01 Aug 19, 2026 · 16 min read
Testing Applications with an LLM Inside: How QA Handles Non-Determinism
How to test apps with an LLM inside: mocks for the deterministic code, structure contracts, property assertions, pass-rate evaluations and a calibrated LLM judge.