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Testing, Versioning & Release

How do I test agent workflows that call generative AI models?

You can test Catalyst-powered agent workflows calling generative AI models without live LLM endpoints during formal, targeted testing. Use mock LLM responses aligned to expected workflow state changes, paired with deterministic replay of prior workflow steps to confirm consistent execution of both deterministic and probabilistic work, ensuring mocked inputs match the workflow’s prompt patterns exactly. Avoid mismatched prompt structures, as this can lead to inaccurate test outcomes.

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