#graph neural networks

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A structural-biology compute room with a large wall-mounted molecular visualization display showing a protein ribbon model mid-render beside a rack of GPU servers with one accelerator tray drawn part-way out

How AI for Science and Medicine Actually Works

AlphaFold's Evoformer, GNoME's graph networks, GraphCast's mesh, and an FDA-cleared imaging model share no lineage. They share a shape: structure encoded into a representation, a network trained on it, and a loop closed against independent ground truth.

By Brecht Corbeel · September 27, 2026 · 18 min read

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