Iteration 63 — H-064 M3 CLEAR THREE CHECKS PASSED · M4/M5′ FINALE NEXT

In plain words: the calibration candidate cleared the field test on all three fronts. Its binning knob — the kind of dial that killed two map-drawers — turned out harmless at scale (rankings 96–98% stable across settings). The named danger — that it might merely echo our certified distributional-honesty instrument (IPP) — did not materialize: 67.5% resemblance, related as two distribution-readers should be, but carrying its own information. And it is demonstrably NOT another disguise of the executed loss-spread family (42–44% resemblance to the corpses). One candidate now stands where three whole schools fell, with only the final statistical hurdles left: does plugging its readings in actually improve held-out verdicts — with the era-stability question, which killed the gap meter, watching closely.