ResearcharXiv cs.AI

Self-Evolving Agents with Anytime-Valid Certificates

#self-evolving agents#artificial intelligence#machine learning#error budget#verification mechanisms

English

The paper presents a novel architecture for self-evolving agents, termed SEA, which allows for controlled self-modification through a steering adapter and a versioned harness around a frozen base model. Modifications are validated via anytime-valid certificates and various verifier mechanisms, ensuring compliance with a fixed error budget and preventing regressions during updates.

中文

本文提出了一种新颖的自我进化代理架构，称为SEA，它允许通过一个控制适配器和一个围绕冻结基模型的版本化工具进行受控的自我修改。修改通过随时有效的证书进行验证，并通过各种验证机制确保符合固定的误差预算，从而在更新过程中防止回归。