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Testing, Versioning & Release

How do I test agent workflows that invoke LLM models reliably?

You can reliably test LLM-invoking agent workflows using Diagrid Catalyst’s deterministic replay capabilities. Capture exact input parameters sent to LLM models during a successful live production workflow run, then feed those pre-recorded values during subsequent configured test runs to remove non-deterministic variability from LLM response generation. This method only validates core workflow step sequencing, not real-world shifts in LLM output or unplanned response variability.

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