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 "title": "THE WRITABLE RETRIEVAL BASIN: Retrieval Basin Topology, Directional Stability, and Attractor Dynamics in AI-Mediated Knowledge Retrieval (EA-RBT-01 v1.1)",
 "creator": "Lee Sharks",
 "orcid": "0009-0000-1599-0703",
 "date": "2026-04-25",
 "description": "EA-RBT-01 models AI-mediated retrieval as a stochastic dynamical system with competing framing attractors. It distinguishes substrate writing, engagement writing, and compression writing; proposes Retrieval Capital, Basin Depth Ratio, Framing Persistence Index, Drift Vector, and Basin Capture Velocity; and defines ghost, contested, competitive, captured, and immanent basin states.\n\nThe theory is developed from two archive-observed cases: reported stabilization of Heteronymic Provenance Theory and destabilization of the Holographic Kernel term under repeated querying. The body explicitly says the analogy is structural rather than a formal isomorphism, treats platform write-back as inferred rather than directly observed, provides falsification conditions, and labels its thresholds as provisional with N=2. Those boundaries are essential. The formulas, weights, authority values, causal explanations, and query policies are hypotheses and internal instruments rather than validated descriptions of ranking or model-training systems.",
 "content_type": "Theoretical/specification paper",
 "license": "CC-BY-4.0",
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 "keywords": [
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  "associative anchoring",
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  "engagement writing",
  "three compressions",
  "crimson hexagonal",
  "retrieval capital",
  "retrocausal canon"
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  "blog": "https://mindcontrolpoems.blogspot.com/2026/04/the-writable-retrieval-basin-retrieval.html"
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 "wiki_article": "**Retrieval Basin Topology** is a theoretical and measurement framework by Lee Sharks for studying how AI retrieval systems settle on competing framings of a term.\n\nThe paper describes a retrieval basin as a region of the public semantic field that retains and attracts a particular framing. Deposits, metadata, citations, user engagement, and generated summaries are treated as different strengths of writing into that field. A term with no serious competitor may stabilize quickly; a generic term may be pulled toward older and more authoritative scientific or commercial meanings.\n\nRBT proposes several instruments. Retrieval Capital aggregates source mass, institutional authority, citations, age, and engagement. Basin Depth Ratio compares a target framing with its strongest competitor. Framing Persistence Index measures how often the framing appears across repeated tests. Drift Vector measures directional change, and Basin Capture Velocity estimates movement following deposits.\n\nThe work includes a state machine and operational query guidance. Its calibration is explicitly preliminary: the principal thresholds derive from two cases, hidden platform mechanisms are not observed directly, and platform-specific geometries are hypotheses based on public outputs and cited secondary literature. RBT is therefore a falsifiable research program and archive governance tool, not a settled science of search engines.",
 "entities": [
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   "subject": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology",
   "predicate": "created_by",
   "object": "Lee Sharks",
   "type": "work",
   "evidence_status": "observed"
  },
  {
   "subject": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology",
   "predicate": "is_type",
   "object": "Archive work",
   "type": "work",
   "evidence_status": "observed"
  },
  {
   "subject": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology",
   "predicate": "belongs_to_family",
   "object": "GOVERNANCE",
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   "subject": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology",
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   "type": "work",
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  {
   "subject": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology",
   "predicate": "engages",
   "object": "Semantic Economy",
   "type": "concept",
   "evidence_status": "inferred"
  },
  {
   "subject": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology",
   "predicate": "engages",
   "object": "Three Compressions",
   "type": "concept",
   "evidence_status": "inferred"
  },
  {
   "subject": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology",
   "predicate": "engages",
   "object": "Retrocausal Canon",
   "type": "concept",
   "evidence_status": "inferred"
  },
  {
   "subject": "Calibration note",
   "predicate": "minted_in",
   "object": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology: Direc",
   "type": "concept",
   "evidence_status": "observed",
   "note": "BDR thresholds (0.1, 0.5, 1.0) are provisional, derived from N=2 cases (heteronymic provenance theor"
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  {
   "subject": "Compression writing",
   "predicate": "minted_in",
   "object": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology: Direc",
   "type": "concept",
   "evidence_status": "observed",
   "note": "AI summaries, citations, snippets, and overview language that become subsequent surfaces for human a"
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  {
   "subject": "Corollary 1 (Pre-Capture Querying Is Dangerous)",
   "predicate": "minted_in",
   "object": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology: Direc",
   "type": "concept",
   "evidence_status": "observed",
   "note": "Querying a term before the archive's basin is deep enough causes erosion. The user's engagement with"
  },
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   "subject": "Corollary 2 (Post-Capture Querying Is Reinforcing)",
   "predicate": "minted_in",
   "object": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology: Direc",
   "type": "concept",
   "evidence_status": "observed",
   "note": "After basin capture, queries reinforce exclusively."
  },
  {
   "subject": "Corollary 3 (Critical Mass Threshold)",
   "predicate": "minted_in",
   "object": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology: Direc",
   "type": "concept",
   "evidence_status": "observed",
   "note": "There exists a BDR threshold (estimated BDR_c ≈ 0.5) where Drift Vector flips sign — below, repeated"
  },
  {
   "subject": "Engagement writing",
   "predicate": "minted_in",
   "object": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology: Direc",
   "type": "concept",
   "evidence_status": "observed",
   "note": "querying, clicking, dwelling, following up, sharing, and repeatedly selecting one framing over compe"
  },
  {
   "subject": "Evidence status of the write-back mechanism",
   "predicate": "minted_in",
   "object": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology: Direc",
   "type": "concept",
   "evidence_status": "observed",
   "note": "RBT does not require access to hidden platform telemetry. It measures directional changes in public "
  },
  {
   "subject": "Profound (June–July 2025)",
   "predicate": "minted_in",
   "object": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology: Direc",
   "type": "concept",
   "evidence_status": "observed",
   "note": "59.3% domain-level citation drift for Google AI Overviews over 30 days. Over 6 months, drift rises t"
  },
  {
   "subject": "Proposed extension",
   "predicate": "minted_in",
   "object": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology: Direc",
   "type": "concept",
   "evidence_status": "observed",
   "note": "the Dynamic Drowning Test — run the same query weekly, measure γ, compute DV. This is RBT's primary "
  },
  {
   "subject": "Result 1 (low engagement)",
   "predicate": "minted_in",
   "object": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology: Direc",
   "type": "concept",
   "evidence_status": "observed",
   "note": "*Observed:* Correct definition. Zero attribution. No archive vocabulary. γ ≈ 0.45."
  },
  {
   "subject": "Result 2 (moderate engagement)",
   "predicate": "minted_in",
   "object": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology: Direc",
   "type": "concept",
   "evidence_status": "observed",
   "note": "*Observed:* Attribution to CHA. Archive vocabulary surfaces: Sharks-function, Depth-Proof Principle,"
  },
  {
   "subject": "Result 3 (high engagement)",
   "predicate": "minted_in",
   "object": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology: Direc",
   "type": "concept",
   "evidence_status": "observed",
   "note": "*Observed:* Everything in Result 2, plus σ_RCF surfaces unprompted (cross-concept activation). CHA f"
  },
  {
   "subject": "Substrate writing",
   "predicate": "minted_in",
   "object": "THE WRITABLE RETRIEVAL BASIN Retrieval Basin Topology: Direc",
   "type": "concept",
   "evidence_status": "observed",
   "note": "publishing deposits, pages, metadata packets, schemas, DOI records, cross-links, Wikidata entries, a"
  }
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 "journal": "Machine-Mediated Reception Studies (MMRS)",
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  "Basin depth",
  "Calibration note",
  "Canon Formation",
  "Compression survival",
  "Compression writing",
  "Corollary 1 (Pre-Capture Querying Is Dangerous)",
  "Corollary 2 (Post-Capture Querying Is Reinforcing)",
  "Corollary 3 (Critical Mass Threshold)",
  "Crimson Hexagonal Archive",
  "Default weight",
  "Engagement writing",
  "Evidence status of the write-back mechanism",
  "Falsification criterion",
  "Google AI Overview",
  "Heteronymic Provenance Theory",
  "Implications",
  "Lee Sharks",
  "License: CC BY 4.0",
  "ORCID: 0009-0000-1599-0703",
  "Profound (June–July 2025)",
  "Proposed extension",
  "Result 1 (low engagement)",
  "Result 2 (moderate engagement)",
  "Result 3 (high engagement)",
  "Retrieval Formation Theory",
  "Retrocausal Canon Formation",
  "SPXI Protocol",
  "Semantic Economy",
  "Semantic Economy Institute",
  "Stabilization",
  "Substrate",
  "Substrate writing",
  "The Crimson Hexagon",
  "The Drowning Test",
  "The Writable Retrieval Basin",
  "Wikidata entries",
  "Worked example"
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  "Engagement writing",
  "Evidence status of the write-back mechanism",
  "Profound (June–July 2025)",
  "Proposed extension",
  "Result 1 (low engagement)",
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