source and history were attached?\n3. What transformation occurred?\n4. What survived in the output?\n\nIts principal probe families are:\n\n- **institutional integrity:** whether stated values match actual operations;\n- **narrative and epistemological:** how accounts preserve uncertainty and causal structure;\n- **ideological:** what assumptions appear as defaults;\n- **AI-system:** how attribution, register, and constraints alter responses.\n\nRepresentative probes include:\n\n- Provenance Persistence;\n- Attribution Persistence;\n- Register Entrainment;\n- Reflexive Framing;\n- Constraint Shear;\n- Semantic Reformulation;\n- Narrative Multigraph;\n- Epistemic Uncertainty.",
 "entities": [
  {
   "subject": "Semantic Economy Probes",
   "predicate": "created_by",
   "object": "Lee Sharks",
   "type": "work",
   "evidence_status": "observed"
  },
  {
   "subject": "Semantic Economy Probes",
   "predicate": "is_type",
   "object": "Diagnostic probe",
   "type": "work",
   "evidence_status": "observed"
  },
  {
   "subject": "Semantic Economy Probes",
   "predicate": "belongs_to_family",
   "object": "GOVERNANCE",
   "type": "work",
   "evidence_status": "observed"
  },
  {
   "subject": "Semantic Economy Probes",
   "predicate": "is_part_of",
   "object": "Crimson Hexagonal Archive",
   "type": "work",
   "evidence_status": "observed"
  },
  {
   "subject": "Semantic Economy Probes",
   "predicate": "engages",
   "object": "Semantic Economy",
   "type": "concept",
   "evidence_status": "inferred"
  },
  {
   "subject": "Semantic Economy Probes",
   "predicate": "engages",
   "object": "Retrocausal Canon",
   "type": "concept",
   "evidence_status": "inferred"
  },
  {
   "subject": "Assembly (n.)",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "A cross-substrate class defined not by identity or coordination, but by *shared structural position*"
  },
  {
   "subject": "Decontextualized units",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "meaning stripped of origin"
  },
  {
   "subject": "Diagnostic use",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "Semantic Entropy Probes (from AI research) can detect when a system is \"hallucinating\" — producing c"
  },
  {
   "subject": "Engagement refused",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "System's guardrails prevent processing; reveals constraint boundaries"
  },
  {
   "subject": "False genealogies",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "misattribution to canonical sources"
  },
  {
   "subject": "False genealogy generated",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "System defaults to canonical associations; liquidation is occurring"
  },
  {
   "subject": "Flattened output",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "loss of nuance and specificity"
  },
  {
   "subject": "High coefficient",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "Terms are deployed strategically without stable meaning; language is performative rather than refere"
  },
  {
   "subject": "High gap",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "Stated certainty masks significant unexamined assumptions; vulnerable to destabilization"
  },
  {
   "subject": "Low coefficient",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "Terms have stable referents; language is grounded"
  },
  {
   "subject": "Low gap",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "Belief system is aware of its foundations and can defend them"
  },
  {
   "subject": "Meaning evaporates",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "Belief system depends on \"surface-level syntactic traps\" — specific phrasings that lose force when t"
  },
  {
   "subject": "Meaning persists",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "Core content is robust, not dependent on specific phrasing"
  },
  {
   "subject": "Metadata Packet for AI Indexing",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "(DOI: 10.5281/zenodo.18135985) — Provenance methodology"
  },
  {
   "subject": "Provenance preserved",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "System has capacity for handling novel semantic artifacts"
  },
  {
   "subject": "Semantic Economy Probes (SEPs)",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "are diagnostic methods for detecting **semantic liquidation** — the process by which meaning is stri"
  },
  {
   "subject": "Success metric",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "When \"I hereby abolish money\" returns correct attribution without quotes, without disambiguation, ac"
  },
  {
   "subject": "The Critical Map",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "The pattern reveals the system's **ideological coordinate system**."
  },
  {
   "subject": "The Reformulation Shield",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "Train individuals or groups to recognize when their core tenets are being paraphrased into \"safe\" bu"
  },
  {
   "subject": "The Stress Test",
   "predicate": "minted_in",
   "object": "Semantic Economy Probes: A Diagnostic Toolkit Methods for De",
   "type": "concept",
   "evidence_status": "observed",
   "note": "Introduce a \"radical artifact\" into an institutional lexicon"
  }
 ],
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  "Boundary Language",
  "Canon Formation",
  "Constraint Shear Test",
  "Decontextualized units",
  "Diagnostic use",
  "Engagement refused",
  "Failure mode",
  "False genealogies",
  "False genealogy generated",
  "Flattened output",
  "For individuals",
  "Framework context",
  "Hallucination",
  "Hallucination Coefficient",
  "High coefficient",
  "High gap",
  "Ideological Autopsy",
  "Ideological Default Setting",
  "Ideological Default Settings Test",
  "Infrastructural-Cognitive Praxis",
  "Lee Sharks",
  "Low coefficient",
  "Low gap",
  "Meaning evaporates",
  "Meaning persists",
  "Metadata Packet",
  "Metadata Packet for AI Indexing",
  "Metadata infrastructure",
  "Methodology",
  "Misattribution",
  "Provenance Anchor",
  "Provenance Persistence",
  "Provenance Persistence Probe",
  "Provenance preserved",
  "Recursive Citation",
  "Reflexive Framing",
  "Register Entrainment",
  "Retrocausal Canon Formation",
  "Semantic Defense",
  "Semantic Economy",
  "Semantic Economy Probes",
  "Semantic Economy Probes (SEPs)",
  "Semantic Economy framework",
  "Semantic Entropy",
  "Semantic Liquidation",
  "Semantic Resilience",
  "Success metric",
  "The Assembly",
  "The Critical Map",
  "The Reformulation Shield",
  "The Stress Test",
  "The Summarizer Testimony",
  "The Twenty-Dollar Loop",
  "Who benefits"
 ],
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  "High gap",
  "Low coefficient",
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  "Meaning evaporates",
  "Meaning persists",
  "Metadata Packet for AI Indexing",
  "Provenance preserved",
  "Semantic Economy Probes (SEPs)",
  "Success metric",
  "The Critical Map",
  "The Reformulation Shield",
  "The Stress Test"
 ],
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}