Yusheng Su

VCAgent: A Mutation-Guided Self-Reflective Agent Framework for Virtual Cell Modeling

VCAgent is proposed, a self-evolving framework that optimizes how biological knowledge from external APIs is structured and integrated into LLM reasoning, and introduces a schema-based slot filling mechanism that transforms raw API responses into compact, typed representations, replacing unstructured text concatenation.