SCOREDevtools & code
Jev: Typed Decision Engine for Review Triage
Alex Luhchenko@tiny_frontier
Jev is a typed decision engine that processes unified diffs to categorize them with risk flags (green, yellow, red) and assign reviewers, overriding hard path rules with typed primitives.
SignalHard path rules the model can't override; Jev answers the risk flags as typed primitives. 60 MRs, one backend: score AUC 0.73 vs diff-size 0.68.
Got early access to Jev (@CompleteSkeptic / @typesafeai ) — typed decisions instead of prompt soup.
Stress-tested it on something I actually need: review triage.
wince takes any unified diff → 🟢 / 🟡 / 🔴 + who should look. Hard path rules the model can't override; Jev answers the risk flags as typed primitives.
60 MRs, one backend: score AUC 0.73 vs diff-size 0.68.