"MetaClaw: Just Talk – An Agent That Meta-Learns and Evolves in the Wild" This paper provides a blueprint for agents to learn and evolve while using. It turns failures into reusable skills right away and only retrains when the user is idle. This framework nearly doubled
MetaClaw: A New Agent Framework for Real-Time Learning and Evolution
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