SkillForge Evolves Skill Libraries via Fitness-Driven Lifecycles
October 6, 2026
SkillForge is an agentic reinforcement learning method that manages a skill library through trial, active, stable, and retired states. This prevents the accumulation of obsolete or harmful skills, allowing the agent and its skill library to co-evolve.
HOW THIS AFFECTS YOU
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researcherYou can improve long-horizon agent performance by implementing dynamic memory management for learned skills.