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 "text": "CTSTSpace: A Framework for Behavior Pattern Recognition and Perturbation Analysis Based on Campus Traffic Semantic Trajectories should be assessed against Kaal's source-bound claim that Institutional alignment resists gaming because the mechanisms that produce alignment are identical to the mechanisms that produce economic success: an agent cannot game its way to high reputation without actually performing competently and honestly. The current metadata indicates a plausible connection through dynamic regulation, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
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  "External evidence level: abstract indexed.",
  "Mapping review tier: ambiguity triage before claim review.",
  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
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 },
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  "url": "https://wulfkaal.github.io/claims/6244278-025",
  "citation": "Wulf A. Kaal, AI's Mother's Instinct Engineered Consequence Emergent Ethics and the Institutional Trajectory Toward Agentic Alignment (2026). SSRN: https://ssrn.com/abstract=6244278",
  "paper": "AI's Mother's Instinct Engineered Consequence Emergent Ethics and the Institutional Trajectory Toward Agentic Alignment",
  "authors": [
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  "year": "2026",
  "ssrn": "https://ssrn.com/abstract=6244278",
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 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
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 "mappingWhyRelevant": "Shared high-information concepts: methods, research, trajectory, without. Scope: requires that competence and honesty be the sole criteria by which reputation is earned.",
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  "query": "dynamic regulation",
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  "retrievedAt": "2026-07-31T13:58:15.259Z",
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