SkillProx: Self-Evolving Agent Skills via Proximal Textual Gradient Descent
SkillProx evolves AI agent skills via text-based forward and backward passes, verifying edits by re-running tasks and pruning harmful knowledge units. Hosts discuss how this prevents bad patches and shrinks skills, improving accuracy and robustness, with case studies showing compression boosting performance.