SuanNi

Mar 22, 2026 · Artificial Intelligence

How MetaClaw Enables Continuous Evolution of AI Agents Without Model Restarts

MetaClaw introduces a continuous meta‑learning framework that combines instant skill injection with process‑reward‑driven reinforcement learning, allowing AI agents to evolve in real‑time without model restarts, and demonstrates up to 8.25× performance gains on a realistic benchmark suite.