John Boyd's 1976 paper "Destruction and Creation" is not a philosophical meditation on military strategy. It is a formal logical argument—grounded in Gödel's incompleteness theorems, Heisenberg's uncertainty principle, and the second law of thermodynamics—proving that any closed cognitive system will inevitably become misaligned with the reality it models. Boyd applied this proof to human cognition. This paper extends it to artificial intelligence. We argue that AI systems are structurally closed in ways human cognition is not, and that this closure produces a class of observable failure modes—operator drift, identity-role fusion, environmental compression, continuity failure, and cognitive residue—that current alignment and monitoring approaches cannot address. Boyd's proof implies that an external destruction-creation mechanism is not a governance enhancement. It is a logical necessity. We call this mechanism the governance substrate, and we argue for its recognition as foundational infrastructure in the deployment of AI systems.
Narnaiezzsshaa Truong (Tue,) studied this question.