Andriy Burkov: encrypting reasoning traces to stop distillation is pointless

burkov · x · 2026-11-07

Andriy Burkov observes that closed-weight model providers are "maniacally" encrypting reasoning traces to prevent distillation. He argues the defense is misguided: RLHF/RLVR do not require reading other models' reasoning traces to learn how to reason, so encrypting them does far less than providers assume.

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