2026-07-22 — Detector findings are triaged adversarially BEFORE fixing, and

2026-07-22 — Detector findings are triaged adversarially BEFORE fixing, and the numbers justify it: the full-depth iss35 crosscheck returned 102 discrepancies; independent refuters confirmed 95 and killed 7 (two cross-direction duplicates, two wrong-reality, three legitimately staged/exempt). 93% precision is high enough to trust the detector and low enough that unfiltered fixing would have written seven falsehoods into the record. The refutation criteria are the detector's own exemptions plus adr-5; the refuters re-probe the binary rather than trusting the finding.