Automated Self-Testing as a Quality Gate: Evidence-Driven Release Management for LLM Applications

Alexandre Cristovão Maiorano

LLM applications are AI systems whose nondeterministic outputs and evolving model behavior make traditional testing insufficient for release governance. We present an automated sel…