Machine Heart

Jul 24, 2026 · Artificial Intelligence

Why Skills Improve Over Iterations: SkillHone Lets Agents Remember Each Optimization

SkillHone introduces a continual skill‑evolution framework that records every diagnostic, candidate revision, and evaluation evidence, enabling repo‑level updates, precise rollbacks, and superior benchmark performance compared with prior self‑evolution methods.