devwithjev
— reading now— views
Submit a build

Jev Scores Agent Code Diffs

Jev evaluates diffs and returns a score without generating text. The author describes using it for 31 checks on a 340-line auth refactor.

View on X cost$0.042 per million intime70-500ms
vvtentt@Vvtentt101𝕏
the slow part of your agent is not the hard problem. the problems start after it does the same work several times. JEV DOESN'T WRITE. IT DECIDES. one auth refactor. 340 lines. 31 checks: keep this hunk, reject that file, stop or go again. claude code spent a full generation on each one. jev takes the diff and returns a score. 70-500ms. $0.042 per million in. no output text. output is free because there isn't any. 20-200x faster. 40-400x cheaper. the ceiling is only for loops that decide a lot and write a little.
Sep 24, 2026X postsView on X
The checks decide whether to keep a hunk, reject a file, or stop or continue. The author contrasts Jev's scoring with Claude Code spending a full generation on each check.

Also filed under Triage & routing