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 "identifier": "kaal:entity:objection-response",
 "name": "Objection response",
 "termCode": "objection-response",
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 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
 },
 "dateModified": "2026-07-29",
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 "subjectOf": [
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/6421319-005",
   "identifier": "kaal:claim:6421319-005",
   "text": "Humans remain the terminal consumers of AI generated value but cease to be its proximate driver, and this distinction is why traditional demand side economics loses descriptive accuracy in the agentic layer.",
   "abstract": "This distinction between terminal and proximate consumption is essential for understanding why traditional demand-side economics, which assumes that human consumption decisions directly drive production decisions at each margin, loses its descriptive accuracy in the agentic layer.",
   "citation": "Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319",
   "datePublished": "2026",
   "claim_type": "condition",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "applies to the agentic layer, not to immediate human consumption transactions"
   ],
   "source_pdf_sha256": "0f4f68e56ee48bb8b2d73d3ab7fd96fa572e76c195694ffa740360704c1b172d",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/6421319-021",
   "identifier": "kaal:claim:6421319-021",
   "text": "If probabilistic AI agents cannot reliably distinguish truth from fabrication, the lemons problem and signaling games retain relevance, but the asymmetry relocates: it now runs between agents that can verify AI output and those that cannot.",
   "abstract": "If probabilistic AI agents cannot reliably distinguish truth from fabrication, then Akerlof's lemons problem and Spence's signaling games retain their relevance. Only now the asymmetry is between agents that can verify AI output and those that cannot.",
   "citation": "Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319",
   "datePublished": "2026",
   "claim_type": "failure",
   "confidence": "argued",
   "is_failure_mode": true,
   "scope_conditions": [
    "applies during the transitional period of probabilistic AI systems with residual hallucination"
   ],
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   "status": "current"
  }
 ],
 "description": "2 claims in the published works of Wulf A. Kaal carry the concept tag 'objection-response'. Derived node: a roster, not an adjudicated definition."
}