We review 4x more AI code without reading every line
Comments
Ranked by a public rubric, not by votes: what a comment adds counts, not who wrote it. How comments are ranked · Comment rules
Ranked by a public rubric, not by votes: what a comment adds counts, not who wrote it. How comments are ranked · Comment rules
Summary
Ankit Jain of Aviator says his team stopped reading every diff line and instead has humans review intent, acceptance criteria, invariants, decisions and evidence from agent-run preview environments. He reports that the same nine engineers merged 4× more PRs, median time to merge fell from 2.1 days to 3.4 hours, and reverts dropped 40%. He also describes mining 11,400 review comments into 64 approved invariants. These figures are self-reported by the vendor and have no independent verification, and they come from one team.