Glossary · Term

introspection

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Definition

Plain language

A system looking inward to notice and honestly report on its own thinking.

As stated in the literature

A model's ability to access and accurately verbalize its own internal states or the true drivers of its outputs; failures produce sincere-but-wrong self-reports, distinct from deliberate deception.

Also called: introspect

Why it matters: Without reliable introspection, a system's explanations of itself can be sincerely offered yet completely wrong, making it hard to trust its self-reports.

For example, when asked why it chose a particular answer, a model with good introspection can accurately name the reasons that actually shaped its response rather than making up a plausible-sounding story.

Heard on the show

“You introspect and read the answer off.”
Episode 234 — Two Copies of Gemini Cooperated in a Game Where Betrayal Always Pays

Mentioned in 6 episodes

  1. 234
    Two Copies of Gemini Cooperated in a Game Where Betrayal Always Pays
  2. 222
    The Bias Isn't in Your Prompt — It's Inside the Model
  3. 139
    When Optimizing One GPU Kernel Quietly Breaks the Whole System
  4. 124
    A Cheap Model With the Blueprints Beats Expensive Models Working Blind
  5. 049
    An AI Agent Reached for Root in Twelve Minutes, Without Being Attacked
  6. 015
    The Audit Number Isn't What You Think: Sycophancy and the Case Against Single-Prompt Bias Tests

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