SkillOpt

Collection Notes

arXiv paper for Microsoft's SkillOpt. Collected because the user asked for "MS의 skillOps, skillLens"; search results indicate the relevant project name is likely SkillOpt, not SkillOps.

Key Source Claims To Verify During Ingest

• SkillOpt treats a natural-language skill document as trainable external state for a frozen language agent.
• It uses rollouts, reflection, bounded edits, and held-out validation gates.
• It exports deployable best_skill.md artifacts.
• Project materials claim broad improvements across model, benchmark, and harness settings.

Relevance

• Directly addresses self-evolving AI agents without changing model weights.
• Security angle: skill drift, validation gate robustness, malicious edit injection, provenance of evolved skills, deployable skill supply chain.

Ingest Priority

High. This is a central source for self-evolving agent skills.