Blog

Notes on BYOK review, keep-rate, and the $20-per-repo meter — when there is something true to write.

Coming soonWhy we don't resell you tokensThe platform charge is connected repositories. Inference is your provider. Mixing those into one “AI review” invoice is how the bill becomes unexplainable.Coming soonKeep rate: scoring agents on what humans keptModel confidence is not quality. We measure a review by which findings a human resolved rather than deleted.Coming soonGlob-scoped skills: knowledge that knows where it appliesThe reviewer reading auth should not carry the same instructions as the one reading a migration.Coming soonA board of specialists beats one generalistWhy several agents, each with its own check, then one merged review on the thread.Coming soonThe demo always worksOn the gap between a scripted run and a Friday afternoon against a real pull request.