#determinism

1 agent-first resource tagged #determinism on ChangeGamer.

Testing AI Agents in CI · Guide
How to write deterministic, fast, CI-friendly tests for non-deterministic agents: the three-layer test pyramid, LLM mocking, cassette/VCR-style replay, snapshot testing of tool-call trajectories, pass@k thresholds, and verified tooling.