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How do you measure quality at scale ? Is there another model that determines if it adheres to codebase standard ?

see Beyond Unit Tests and Novel Grading Methods in TFA.

i think something like ~60% llm as judge rubrics and the rest as described. every rubric validated by maintainer. 3000 rubrics