BioInsight presents a multi-agent system for interactive biomedical knowledge discovery. Given a disease name, a protein association table, and optional cohort metadata, it produces typed intermediate artifacts such as ranked pathways, literature evidence packets, protein-level reasoning notes, citation-grounded reports, dashboard schemas, and rendered interfaces. The system separates evidence retrieval from mechanistic reasoning, normalizes citations deterministically, and reuses structured evidence across reports and interfaces. The paper evaluates it on biomedical QA, protein-function reasoning, and end-to-end evidence synthesis, but the supplied abstract does not provide quantitative results.
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