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Jeremiah

๐Ÿ‘ค Speaker
1265 total appearances

Appearances Over Time

Podcast Appearances

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

So we have evolution, sex and reproduction, for a human, and for an LLM it's incentives, AI company profit motive.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

For the human we have predictive coding, next sense datum prediction.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

LLM has training, next token prediction.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

Then for a human, next we have, I don't know, I just thought about it really hard.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

And then an LLM has question mark, maybe nothing?

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

Then the human has, for example, high D toroidal attractor manifolds.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

And for an LLM, for example, rotation of 6D helical manifolds.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

And then for the human, finally we have neurons and neurotransmitters.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

And for the LLM we have chips and electricity.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

2.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

The human brain was designed by a series of nested optimization loops.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

The outermost loop is evolution, which optimized the human genome for being good at survival, sex, reproduction, and child-rearing.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

But evolution can't encode everything important in the genome.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

It obviously can't include individual and cultural features like the vocabulary of your native language, or your particular mother's face.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

But even a lot of things that could be there in theory, like how to walk, or which animals are most nutritious, are missing.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

The genome is too small for it to be worth it.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

Instead, evolution gives us algorithms that let us learn from experience.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

These algorithms are a second optimization loop, evolving in quotes neuron patterns into forms that better promote fitness, reproduction, etc.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

The most powerful such algorithm is called predictive coding, which neuroscience increasingly considers a key organizing principle of the brain.

Astral Codex Ten Podcast
Next-Token Predictor Is An AI's Job, Not Its Species

Wikipedia describes it as, quote,