Break It Down, Pass It On: Cross-Task Skill Transfer in LLM Agents.

arXiv:2608.20274v2 Announce Type: replace Abstract: Large language model (LLM) agents can induce skills from completed tasks and reuse them later to grow more capable with experience. In practice, induced skills may transfer unreliably and can even harm the ag