A Big Rule Set Is an Attention Problem
Sixteen minutes and sixteen dollars to surface four low-severity nits, most of it spent scanning for rules rather than judging code.
Sixteen minutes and sixteen dollars to surface four low-severity nits, most of it spent scanning for rules rather than judging code.
I spent a stretch trying to make an AI code reviewer cheaper without letting it miss more. Cost and recall, two dials pulling against each other.
I told the agent fidelity came first. It optimised for cost anyway, for an embarrassing reason — cost had an estimator and a guardrail, and fidelity had a…
Read that definition again. It's one of the most widely-cited code-review standards telling reviewers how to flag a small issue: say the author should fix it…
The goal was never a cheaper reviewer. It was finding everything that is really there while posting nothing that isn't — and that objective, not the budget…