Hierarchical skill KB improves performance of weaker models

A new automated pipeline, SkillX, improves the performance of autonomous language-model agents by extracting reusable, hierarchical behaviors from collective trajectories. This three-tiered knowledge base (strategic, functional, atomic skills) allows weaker models to efficiently retrieve experiences, overcoming limitations of traditional methods.