The Next AlphaFold Won't Design Drugs — It Will Find the Right Targets

julia_kiseleva · x · 2026-08-19

Julia Kiseleva argues that AI drug discovery is overly focused on molecule design, while many programs actually fail earlier at target selection. The next AlphaFold-scale breakthrough will come upstream: treating genomes as a compressed record of billions of years of evolutionary experiments, and building foundation models that read latent phenotype from the language of evolution to discover the right targets.

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