Productivity

The effort signal

A colleague forwards AI output they never read and asks you to review it. The missing piece isn't effort but accountability: say what you vouch for before sharing.

When the AI Passes Every Test and Still Gets It Wrong

AI coding tools have stopped failing loudly. The new failure compiles, passes the tests, and is confidently wrong, and our review process was built for the old kind of mistake.