MetaClaw: Just Talk – An Agent That Meta-Learns and Evolves in the Wild
Published in arXiv preprint, 2026
MetaClaw is an agent that meta-learns and evolves in the wild. It turns every live conversation into a learning signal by placing the model behind a proxy that injects relevant skills at each turn and meta-learns from accumulated experience, enabling continuous improvement through real-world deployment without requiring a GPU cluster.
Recommended citation: Peng Xia, Jianwen Chen, Xinyu Yang, Haoqin Tu, Jiaqi Liu, Kaiwen Xiong, Siwei Han, Shi Qiu, Haonian Ji, Yuyin Zhou, Zeyu Zheng, Cihang Xie, Huaxiu Yao, "MetaClaw: Just Talk -- An Agent That Meta-Learns and Evolves in the Wild," 2026. [Online]. Available: https://arxiv.org/abs/2603.17187
Download Paper | Download Bibtex