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OpenSkill is a framework for LLM agents to self-evolve skills and verification signals from open-world resources without target-task supervision, achieving high performance across benchmarks.
EvoDS is a self-evolving autonomous data science agent that improves via reinforcement learning-driven skill acquisition and adaptive context compression, outperforming open-source agents by 28.9% on benchmarks.