SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents

SkillLens is a hierarchical skill-evolution framework for LLM agents that organizes and reuses skills at mixed granularity. It allows agents to directly reuse compatible subskills while adapting only locally mismatched parts, optimizing cost-efficiency and relevance.