📄New Research on Self-Evolving Agents: When AI agents modify themselves, how do we know they actually got better?

We present Diving into Reliable Self-Evolving Agents: A Survey-a systematic map of how agents self-evolve and what evidence is needed to trust each update. The survey: 🔹 Defines an L0-L4 taxonomy for self-evolving agents 🔹 Introduces a reliability ladder for trustworthy updates 🔹 Curates 549 works in an open companion catalog One core principle: no update should control the only evidence used to accept itself.

Explore the full survey ↓ 📄 Paper: https://openreview.net/forum?id=CGO1hDTHNe 🌐 Project: https://wkqdzkd.github.io/Awesome-Reliable-Self-Evolving-Agents/ 💻 GitHub: https://github.com/wkqdzkd/Awesome-Reliable-Self-Evolving-Agents