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Eric Nguyen

๐Ÿ‘ค Speaker
116 total appearances

Appearances Over Time

Podcast Appearances

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

It has grammar, structure, sort of like sentences and paragraphs that group together to form a story.

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

And these stories are passed down through evolution, generation by generation.

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

For humans, it's been hard to comprehend these stories written in DNA, in large part because of its scale.

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

DNA is extremely long, and yet at the same time sensitive to the smallest mistakes.

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

Imagine trying to write something the length of 30,000 books in a foreign language, and that when you're off by a single letter, one of billions.

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

This can mean the difference between a healthy person and a person with a life-threatening disease.

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

And so to tackle these challenges, together with my colleague Michael Polley, we developed an AI that could generate extremely long sequences of DNA, 500 times longer than previous AI models, at high levels of detail.

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

We assembled a team of scientists and AI experts and gathered the largest collection of DNA used to train AI.

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

80,000 whole genomes fed into a model that we called Evo.

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

And our goal was to create something like a chat GPT for DNA, where you can prompt Evo and describe the DNA you want, and it would generate new sequences, one letter at a time.

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

But there is one key difference.

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

With chatbots, you can just read what it writes, and you can decide if it makes sense to you.

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

With DNA,

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

It's not so simple.

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

It's not an intuitive human language.

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

How do you know if it's any real or good?

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

What does that even mean?

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

What we needed was a test, a way to verify that what it wrote would actually function.

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

And so we started with a familiar tool in biology called CRISPR.

TED Talks Daily
How AI could generate new life-forms | Eric Nguyen

CRISPR is like a pair of molecular scissors that can edit DNA, used for things like gene therapy.