Claude Skill
aiming-lab/MetaClaw
MetaClaw 是一个用于创建通过对话学习的 AI 智能体的 Claude Skill。这个 Python 项目支持智能体的微调、在线学习和进化。
概览
仓库信息
安装这个 Skill
pip install -e . # skills_only mode (lightweight)Registry 信息
pip install -e . # skills_only mode (lightweight)pip install -e ".[rl]" # + RL training support (torch, transformers, tinker)pip install -e ".[evolve]" # + skill evolution via OpenAI-compatible LLMpip install -e ".[scheduler]" # + Google Calendar integration for schedulerpip install -e ".[rl,evolve,scheduler]" # recommended for full RL + scheduler setup
项目简介
MetaClaw 是一个 Claude Skill，允许用户直接与 AI 智能体对话，该智能体通过交互进行学习和不断进化。这是一个基于 Python 的项目，专注于智能体开发、微调和在线学习。
🦞 Just talk to your agent — it learns and EVOLVES 🧬.
要点
- 与 AI 智能体直接进行对话交互
- 通过使用实现持续学习和进化
- 基于 Python 的 AI 开发实现
- 支持微调和在线学习技术
- 提供 OpenAI 兼容接口以便集成
使用场景
- 开发自适应对话 AI 助手
- 创建自我改进的智能体系统
- 研究 LLM 的在线学习
- 构建经过微调的专用 AI 智能体
- 尝试智能体的强化学习
README 摘要
<div align="center"> <img src="assets/new_logo2.png" alt="MetaClaw" width="600"> <br/> # Just talk to your agent — it learns and *EVOLVES*. <p>Inspired by how brains learn. Meta-learn and evolve your 🦞 from every conversation in the wild. No GPU required. <br/> <img src="assets/metaclaw_mainfig_v2.png" alt="MetaClaw Architecture" width="800"> <br/> <p> <a href="https://arxiv.org/abs/2603.17187"><img src="https://img.shields.io/badge/📄_Technical_Report-purple?style=flat-square" alt="Tech Report" /></a> <a href="https://github.com/aiming-lab/MetaClaw"><img src="https://img.shields.io/badge/github-MetaClaw-181717?style=flat&labelColor=555&logo=github&logoColor=white" alt="GitHub"></a> <a href="LICENSE"><img src="https://img.shields.io/badge/License-MIT-green?style=flat&labelColor=555" alt="License MIT"></a> <img src="https://img.shields.io/badge/⚡_Fully_Async-yellow?style=flat&labelColor=555" alt="Fully Async" /> <img src="https://img.shields.io/badge/☁️_No_GPU_Cluster-blue?style=flat&labelColor=555" alt="No GPU Cluster" /> <img src="https://img.shields.io/badge/🛠️_Skill_Evolution-orange?style=flat&labelColor=555" alt="Skill Evolution" /> <img src="https://img.shields.io/badge/🚀_One--Click_Deploy-green?style=flat&labelColor=555" alt="One-Click Deploy" /> </p> [🇨🇳 中文](./assets/README_ZH.md) • [🇯🇵 日本語](./assets/README_JA.md) • [🇰🇷 한국어](./assets/README_KO.md) • [🇫🇷 Français](./assets/README_FR.md) • [🇩🇪 Deutsch](./assets/README_DE.md) • [🇪🇸 Español](./assets/README_ES.md) • [🇧🇷 Português](./assets/README_PT.md) • [🇷🇺 Русский](./assets/README_RU.md) • [🇮🇹 Italiano](./assets/README_IT.md) • [🇻🇳 Tiếng Việt](./assets/README_VI.md) • [🇦🇪 العربية](./assets/README_AR.md) • [🇮🇳 हिन्दी](./assets/README_HI.md) <br/> [Overview](#-overview) • [Quick Start](#-