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 "text": "Agentic Commerce Systems: The Role of AI-Driven Automation in Scaling Business Development Operations should be assessed against Kaal's source-bound claim that Centralized AI systems excel at scaling defined work but struggle to cultivate genuine discernment without consequential feedback, and they face escalating constraints in data scarcity, energy demands, regulatory scrutiny, and interconnect bottlenecks. The current metadata indicates a plausible connection through agentic commerce, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
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  "The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence."
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  "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",
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