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XSkill

Continual learning framework enabling multimodal agents to improve from experience without retraining

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About

XSkill is a research framework for building multimodal agents that learn continuously from their past trajectories without requiring parameter updates. It combines experience-based action guidance with a library of reusable skills to enable efficient tool orchestration in open-ended environments. Designed for researchers exploring continual learning approaches where agents improve through experience rather than traditional fine-tuning.

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frameworkmulti-agenttool-useorchestrationopen-sourceresearch