Kevin Simler

So, here's our narrative: First, the Big Bang. Then 10 billion years of boredom (give or take). Then life! An explosion of learning! And 4 billion years later, here we are.

Now, what if we want to refine this picture? What if we allowed ourselves TWO events in our history of the universe? What's the second most important thing?

I know, there are many perspectives. But again, I think it's clear: humans are the next most important thing. And once again it comes down to learning. Before humans, all cumulative learning took place in genomes. But humans introduced an entirely new modality: culture.

Yes, brains can learn, and brains existed before humans. But brains die with their hosts, and all their hard-won knowledge has to be re-learned from scratch by the next generation.

Some animals pass knowledge from parents to children. But the carrying capacity of this "culture" is small and fixed. Humans were the first species with the ability to ACCUMULATE knowledge in culture, in an open-ended way.

So, again, our story: Big Bang. 10 billion years of boredom. Then life! And 4 billion years of natural selection. Then brains+culture! And a ~million years of cultural evolution later, with all of our farms and factories and computing devices, here we are.

If this view of history has merit, it suggests that the next truly transformative step will involve a new modality for cumulative learning. Is this AI? Machine learning? The answer is "definitely maybe." But we're certainly not there yet.

AI systems of today are like the brains of early animals. They're capable of some cool feats of learning, but there's nothing cumulative about them. They're built, they learn a few things, and then they dead-end. Where feedback loops exist, they all pass through human culture.