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This paper presents a formal impossibility result showing that tabular foundation models cannot distinguish legal from rule-violating database states without access to operational rules, verified through the Operational Turing Test (OTT) and empirical experiments.
This paper uses control theory to prove that externally enforced AI safety strategies will structurally fail once a system's effects exceed bounded external control, and that any remaining viable strategies must be intrinsic with specific structural requirements.