What Lies Beyond Perception: A Partition Theory of the Limits of AI Evaluation and Oversight.

arXiv:2610.30803v1 Announce Type: new Abstract: Replacing the judge can move a benchmark score, and models can be trained to hide capabilities. Both put the evaluator in question: what can it certify? We develop a partition theory of evaluation from one princi