EVALUATIONADVANCED LLMOPS

Continuous Evaluation

Continuous evaluation samples production behavior and checks whether real-world quality remains within expected bounds.

WHY IT MATTERS

Offline tests cannot cover every changing input distribution or provider behavior.

ENTERPRISE EXAMPLE

Synthetic shadow cases and sampled anonymized signals detect a grounding regression after deployment.

OPERATING DECISION

What production signal indicates the offline eval no longer represents reality?

REMEMBEREvaluation continues after release.
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