PaperAgent

Jul 20, 2026 · Artificial Intelligence

A Comprehensive Survey of Self‑Evolving Agent Systems by the Father of Generative AI

This article surveys the latest self‑improving agent research, presenting a unified formal framework that classifies over 200 works from 2023‑2026 into base‑model and scaffold improvement paths, detailing mechanisms, risks, and representative systems.