腾讯混元发布自进化智能体可靠性综述
📄New Research on Self-Evolving Agents:
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腾讯混元发布综述《Diving into Reliable Self-Evolving Agents》，系统梳理智能体自我进化方式及验证每次更新可信度所需的证据。该综述提出自进化智能体的 L0–L4 分类体系与可信更新可靠性阶梯，并整理 549 篇工作形成开放配套目录。其核心原则是：任何更新都不应掌控用于认可自身的唯一证据。
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📄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.