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Yann LeCun raises $1B to build AI that understands the physical world

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Re: Yann LeCun raises $1B to build AI that understands the physical world

#422
I rank with those who think human-like intelligence will require embeddings grounded in multiple physical sensory domains (vision, touch, audio, chemical sensing, etc.) fused into a shared world representation. That seems much closer to how biological intelligence works than text-only models. But if this path succeeds and produces systems with something like genuine understanding or sentience, there’s a deeper question: what is the moral status of such systems? If they have experiences or agency, treating them purely as tools could start to look uncomfortably close to slavery.

Re: Yann LeCun raises $1B to build AI that understands the physical world

#423
post #30

Justifiable. There are a lot more degrees of freedom in world models. LLMs are fundamentally capped because they only learn from static text -- human communications about the world -- rather than from the world itself, which is why they can remix existing ideas but find it all but impossible to produce genuinely novel discoveries or inventions. A well-funded and well-run startup building physical world models (ground…

I don't understand this view. How I see it the fundamental bottleneck to AGI is continual learning and backpropagation. Models today are static, and human brains don't learn or adapt themselves with anything close to backpropagation. World models don't solve any of these problems; they are fundamentally the same kind of deep learning architectures we are used to work with. Heck, if you think learning from the world i…

Especially they will require even more compute to get anything close to usable output. Human brains are super efficient at learning and producing output. We will need exponentially more compute for real time learning from video + audio + haptic data.

Re: Yann LeCun raises $1B to build AI that understands the physical world

#424

Earlier quoted context omitted.

Humans are notoriously bad at formal logic. The Wason selection task is the classic example: most people fail a simple conditional reasoning problem unless it’s dressed up in familiar social context, like catching cheaters. That looks a lot more like pattern matching than rule application. Kahneman’s whole framework points the same direction. Most of what people call “reasoning” is fast, associative, pattern-based. T…

Brilliant insight. The success of LLM reasoning, ie “telling yourself a story”, has greatly increased my belief that humans are actually much less impressive than they seem. I do think it’s mostly pattern matching and a bunch of interacting streams analogous to LLM tokens. Obviously the implementations are different, because nature has to be robust and learn online, but I do not think we are as different from these m…

This is why I also think humans being logical inference machines is mostly not true. We are seemingly capable of it, but there must be some cost that keeps it from being commonly used.

While humans did seemingly evolve socially very fast, with the tools we seem to have had for a few hundred thousand years it could have been far faster if there were not some other limitations that are being applied.

Re: Yann LeCun raises $1B to build AI that understands the physical world

#425

I rank with those who think human-like intelligence will require embeddings grounded in multiple physical sensory domains (vision, touch, audio, chemical sensing, etc.) fused into a shared world representation. That seems much closer to how biological intelligence works than text-only models. But if this path succeeds and produces systems with something like genuine understanding or sentience, there’s a deeper questi…

It's an interesting question. On one hand we don't worry about this much with animals, the most advanced of which we know have personalities, moods, etc (Pigs, for instance). They really only seem to lack the language and higher-order reasoning skills. But where's the line?

Re: Yann LeCun raises $1B to build AI that understands the physical world

#426

I rank with those who think human-like intelligence will require embeddings grounded in multiple physical sensory domains (vision, touch, audio, chemical sensing, etc.) fused into a shared world representation. That seems much closer to how biological intelligence works than text-only models. But if this path succeeds and produces systems with something like genuine understanding or sentience, there’s a deeper questi…

Lol. A lump of metal can't be sentient.

Re: Yann LeCun raises $1B to build AI that understands the physical world

#427

I rank with those who think human-like intelligence will require embeddings grounded in multiple physical sensory domains (vision, touch, audio, chemical sensing, etc.) fused into a shared world representation. That seems much closer to how biological intelligence works than text-only models. But if this path succeeds and produces systems with something like genuine understanding or sentience, there’s a deeper questi…

Lol. A lump of metal can't be sentient.

Says the bag of lipids and proteins :)

Re: Yann LeCun raises $1B to build AI that understands the physical world

#428

I rank with those who think human-like intelligence will require embeddings grounded in multiple physical sensory domains (vision, touch, audio, chemical sensing, etc.) fused into a shared world representation. That seems much closer to how biological intelligence works than text-only models. But if this path succeeds and produces systems with something like genuine understanding or sentience, there’s a deeper questi…

What’s the difference from thinking your brain is a slave to your body or vice versa?

We only think slavery is bad because have a philosophy and language to describe and evaluate the situation. It’s unlikely Ant colonies understand the concept of slavery, eunuchs, or feminism. We have the framework to understand these concepts without them we’d be oblivious to them.

Re: Yann LeCun raises $1B to build AI that understands the physical world

#429

I rank with those who think human-like intelligence will require embeddings grounded in multiple physical sensory domains (vision, touch, audio, chemical sensing, etc.) fused into a shared world representation. That seems much closer to how biological intelligence works than text-only models. But if this path succeeds and produces systems with something like genuine understanding or sentience, there’s a deeper questi…

Lol. A lump of metal can't be sentient.

Yeah, call me when Yann incorporates the four humors and the elemental force of fire, from which we draw life. Metal lacks the nature for this purpose.

Re: Yann LeCun raises $1B to build AI that understands the physical world

#430

I rank with those who think human-like intelligence will require embeddings grounded in multiple physical sensory domains (vision, touch, audio, chemical sensing, etc.) fused into a shared world representation. That seems much closer to how biological intelligence works than text-only models. But if this path succeeds and produces systems with something like genuine understanding or sentience, there’s a deeper questi…

Lol. A lump of metal can't be sentient.

Lol. A lump of flesh can't be sentient

https://www.mit.edu/people/dpolicar/writing/prose/text/think...

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