Qian Ji

Skills Know Their Neighbors: Cluster-Contrastive Capability Pages for Skill Retrieval

As skill libraries grow, large language model agents must retrieve reusable skills from candidates that often share the same topic and vocabulary but implement different capabilities. Retrieval is limited not only by the scorer but also by the text being scored: a document may describe what a skill does without stating...