Tencent Hy(@TencentHunyuan):📄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://t.co/V9vJGdF2FP 🌐 Project: https://t.co/y8uI9EIPf0 💻 GitHub:

2026.08.12 07:42

📄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: 🌐 Project: 💻 GitHub: