Why it matters

Integration tests catch real-world bugs. Cost + slow but essential.

Advertisement

The architecture

Real LLM + tools.

Golden test cases.

Snapshot compare.

Agent integration testingReal LLMtest envReal toolssandboxGolden comparesnapshotSlower + costly but catches contract drift; run nightly not per commit
Agent integration testing.
Advertisement

How it works end to end

Real LLM in test env.

Golden datasets.

Snapshot diffs.