• AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.

A concrete review workflow for AI-generated changes: layer the work into ordered PRs, run CI per layer against the stack base, read top-down and review bottom-up instead of facing one 1,700-line diff.

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