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Hackathon · BenchSci × Google Cloud Hackathon · 2026
BioRender
1st PlaceA 3D biomedical knowledge-graph explorer for multi-hop discovery, with retrieval-augmented summaries cited to PubMed.

Overview
Biomedical entity search usually returns results without showing how they connect. BioRender makes the chain visible. Researchers explore genes, diseases, drugs, pathways, and proteins in a 3D graph built on PKG 2.0 (about 482 million paper-entity links), and get generated summaries with inline PubMed citations.
What I built
- Built the backend routes for the initial query and linked-entity lookup.
- Built graph expansion on double-click with multi-signal candidate ranking.
- Built the multi-hop connection finder and graph snapshots saved to Firestore.
Tech stack
ReactThree.jsTypeScriptFastAPIBigQueryCloud SpannerVertex AIGemini