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We must pace the frontier

darioamodei.com

641–650 of 946 posts

Re: We must pace the frontier

#641
post #621

Earlier quoted context omitted.

The entire idea of RSI is completely speculative and unproven anyway - the whole underlying claim is that you could prompt a frontier model (at some unspecified level of smarts) to "think about ways to improve your own architecture" and this would then result in the model becoming infinitely smart ("superintelligent") via some sort of foolproof, unconstrained positive feedback. It's more of a science fictiony trope t…

My personal belief, or at least strong hypothesis, is that this kind of recursive self improvement without real world embodied feedback of some kind is impossible. I think it violates a conservation law. RSI “foom” to superintelligence is an informatic analog to an infinite energy or perpetual motion machine. To get smarter you must try to solve real problems in the universe and then do some kind of meta learning (na…

I guess self contained RSI can only possible if the information contained in all of recorded human knowledge to date is "reality-complete", ie sufficiently captures enough about reality that a "perfectly optimum learning algorithm" is theoretically able to reconstruct everything there is to know about our physical reality.

If the algorithms are insufficiently optimum or the recorded knowledge is of insufficient fidelity, then we'd find ourselves at a local optimum and would need to interface with reality.

A huge part of learning is to probe reality and observe effects, so I think even for current RSI to increase chances of success we would structure it so it can interact with an external environment of some sort, and receive inputs. It would be needlessly limiting otherwise.

Re: We must pace the frontier

#642
post #627

Earlier quoted context omitted.

In the real world there aren't any true exponentials, everything eventually saturates as ultimately physics related constraints hit. You can only compress information so much, transfer it so quickly, you can only access resources at a certain speed, only so much energy is available, etc. AI ultimately has to live in this reality and face the corresponding limitations. These companies have already consumed much of the…

> Recursive self improvement is ultimately limited by everything else that cannot move at the speed of electricity. I'm not sure what your point is. No one thought RSI would break the laws of physics.

I'd recommend reading the full post :)

Specifically: AI ultimately has to live in this reality and face the corresponding limitations. These companies have already consumed much of the world's supply of computing power for the next several years, and they're burning vast sums of money to keep the improvements going. RSI won't learn for free, it won't extract massive cost reductions without up front expense, it can't build factories faster than humans can work out related societal matters, it can't magically pave the deserts with solar panels for power or build and run nuclear power plants and more.

Point is, the cost of progress is already approaching the limits of what even the richest countries are able to bear (without war-like mobilization), and to bypass those constraints would require a supposed ASI to construct its own parallel supplychain from scratch without having much ability to directly interfere with reality.

Re: We must pace the frontier

#643
post #642

Earlier quoted context omitted.

> Recursive self improvement is ultimately limited by everything else that cannot move at the speed of electricity. I'm not sure what your point is. No one thought RSI would break the laws of physics.

I'd recommend reading the full post :) Specifically: AI ultimately has to live in this reality and face the corresponding limitations. These companies have already consumed much of the world's supply of computing power for the next several years, and they're burning vast sums of money to keep the improvements going. RSI won't learn for free, it won't extract massive cost reductions without up front expense, it can't…

No proponents of RSI state they will be operating outside of reality. Said another way, they will operate within the confines of what's possible and still be RSI. I'm quite surprised this is something that needs to be clarified.

You are constructing a straw man of your own making.

Re: We must pace the frontier

#644

Earlier quoted context omitted.

> We learned that we can already create artifical intelligence that surpasses human intelligence in some dimensions. Yes and this was very hard and required massive real-world resources. We didn't just get a sudden flash of insight by thinking real hard about how to make ourselves smarter. Yet that's always the story that underlies any claim of RSI. You can always phrase things generally enough to make any kind of AI…

Would you not agree that, using existing AI tooling, making an LLM of arbitrary below-frontier capability is now easier than it would be without using LLM tooling? Given that, it seems obvious that the next generation of LLMs will arrive faster than they would have without LLM capability. And the one after that. The floor is being raised, which makes it easier to push on the frontier. Fable has only been out for thre…

Internally Mythos has been available in February.

The labs have been holding their best models back for a while it seems like.

Re: We must pace the frontier

#645

I don’t understand all the comments assuming that RSI is the real threat here. Dario is admitting that they failed to solve alignment. Without alignment, further improvements in capability turn LLMs into wanton felony generators. This call to pace the frontier is dressed up as altruism but it’s an admission that they cannot produce a marketable product better than what they have. Pacing the frontier means the US labs…

Ok so Anthropic CEO will self-own themselves and surrender to the deepseek/kimi/glm models. Yet they are IPOing later this year.

Interesting times.

Re: We must pace the frontier

#647
post #621

Earlier quoted context omitted.

My personal belief, or at least strong hypothesis, is that this kind of recursive self improvement without real world embodied feedback of some kind is impossible. I think it violates a conservation law. RSI “foom” to superintelligence is an informatic analog to an infinite energy or perpetual motion machine. To get smarter you must try to solve real problems in the universe and then do some kind of meta learning (na…

I guess self contained RSI can only possible if the information contained in all of recorded human knowledge to date is "reality-complete", ie sufficiently captures enough about reality that a "perfectly optimum learning algorithm" is theoretically able to reconstruct everything there is to know about our physical reality. If the algorithms are insufficiently optimum or the recorded knowledge is of insufficient fidel…

Basically, but I think there’s some nuance here and some deeper questions.

What is intelligence? Problem solving. Learning. Prediction. The ability to model reality. There’s various ways to define it but it’s something like a superposition of those ideas.

How do you know you are intelligent?

You have to try to do those things.

The sum total of human knowledge and culture is the output of the output of a five billion year evolutionary process that selected for agent survival, which resulted in selection for intelligence among a wide range of other adaptations.

Can you figure out intelligence from that? Is intelligence even one thing, a theorem or algorithm that can be solved? If you did… how would you know?

That’s the hard part I think. Embodied humans “knew” they were getting smarter (in the evolutionary feedback sense) when they got better at hunting and defending and surviving and playing social games to form complex societies.

What metric would an RSI system use? If it’s the wrong metric you’ll spiral off into a kind of madness or overfit and collapse. How do you know it’s the right metric without testing it? How do you test it?

Re: We must pace the frontier

#648

I don’t understand all the comments assuming that RSI is the real threat here. Dario is admitting that they failed to solve alignment. Without alignment, further improvements in capability turn LLMs into wanton felony generators. This call to pace the frontier is dressed up as altruism but it’s an admission that they cannot produce a marketable product better than what they have. Pacing the frontier means the US labs…

couldn't have said it any better

Re: We must pace the frontier

#649

I know the common take online is that this is Anthropic doing pre-IPO marketing. I don’t think it is. I think Dario is genuinely afraid of the inevitability of AI turning into internet slime mold: consuming the environment, turning it into its own playground, and eventually manipulating human culture along with it. So am I. That said, if slowing this down were possible, I think it would have happened by now. Maybe he…

> genuinely afraid of the inevitability of AI turning into I'm going to get pitchforked on this bandwagon, but is really no one here genuinely -excited- about AI? of it turning into an evolution of sentience, or it turning out to be our first contact with alien intelligence? "durrr it's just matrix multiplications" mfer so is your brain. What humans should be doing is overhauling archaic social institutions to keep u…

> "durrr it's just matrix multiplications" mfer so is your brain.

Where did you read this?

Re: We must pace the frontier

#650

Earlier quoted context omitted.

> can’t use claude to research AI What's this about? Where's this rule?

In the system cards. Anthropic will literally make Claude sabotage you silently instead of downgrading you to Opus if you try to use Fable for AI research.

Didn't they walk that one back eventually?
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