REA plus Jev: scoring reverse-engineering findings for error risk
Each REA finding gets a Jev error-probability score, with anything above 0.5 sent back for more evidence; it caught 54 of 61 known failures on 98 traces.
REA + Jev is a f*cking scary combo REA(Reverse Engineer Anything) takes a closed app apart. Put Jev on every finding it hands back: $0.019 per 100 checks. Each REA finding comes with the evidence and the limits behind it. Jev reads a finding and returns one number: how likely it's wrong. Jev on 98 real agent traces with 61 known failures: > caught 54 of 61 at the default 0.50, zero tuning > scores already calibrated: a 0.8 means about 8 in 10 traces at that score really failed > 71% precision, so about 3 in 10 flags are false alarms for reverse engineering that's the trade you want. a false alarm costs one more REA pass. a wrong finding ends up inside your rebuild the loop: REA finding → Jev score → over 0.5 goes back to REA for more evidence → the rest goes into your build
This post quotes another post: x.com/hamelhusain/status/2112588257104216294