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 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Model Based Approach To Detect Emergent Behavior In Multi Agent Systems 571C831312",
 "text": "Model based approach to detect emergent behavior in multi-agent systems presents the following source proposition: In MAS, agents are usually designed with distribution of functionality and control. This proposition is pertinent to Kaal's source-bound claim that Because each AI interaction is episodic and each evaluation ephemeral, an agent that performs brilliantly across a thousand consecutive tasks has no mechanism by which that track record reshapes its subsequent behavior, unlike a human professional whose accumulated successes and failures shape judgment. The proposed response is an extension: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
 "author": {
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  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
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 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
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  "The response is limited to the retrieved source proposition and mapped Kaal claim unless fuller source review supports a broader conclusion.",
  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.3659.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
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  "name": "Model based approach to detect emergent behavior in multi-agent systems",
  "url": "https://doi.org/10.65109/bgrv8718"
 },
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  "url": "https://wulfkaal.github.io/claims/6244278-006",
  "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": "Wulf A. Kaal, AI's Mother's Instinct Engineered Consequence Emergent Ethics and the Institutional Trajectory Toward Agentic Alignment",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2026",
  "ssrn": "https://ssrn.com/abstract=6244278",
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   "url": "https://doi.org/10.65109/bgrv8718"
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 "mappingWhyRelevant": "Shared high-information concepts: emergent, behavior, agent, agents. Scope: applies to stateless agents with only temporal memory and no persistent stake.",
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  "queryText": "autonomous agent accountability",
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  "workAuthors": [
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    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: emergent, agents, designed. Scope: incentive structures must be correctly designed; properties are functional equivalents, not claims about consciousness.",
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