Reveals a framework for aligning adaptive systems, suggesting implications for system stability and correction.
This paper presents a physics-grounded alignment framework for finite adaptive systems derived from constraint structure rather than from values, policy, or reward design. Its central claim is that a system remains aligned only while it cannot become the final certifier of its own correction, and it develops a corresponding architecture, constitution, and stability framework from that premise.
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Taylor Prather (2026) studied this question.
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