How to Measure AI Coding Agents Beyond Lines of Code and PR Acceptance Rates

Lines of code and PR acceptance rates look like productivity signals but reward verbosity and rubber-stamping. Here is what engineering managers should track instead when adopting Copilot, Cursor, and Claude Code.

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