AI Output Verification: Confidence Is Not Evidence

TL;DR AI output verification should assess specific claims against appropriate evidence, not assign a blanket trust score to a polished response. Separate supportability, capacity, isolation, and resilience, then record what supports each conclusion and where that support stops. This article develops an evidence contract for an infrastructure assistant evaluating two Kubernetes clusters, including