self-evolving-skills

MIT team released a paper on self-evolving skills for Claude Code agents, achieving 71.1% pass rate, surpassing Anthropic's skill-creator by 37 points through a Generate-Test-Verify-Co-Evolve framework.

Hermes agent features self-evolving skills that save successful troubleshooting procedures as reusable skill files, automatically managed by a background Curator to merge or archive skills without data loss.