Hybrid AI review loops outperform solo coding by treating each model as a role, not a single tool. Let Claude sketch maintainable architecture and readable flow, Codex ferret out corner cases and hard-to-see bugs, then loop feedback into tests. The real skill is orchestrating this review cadence until the feature ships with real confidence, not rushing a single draft.
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