Preprint
Jul 2026
What AI Red-Team Evaluations Can and Cannot Prove
This work defines the evidential ceiling of an evaluation as the largest factor by which one result can move belief under a fixed testing budget, derive it in closed form for the benchmark null result, and uses it to locate that boundary exactly.
Bandana Kaur
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