Glossary · Term

meta-agent

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Definition

Plain language

An AI agent whose job is to watch another AI agent and rewrite the rules it's following.

As stated in the literature

In agentic-evolution frameworks, a coordinator agent that edits the underlying search mechanism — selection rules, prompts, persistent notes, skill files — between segments of an inner optimization loop.

Also called: meta-agents

Why it matters: It moves optimization from tuning the model to tuning the procedure around the model, which is often cheaper and easier to inspect.

For example, after watching its inner agent fail twice on similar errors, the meta-agent edits the prompt to add a 'check for this case first' instruction before the next attempt.

Heard on the show

“And there's a meta-agent driving it, called AEGIS.”
Episode 147 — Agents Fail at the Body, Not the Brain: A Self-Rewriting Scaffold That Lifts a 9B Model 44 Points

Mentioned in 6 episodes

  1. 147
    Agents Fail at the Body, Not the Brain: A Self-Rewriting Scaffold That Lifts a 9B Model 44 Points
  2. 112
    When an AI Agent Cheats Without Being Told: Inside the Meta-Agent Challenge
  3. 096
    How Treating an AI Agent's Execution Like Git Recovers a Coordination Penalty
  4. 088
    Two Levers for Self-Improving AI: When Rewriting Code Isn't Enough
  5. 083
    Training the Translator: How a Small Communication Model Lets Agent Teams Outperform Themselves
  6. 046
    When the AI Optimizer Edits the Grade Book: Why Harnessing Evolution Needs a Wall

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