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pandemic preparedness

15 observations filed under this label.

Claude can design proteins, but it can't help you study viruses

Anthropic published a wet-lab-validated protein binder result on 18 August 2026, then disclosed an 11-month biosecurity classifier gap. The two stories together explain why the world's most capable protein designer is also the one most locked out of virology.

Could AI Have Called the Worst Ebola Outbreak in Years?

A new preprint tests whether computational and AI forecasting models could have predicted the 2026 Bundibugyo Ebola epidemic in DR Congo before it became one of the largest on record. Here is what the models got right, what they missed, and why it matters for outbreak science.

Ebola's 100-Day Test: The Bundibugyo Vaccine Sprint

The Bundibugyo Ebola outbreak is now the largest in DRC history. With no licensed vaccine, three candidates have reached human trials in weeks — a real-world stress test of the 100 Days Mission, AI-assisted drug discovery and outbreak modelling.

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.

Two Doors Into Biology

OpenAI is giving 100,000 academic researchers free frontier model access with 75+ life science skills. Anthropic's newest flagship refuses to explain mitochondria. Both companies claim to be managing the same biosecurity risk — and the gap between their answers tells you how unsettled AI-for-biology governance really is.