The introduction of BioManus, a new biomedical agent system, aims to enhance the automation of complex biological workflows by utilizing structured capability graphs instead of traditional prompt-based planning. This innovation promises improved execution accuracy and efficiency in managing diverse bioinformatics tools, potentially transforming the landscape of biomedical reasoning.