SkillForge: Co-Evolving Skills and Agents via Dynamic Skill Lifecycles.

arXiv:2610.09832v2 Announce Type: replace Abstract: Memory-augmented reinforcement learning strengthens LLM agents' ability to solve complex long-horizon tasks. Skills are one such form of memory, pairing instructions with an applicability condition over task