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 "name": "Streaming Large Language Models Lack Strategic Agency A Luhmannian Critique Of Ai  Ecbf223621",
 "text": "Large language models lack strategic agency: A Luhmannian critique of AI in energy governance presents the following source proposition: This Perspective argues that Synthetic Optimism is not an inherent limitation of LLM technology but a consequence of flawed socio-institutional design. This proposition is pertinent to Kaal's source-bound claim that Contemporary AI's incapacity for authentic judgment under irreducible uncertainty is an institutional deficit rather than a computational one: an agent that bears no consequence for its errors cannot develop genuine discernment, no matter how capable it becomes. The proposed response is a qualification: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
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  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
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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": "Wulf A. Kaal, AI's Mother's Instinct Engineered Consequence Emergent Ethics and the Institutional Trajectory Toward Agentic Alignment",
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