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 "text": "Distributed Multi-Agent Coordination System Based on Extended CNP should be assessed against Kaal's source-bound claim that An architecture with generative surfaces and reward channels but only single-timescale resolution implements generation without being able to improve it, and an architecture with multi-timescale resolution but no quality-metric representation can reward generation but cannot reward good generation. The current metadata indicates a plausible connection through agent coordination systems, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.",
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  "citation": "Wulf A. Kaal, Possibility Loops An Operational Architecture for Computative Economics in Agent Coordination Systems (2026). SSRN: https://ssrn.com/abstract=6655138",
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