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Evolution as Training Data: How Biohub's Open Protein World Model Is Rewiring Drug Discovery

Biohub's open-source ESM models learned the rules of protein biology from evolution alone — and designed working drug binders in days. Here's what the release means, and where it falls short.

10 min read Dr. Sreenu Vattipally

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The Test Said No, The Sequencing Said Yes

Genome sequencing published this week places the virus behind Central Africa's fastest-growing Ebola outbreak on a distinct branch of the Bundibugyo family tree — with an evolutionary signal nobody expected. Here is what that means for diagnostics built on the wrong prior, and where AI-assisted sequencing genuinely helps.