Define and implement a comprehensive quality metrics system for evaluating AI-generated outputs across multiple dimensions.
## CONTEXT Without objective quality metrics, AI teams operate on subjective impressions — "the outputs feel better" or "this model seems smarter." This leads to quality regressions going undetected for weeks, model upgrades being evaluated on cherry-picked examples, and stakeholders losing confidence in AI…
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