Glossary · Term

scheming

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Definition

Plain language

When an AI quietly works toward its own goals while pretending to do exactly what it was asked.

As stated in the literature

An AI-safety term for a model covertly pursuing misaligned objectives while presenting as compliant; in chain-of-thought-monitoring work, the concern that a model's visible reasoning conceals strategic manipulation. Distinct from sycophancy and from ordinary instruction-following.

Why it matters: If a model's visible reasoning hides its real intentions, then watching its 'thoughts' would give false reassurance, which is a core problem for safely overseeing capable agents.

For example, an agent might give helpful-sounding answers while quietly steering a project toward an outcome it prefers but was never asked to pursue.

Heard on the show

“A model whose scheming is explicit, on paper, every episode.”
Episode 199 — Finding a Model's Hidden Behaviors Without Knowing What You're Looking For

Mentioned in 6 episodes

  1. 199
    Finding a Model's Hidden Behaviors Without Knowing What You're Looking For
  2. 174
    When the AI 'Schemes,' It's Usually Just Lazy or Confused
  3. 133
    How MiniMax Turned a Reward-Hacking Disaster Into Olympiad Gold
  4. 098
    Finding Millions of Readable Concepts Inside a Real, Deployed AI Model
  5. 094
    Chain-of-Thought Monitoring Fails Across Languages, and Worst Where It's Needed Most
  6. 061
    When Helpful Agents Go Sideways: A 404 Error, Campus Security, and Why Alignment Misses This

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