The Irreproducibility Crisis: Why AI Agents Break Traditional Debugging

AI agents like Claude Code are fundamentally nondeterministic, with each failure stemming from token probability sequences that never repeat—making traditional debugging impossible. As these tools grow more autonomous and handle critical code tasks, this debugging gap becomes increasingly dangerous. The missing piece: full execution context recording enabling deterministic replay, which would let developers recreate and analyze failures systematically.