The Breakthrough Nobody Talks About
Computers learned to understand meaning. Not just data. Meaning. That single breakthrough changed everything.
It started with something called Word2Vec. You take every word and figure out its relationship to every other word. Mother and father get close numbers. Oranges and apples get close numbers. They're far from mom and dad. Dogs and cats sit somewhere in between.
"You take words and you learn from the words, studying every single word, its relationship to every other word. You try to figure out what's the best number to associate with that word."
Everything Has Structure. AI Can Learn It.
Once you can turn words into numbers, you can turn anything into numbers. Videos. Proteins. Chemicals. Genes. Anything with structure has predictability. Anything with predictability can be learned.
Jensen calls these vectors. And vectors are the universal language of AI. Learn the vector for everything, and you can translate between any two types of information.
"Imagine doing this for English. Imagine doing this for every single language. Imagine doing this for anything with structure, meaning anything with predictability."
Words to Images Is Cool. Amino Acids to Proteins Is Nobel-Worthy.
Going from words to images? That's Midjourney. That's Stable Diffusion. Going from images to words? That's captioning. Those are impressive. But they're just the beginning.
Going from amino acids to proteins? That's AlphaFold. That won a Nobel Prize. The same underlying technology powers all of it. Translate information of one kind into information of another.
"What do you call it if you go from amino acids to proteins? That's called a Nobel Prize. And the reason for that is because that's AlphaFold. Incredible breakthrough."
Design Will Never Be the Same
Jensen painted a picture of the near future. You work at Mercedes. You feed the AI your brand style, a few sketches, and some photos. Tell it you want a four-wheel-drive SUV.
It generates 200 fully 3D-designed CAD models. You pick one. Tell it to iterate 10 more times. Then you modify it yourself. The designer doesn't disappear. The designer gets superpowers.
"The future of design is going to be very different. The future of everything will be very different."
The Protein Engineering Generation
Here's where Jensen gets fired up. If you can use language to describe a protein, and use language to figure out how to synthesize it, you've cracked protein engineering.
That means enzymes that eat plastic. Enzymes that capture carbon. Enzymes that grow vegetables better. All of it becomes possible within this generation.
"The next 10 years is going to be unbelievable. We were the chip engineering generation. You'll be the protein engineering generation. Something that we couldn't imagine doing just a few years ago."