I did have to laugh.

When Pieter originally wrote, I thought: Just at the moment, is there anybody 
that wants to talk to a Ph.D. about anything?  Even without paying for it?  
They are much more sought-after as objects of public ridicule or disparagement. 
 

But DaveW says it so much better than I do :)

Eric


> On May 21, 2025, at 22:26, Prof David West <[email protected]> wrote:
> 
> Pieter noted,
> 
> "Sam Altman seems to suggest that we may soon be able to rent access to a 
> PhD-level AI for as little as $10,000 to $20,000. Although that will 
> obviously be a game-changer, I would still make the bar higher than that."
> 
> Sam is making the exact same mistake that Simon and Newell did, nearly 40 
> years ago—asserting that  Ph.D. "intelligence" is the acme of human 
> intelligence. So wrong.
> 
> I might even concede that generative AI is capable of Ph.D. level 
> "intelligence" but that is probably the lowest possible bar to achieve.
> 
> davew, Ph.D.
> 
> 
> 
> 
> On Wed, May 21, 2025, at 12:38 AM, Pieter Steenekamp wrote:
>> I agree with your view that what matters is the input and output — what goes 
>> in and what comes out. From that perspective, I align with most experts in 
>> AI who acknowledge that while the progress is remarkable, there's still a 
>> qualitative gap between human and AI outputs when compared at the highest 
>> levels. Even under this "modified Turing test" lens, top humans still 
>> maintain the edge. (Though I say this with affection, I wouldn't place my 
>> bets on some of the Afrikaners featured on recent American talk shows — so 
>> no, in my opinion, not all humans qualify.)
>> 
>> This naturally leads to the million-dollar question: if — and if so, when — 
>> AI will surpass the very best humans across all scientific domains. Sam 
>> Altman seems to suggest that we may soon be able to rent access to a 
>> PhD-level AI for as little as $10,000 to $20,000. Although that will 
>> obviously be a game-changer, I would still make the bar higher than that. 
>> I'm struggling a bit to define this properly, so although it's not a 
>> definition, for now I'll stick to I'll know it when I see it.
>> 
>> On Wed, 21 May 2025 at 00:40, glen <[email protected] 
>> <mailto:[email protected]>> wrote:
>> Well, the reason I'm lumping the Markov blanket (MB) with the holographic 
>> principle (HP) is because in either case the innards are occult. This veers 
>> quite a bit from Nosta's Whole in Every Part or "resolution" rhetoric. But 
>> it hints at the hairball mysteriousness of whatever it is the LLM is doing 
>> in those innards and focuses on its output (and, by extension, its input). 
>> Whereas the analogy between a light hologram and a black hole breaks down is 
>> that the hologram's 3D pattern is hallucinatory. And even if we don't know 
>> what's inside a black hole, few people would think the innards of black 
>> holes just don't exist at all in the same way the 3D shapes of holograms 
>> "don't exist". There's *enough* information on the sphere, or in the 2D 
>> surface. That's what makes it holographic.
>> 
>> And from a behaviorist perspective, we can say the same thing about a MB. 
>> Maybe the state of the innards are somewhat occluded. But through 
>> manipulation of the outer surface, we can build a good *enough* model of the 
>> innards.
>> 
>>  From this perspective, all this hand wringing about whether an LLM is Truly 
>> intelligent, or Truly creative, or Truly whatever, is metaphysical hooey. 
>> What matters is what goes in and what comes out ... similar to holograms, 
>> MBs, and the surface of a black hole.
>> 
>> 
>> On 5/20/25 12:21 PM, Pieter Steenekamp wrote:
>> > “You can’t see the forest for the trees.”
>> >
>> > My interpretation of the article, without really focussing on the details 
>> > of holograms really spoke to me.
>> >
>> > The author makes three points that I find helpful:
>> >
>> > LLMs don’t just reflect things—they rebuild meaning from patterns, more 
>> > like a hologram than a mirror.
>> >
>> > Just because they sound smooth and fluent doesn’t mean they truly 
>> > understand.
>> >
>> > They copy the shape of knowledge, not its substance.
>> >
>> > I don’t take these ideas too literally, but the metaphors help. LLMs seem 
>> > to do more than just repeat facts. Sometimes, their answers feel like they 
>> > see the bigger picture—even if they’re not truly thinking.
>> >
>> > That’s where I find the hologram metaphor useful. Unlike a mirror, which 
>> > just shows what’s in front of it, a hologram builds an image from many 
>> > angles. LLMs don’t just give us back what we said—they sometimes pull 
>> > together patterns we didn’t notice ourselves.
>> >
>> > But then of course, Google DeepMind claims that their AI does create new 
>> > knowledge 
>> > (https://www.wired.com/story/google-deepminds-ai-agent-dreams-up-algorithms-beyond-human-expertise/
>> >  
>> > <https://www.wired.com/story/google-deepminds-ai-agent-dreams-up-algorithms-beyond-human-expertise/>),
>> >  but, I don't get too excited about that - their claim of "new knowledge" 
>> > is very limited and based on a framework already set by humans.
>> >
>> > On Tue, 20 May 2025 at 20:39, steve smith <[email protected] 
>> > <mailto:[email protected]> <mailto:[email protected] 
>> > <mailto:[email protected]>>> wrote:
>> >
>> >
>> >     On 5/20/25 10:19 AM, glen wrote:
>> >      > I was confused by your post. But that resolved after reading the 
>> > article.
>> >
>> >      > If we think of Markov blankets and the holographic principle, then 
>> > the
>> >      > analogy to a hologram makes a bit more sense.
>> >
>> >     This was outside my consideration when I read it, but I definitely
>> >     appreciate the gesture toward Markov blankets.   I've had an intuition
>> >     that in some sense the markov Blanket of an "entity" IS the entity for
>> >     the purposes of other entities interacting with it... a bit like the
>> >     software contract/interface design business?
>> >
>> >     I'm still pretty perplexed by the cosmological/physics "holographic
>> >     principle"...   just not enough depth or focus applied on my end quite
>> >     yet?  Or as you might frame it "i'm not smart enough".
>> >
>> 
>> 
>> --
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