Awesome Dynamic Agent Skills is a comprehensive curated reading list accompanying a TMLR 2026 survey on dynamic, self-evolving skill systems for LLM agents. It provides a unified taxonomy, an eight-stage lifecycle, and a ten-operator vocabulary for understanding how LLM agents acquire and manage skills. The repository audits 124 papers, offering valuable insights into this rapidly evolving field.



