EP374: TopoAgent Outperforms GPT-5 in Science

Title: TopoAgent: A Self-Evolving Topological Agent for Multimodal Scientific ReasoningSource: http://arxiv.org/abs/2607.14658v1Summary:TopoAgent proposes a self-evolving topological agent framework, introducing novel agentic reasoning loops that leverage topological structures for multimodal scientific reasoning. This represents a foundational advancement in agent design, enabling more adaptive, robust, and structurally-aware intelligent agents.