How a Tiny DNA-Reading AI Beat Models a Thousand Times Its Size
UC Berkeley's GPN-Star, a genomic language model published in Nature, predicts harmful DNA variants better than far larger AI models, and trains in hours not months.
Virology Latest dispatch
Anthropic Admits Its AI Can No Longer Rule Out Bioweapon Help
Anthropic's September 2026 threat report reveals Claude was used in five bioweapons-adjacent research attempts, including a chikungunya gain-of-function request. Here's why virologists and AI safety experts are both worried.
More Observations
Everything else from the field.
AI Designed a Drug That Made Six Ageing Clocks Run Backwards
An AI-discovered, AI-designed drug lowered predicted biological age across six independent ageing clocks in a phase 2a trial. What it means, and what it doesn't.
Can AI and phone data outrun Congo's record Ebola outbreak?
For the first time in an Ebola response, WHO and Flowminder are using anonymised mobile-phone data and modelling to predict where Congo's Bundibugyo outbreak will spread next. An early test called all ten hotspots. Here is what it means for pandemic preparedness.
DeepMind's AlphaGenome Atlas: AI Maps 9 Billion Human DNA Variants
Google DeepMind's AlphaGenome Atlas precomputes the molecular effects of all 9 billion single-letter human DNA changes and offers them free in a browser. What it does, why it matters, and where it falls short.
Stanford's SPHERE: A 'Synthetic Twin' to Unlock Sensitive Data for AI
Stanford's SPHERE turns locked biomedical datasets into shareable 'synthetic twins' for AI, and opens an Alzheimer's cohort to prove it. The promise, and the caveats.
OpenEvidence's Darwin: A Medical AI Scored 100%, Then Got Locked Away
OpenEvidence's Darwin is the first medical AI to score 100% on MedQA, yet the company is withholding it over biosecurity risk. The claim, and its caveats.
The End of the Ageing Clock? How AI Learned to Reason About Getting Old
AI in 2026 is moving past ageing clocks that spit out a single number towards foundation models that reason about biological age, predict disease and nominate targets. Here is what changed and why it matters.
AI Protein Design Cracks Biotech's Biggest Bottleneck: Delivery
German scientists used generative AI to design Synthetic Transfer Vehicles, protein shells that carried RNA into cells more efficiently than the lipid nanoparticles they tested and delivered a CRISPR edit in a pig.
How a New AI Out-Predicts AlphaFold 3 on Protein Metal Ions
BiteNetI, a new deep-learning model, out-predicts AlphaFold 3 at finding protein metal-ion binding sites, a blind spot for today's protein language models.
Can AI See the Next Pandemic Coming? What the Evidence Says in 2026
Artificial intelligence is moving from the lab into the working machinery of pandemic preparedness, from spotting risky viruses in genetic data to scanning the world's news for early signals. Here is what it can and cannot do in 2026.
AI Can Write a Virus's Genome. It Still Can't Read One
Scientists mutated every letter of the ΦX174 phage genome and measured the result. Top AI models predicted it only moderately well, a reality check for AI biology.
AI Screened 200,000 Medical Papers for $856. It Missed Almost Nothing
A Johns Hopkins team built an AI agent that screened 201,064 studies for a suicide-prevention meta-analysis, cutting human workload by 99% at under half a cent per paper. Here is what the preprint actually shows, and where it falls short.
Google's Planetary Prediction Engine: Can AI Outrun an Outbreak?
Google Research has released the planetary prediction engine, an AI agent that builds geospatial models from a plain-language question. It was tested on a live Ebola outbreak. Here is what the numbers actually show, and what they do not.
AI Beat the Lab at Antibody Design, But Just Once
The first blinded, wet-lab-validated benchmark for AI antibody design just landed in Nature Biotechnology. Here is what the models got right, and wrong.
Protein Language Models Just Learned to Think in 3D
A new bioRxiv preprint, Prot-LAMBDA, teaches protein language models explicit 3D geometry and reportedly matches a model five times its size. Why efficiency, not scale, is the real story.
Your Organs Age at Different Speeds. AI Just Learned to Read Them
A Nature Medicine study trained AI on 25,712 human tissue slides and found that organs keep separate biological clocks. Some of that signal shows up in a blood sample. What it means, and what it does not.
Europe Audited 480 Biology AIs and Found a 'Maturity Paradox'
The EU's science service studied 480 biological AI models and found a gap between scientific brilliance and real-world readiness. Here's what the JRC report says and why it matters.
A Nobel Laureate's AI Just Tried to Simulate a Whole Human Cell
GenBio AI's AIDO Cell is a 'world model' that simulates a human cell across scales, from DNA to shape. Here's what it does, why it matters, and what still needs proving.
Ebola Outbreak 2026: The AI Model Exposing Congo's Hidden Epidemic
As Congo's Bundibugyo Ebola outbreak hits record size, an AI-assisted model estimates the true toll may be up to triple the confirmed count.