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

Continual Learning & Self-improving skills system for Claude Code - learn from corrections, never repeat mistakes

Co-creation infrastructure for humans and code agents — visual environment, skills, continuous learning, and distribution.

Automatically create new skills based on past agent traces