PaperAgent

Jul 18, 2026 · Artificial Intelligence

SkillOpt 2.0: A Leaner, Faster Self‑Evolving Agent

The article presents SkillOpt‑Lite, a stripped‑down self‑evolving agent pipeline that achieves lighter computation, faster convergence within the first few steps, and higher performance ceilings across multiple benchmarks, while exposing the underlying zero‑order optimization principles and validation requirements.