[COLM'26] SkillLearnBench is the first benchmark for evaluating continual learning methods that automatically generate agent skills.

Automatically create new skills based on past agent traces

Convert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection