Coding agents' rule files stop being added by impression: four runs lift held-out pass rates from 22% to 77%
Cortex turns each developer correction into a replayable task and keeps a skill or rule only when repeated paired comparisons show a net gain and no task collapses; across four independent runs it raised pass rates on four project conventions from 21.5% to 76.5% on scenarios no session had played.