Why AI Reliability Is Different

Why one successful demo cannot prove that a probabilistic system is dependable.

A traditional software is mostly judged against explicit rules: given the same input and state, the same code path should produce the same result. A GenAI system contains a probabilistic component, so quality must be understood across many inputs, repeated runs, users, and operating conditions.