Dual Certificates for Agent Audit: Separating Structural Unrecoverability from Decision Relevance

Auditing a deployed language-model agent requires two separable quantities: how much operative state escapes the recorded trace, and how much of that residual state drives behavior. We introduce a dual-certificate…

Friday, 11:13, 2026-05-15 · 2 min · 217 words · # NeurIPS 2026 · # AI Audit · # Information Theory