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Let's talk about encrypted reasoning

7 hours ago
  • #LLM security
  • #encrypted reasoning
  • #side channels
  • LLM APIs for reasoning models send encrypted reasoning blocks to clients, which contain hidden chain-of-thought data, not visible in normal outputs.
  • Encrypted reasoning blocks can be replayed across sessions and accounts due to a global encryption key, potentially leading to unpredictable model behavior if injected maliciously.
  • Side channels like reasoning block length or response time can leak secret information by correlating with complex computations based on hidden data.