Why it matters
Unit tests catch regressions cheaply. Mock LLM keeps tests fast.
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The architecture
Mock LLM + tools.
Assert prompt + parsing.
Deterministic.
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How it works end to end
JUnit + Mockito.
pytest + unittest.mock.
Mock LLM and tools.