AI Agent Framework
3.4k 2026-04-18

aiming-lab/MetaClaw

An AI agent framework enabling continuous meta-learning and evolution from live conversations, requiring no GPU.

Core Features

Continuous Meta-Learning from Live Interactions
No GPU Cluster Required for Operation
Automatic Skill Evolution and Improvement
Persistent Cross-Session Memory and Context
One-Click Deployment and Easy Setup

Quick Start

metaclaw setup && metaclaw start

Detailed Introduction

MetaClaw is an innovative AI agent framework designed to empower agents with the ability to meta-learn and evolve directly from real-world conversations. Inspired by biological learning, it transforms every interaction into a valuable learning signal, allowing agents to continuously improve their skills in deployment rather than relying solely on offline training. A key advantage is its efficiency, operating without the need for GPU clusters, making advanced AI agent development accessible and scalable. It features persistent memory, multi-agent support, and simplified one-click deployment.

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