{"repo":"aiming-lab/MetaClaw","free":true,"listed":false,"github":"https://github.com/aiming-lab/MetaClaw","clone":"git clone https://github.com/aiming-lab/MetaClaw.git","description":"🦞 Just talk to your agent — it learns and EVOLVES 🧬.","language":"Python","stars":3484,"topics":["agent","ai-agent","fine-tuning","llm","lora","metaclaw","online-learning","reinforcement-learning","skill-learning","openclaw"],"license":"MIT","category":"ai-agents","readme_excerpt":"Just talk to your agent — it learns and EVOLVES . Inspired by how brains learn. Meta-learn and evolve your 🦞 from every conversation in the wild. No GPU required. 🇨🇳 中文 • 🇯🇵 日本語 • 🇰🇷 한국어 • 🇫🇷 Français • 🇩🇪 Deutsch • 🇪🇸 Español • 🇧🇷 Português • 🇷🇺 Русский • 🇮🇹 Italiano • 🇻🇳 Tiếng Việt • 🇦🇪 العربية • 🇮🇳 हिन्दी Overview • Quick Start • Multi-Claw Support • Configuration • Skills Mode • RL Mode • Auto Mode • Memory • Citation --- Two commands. That's it. --- 🔥 News - [04/11/2026] v0.4.1 — Incremental memory ingestion: the memory layer now extracts and persists turns every N turns (default 5) instead of only at session end, shrinking the mid-session memory blackout window. - [03/25/2026] v0.4.0 — Contexture layer: MetaClaw now persists cross-session memory for users and projects. Relevant facts, preferences, and project history are automatically retrieved and injected into prompts. Includes adaptive memory policy, background consolidation, and an optional memory sidecar service. - [03/24/2026] v0.3.3 — One-click OpenClaw plugin: MetaClaw now ships as a native OpenClaw extension — drop the folder into OpenClaw's extensions, run one command, and everything is set up automatically. - [03/18/2026] Our technical report \"MetaClaw: Just Talk -- An Agent That Meta-Learns and Evolves in the Wild\" is out! 🏆 Ranked No. 1 on HuggingFace Daily Papers! Check it out! - [03/16/2026] v0.3.2 — Multi-claw support: IronClaw, PicoClaw, ZeroClaw, CoPaw, NanoClaw, and NemoClaw","default_branch":null,"files":null,"tree":[],"storefront":"/r/aiming-lab","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/aiming-lab/MetaClaw/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}