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Lex Fridman · 2021-08-08 · 2h 18m

Jeff Hawkins: The Thousand Brains Theory of Intelligence | Lex Fridman Podcast #208

Neuroscientist Jeff Hawkins explains his Thousand Brains Theory and why super-intelligent machines need not threaten humanity.

Jeff Hawkins: The Thousand Brains Theory of Intelligence | Lex Fridman Podcast #208
The guest

Jeff Hawkins — Neuroscientist, Numenta co-founder, and author of On Intelligence and A Thousand Brains. He earlier co-founded Palm Computing and now studies the structure and function of the neocortex.

The gist

Jeff Hawkins lays out his Thousand Brains Theory: the neocortex contains roughly 150,000 cortical columns, each an independent modeling system that uses reference frames to learn a model of the world, with a voting mechanism producing our singular perception. He argues intelligence is the ability to learn a predictive model through movement, and that prediction happens inside individual neurons via dendritic spikes. Hawkins contends existential AI fear is misplaced because intelligence does not entail human desires or self-preservation; the real danger is self-replication. The conversation ranges across uploading minds, brain-machine merger, preserving and broadcasting human knowledge to future or alien civilizations, the origin of intelligence, and how passion and acquiring knowledge give life meaning.

Big reveals

  • Hawkins reframes the brain as not one model but tens of thousands of independent cortical-column modeling systems voting to form a single perception.
  • He claims most predictions happen inside individual neurons via dendritic spikes, not by neurons firing in advance.
  • Hawkins argues an intelligent machine can deeply model the world yet have zero desire to live, so existential AI fear conflates intelligence with evolved animal drives.
  • He identifies self-replication, not intelligence, as the true existential risk to worry about.
  • He says uploading your mind is far off and you wouldn't like the result, since the copy would feel like you while you still sit there mortal.
  • He argues the hardest part of brain-machine merger is not the surgery but decoding billions of neural signals.
  • Numenta has applied brain principles like sparsity to speed up deep learning networks by 10 to 100 times while making them more robust.
  • Hawkins proposes archiving Wikipedia on satellites and broadcasting a star-dimming signal so future or alien civilizations know we were once here.

Things worth remembering

  • The neocortex is a repetitive sheet of neural tissue making up about 75 percent of the brain's volume, running one common algorithm.
  • The theory holds the cortical column was repurposed from the hippocampus/entorhinal grid-cell mapping system, genericized to model anything.
  • Each cortical column is like a grain of rice containing about 100,000 neurons yet can learn hierarchical objects.
  • Vernon Mountcastle discovered a single cortical algorithm underlies everything the neocortex does.
  • The Wright brothers' real innovation was wing-twisting for controlled flight, copied from birds, not the propeller.
  • If humanity vanished, after enough time we'd find dinosaur bones but no evidence of a prior human-like civilization.
  • Hawkins says the neocortex can be understood without modeling emotions like fear; love and emotion live in older brain regions.
  • As a teenager Hawkins listed four great problems and chose intelligence; a 1979 Francis Crick essay in Scientific American set him on the path.
  • His personal philosophy: an individual can only accelerate the inevitable, making a beneficial future arrive sooner.

Recommended in this episode

Books, products and media the guest or host genuinely endorsed here — with the buy link.

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Guest’s ownBook

On Intelligence

Jeff Hawkins

“he previously wrote the seminal book on the subject titled on intelligence and recently a new book called a thousand brains” — Lex Fridman 00:00:00
Find it on Amazon
Guest’s ownBook

A Thousand Brains: A New Theory of Intelligence

Jeff Hawkins

“a new book called a thousand brains which presents a new theory of intelligence that richard dawkins for example has been raving about” — Lex Fridman 00:00:00
Find it on Amazon