Ginkgo Bioworks

Protein fitness prediction with end-to-end differentiable homology search, replacing MSA construction with vector search over 62M UniRef50 sequences.

Sparse autoencoders on the ESM-2 residual stream that expose interpretable protein features, with an open visualizer for what each latent detects.