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"SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning"
SkillRL turns an LLM agent’s messy trial-and-error trajectories into a compact & searchable skill library that recursively grows during RL
This lets the agent actually learns reusable strategies over time instead of just replaying raw memories, yielding big gains (+15.3% over strong baselines) with far fewer tokens!

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