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Scientists from Stanford and the Arc Institute used AI to design entire virus genomes from scratch. The success is all about language.

The research team, using “genome language models,” taught the AI the language of DNA and asked it to invent viruses that attack bacteria.

Of hundreds of attempts, 16 were successful. Some even outperformed natural viruses. They burst open bacteria faster, survived bacterial defenses and even beat the go-to lab phage, ΦX174, in head-to-head competitions.

This is a large step forward for AI-driven biology and future phage therapies.

The results suggest AI can now design entire living genomes.

This means there is potential for smarter therapies for antibiotic-resistant infections and new possibilities in synthetic biology.

More like this: Turning the phage

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