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57 Days From Emergency to First-in-Human — and What AI Actually Contributed

The 2026 Bundibugyo epidemic is now the largest Ebola outbreak ever recorded in the DRC, against a virus for which no licensed vaccine or therapy exists. It is also the first serious field test of AI-era biology's central promise — and the results are more sobering, and more interesting, than the hype allows.

11 min read Dr. Sreenu Vattipally

More Observations

Everything else from the field.

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.

What the VCT Benchmark Means for Pandemic Preparedness

A multimodal benchmark of 322 expert-validated questions finds OpenAI's o3 outperforms 94% of PhD virologists on troubleshooting complex lab protocols. We unpack what changed, what it doesn't prove, and why pandemic-preparedness planners should care.