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LLM-APP-DESIGN5 MIN READ

Eval Rubric Quick Reference

Recall pieces of an LLM evaluation rubric

RACE What does RACE cover in an LLM output rubric? “We can judge quality by vibes in the demo.” Your line Demos find promise; evals find repeatability across normal, edge, and failure cases. A good sample can hide brittle behavior. It validates excitement while requiring launch criteria. Golden set or live feedback? Use both. What makes a rubric usable? Parallel criteria, scored examples, and a launch threshold. Otherwise scoring becomes an opinion meeting.

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