Empowering AI data scientists using a multi-agent LLM framework with self-evolving capabilities for autonomous, tool-aware biomedical data analyses

Yi Zhao
Nature Biomedical Engineering, Published online: 30 March 2026; doi:10.1038/s41551-026-01634-6 BioMedAgent is a self-evolving LLM multi-agent framework that learns to use various bioinformatics tools and chain them into executable workflows for autonomously carrying out diverse biomedical data tasks initiated by natural-language prompts.