Beyond Single-Task Experts: Introducing EEVEE, the First Fully-Evolving Agent Framework

EEVEE is a test‑time prompt‑learning framework that lets LLM agents continuously improve across diverse tasks by co‑evolving a router and specialized prompts, achieving a cumulative +42 gain over many tasks while keeping token usage low and preserving single‑task performance.

EEVEELLM agentscontinual adaptation

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Beyond Single-Task Experts: Introducing EEVEE, the First Fully-Evolving Agent Framework