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Without evaluation you have a demo, not a system
Build the test set before the feature, measure every change against it, and keep a person in the loop where the metric cannot be trusted.
Any AI product discussion, any system design that includes a model, and the question of how you know an AI feature works.
From How to Systematically Set Up LLM Evals · Dave Ebbelaar