Generative Models

The Next Pandemic Won’t Start in a Lab. It’ll Start in a GitHub Repo.

AI can now design functional viral genomes, turning biology into an information problem. The same models that could cure superbugs can also create pandemics. The real biosecurity frontier is not physical containment but digital access — code that can be copied, hidden, and run anywhere. The next outbreak may start with a GitHub commit.

Stop Throwing More Data at AI. Try This Instead.

We’ve been trapped in a brutal arms race: more data, more compute, bigger models. But a new paradigm called ‘explorative modeling’ introduces a third axis to pre-training that flips our assumptions upside down. It proves that active exploration—not just static data compression—unlocks scaling laws we didn’t know existed.