The Audit Can't See It

A NeurIPS 2026 paper embeds encrypted neural networks inside model weights using cryptographic digital lockers. The hidden capability survives every known elicitation method — fine-tuning, weight noising, gradient search, adversarial training — placing a provable limit on what capability evaluations can guarantee.

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