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Tools like Google's AlphaEvolve generate many code variants and keep the top scorer, so anything the evaluator misses can be sacrificed. Write down baseline, score, hard limits, stop rules, and approver first.
AI made writing a first version cheap, but not reviewing or maintaining it. Treat it as a price check: merge only when someone can explain it without the AI chat and someone agrees to own it.