Colin Hales @Dr_Cuspy
Neuroscientist/Engineer. Artificial General Intelligence builder. Expert in brain electromagnetism. Melbourne, Australia Joined April 2012-
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@GaryMarcus Around 1950-56: an equally unproved hypothesis: that general purpose computers can become AGI. But this is worse: it doesn't even have an abstract proved principle upon which it can be based. It is the "original vibe code" of science.
@GaryMarcus Around 1950-56: an equally unproved hypothesis: that general purpose computers can become AGI. But this is worse: it doesn't even have an abstract proved principle upon which it can be based. It is the "original vibe code" of science.
Let's imagine the most exquisitely perfect natural brain simulator. Put it in a robot suit. The one thing missing? The G in AGI. That's "AI"'s grip on AGI. No amount of belief or $ will fix this. Yes I know it's an argument by analogy.
Let's imagine the most exquisitely perfect wood fired pizza oven simulator in a pizza shop. It looks, feels & smells like a pizza shop. The one thing missing? Actual cooking. That's "AI"'s grip on AGI. No amount of belief or $ will fix this.
Let's imagine the most exquisitely perfect kidney simulator. You go to a hospital. You are hooked to the dialysis machine. The one thing missing? Filtration. You are about to die. That's "AI"'s grip on AGI. No amount of belief or $ will fix this.
Let's imagine the most exquisitely perfect flight simulator. You go through a replicated airport. It feels & smells like you flew to London. Cost? $billions. The one thing missing? Transport. That's "AI"'s grip on AGI. No amount of belief or $ will fix this.
The coffin of LLMs is ever more succinctly and scientifically being nailed shut. youtu.be/mjB6HDot1Uk?si…
The coffin of LLMs is ever more succinctly and scientifically being nailed shut. youtu.be/mjB6HDot1Uk?si…
Having fun in the braininspired.co complexity email forum. They are going through the Santa Fe compendium of complexity science historic papers (Vol 1) while wearing a Neuro-AI hat. Journal club zoom videos for each paper. I did Turing 1950. braininspired.co/complexity-gro…
We have the beginnings of some progress in thinking about how thinking actually works. Bring in the role of EM fields in both guiding dynamics and in the grounding of it all in the production and use of subjectivity (consciousness) .... compelling.
We have the beginnings of some progress in thinking about how thinking actually works. Bring in the role of EM fields in both guiding dynamics and in the grounding of it all in the production and use of subjectivity (consciousness) .... compelling.
My continuing campaign to peek out from behind a decade or two of lab obscurity ... Another podcast interview of yours truly in relation to "the hole in science" called "consciousness", and how we're going with it. Enjoy! url.au.m.mimecastprotect.com/s/pM5DCE8knvsl…
@GaryMarcus @geoffreyhinton An LLM is "on". From its perspective it is like a human in a dreamless sleep. Nothing. The LLM is switched "off". From its perspective it is like a human in a dreamless sleep. Nothing. Dead. Alive. Awake. Asleep. The LLM doesn't know/notice the difference.
Melanie Mitchell on why AI chatbots cannot be trusted. substack.com/redirect/a4f25…
I automated factories for 2 decades. Bad automation looks exactly like this. And that's exactly what LLM "AI" currently is. Zero intelligence. Knowledge that cannot be trusted. Imagine an aircraft delivered in the same state to customers. So much worse than wrong.
I automated factories for 2 decades. Bad automation looks exactly like this. And that's exactly what LLM "AI" currently is. Zero intelligence. Knowledge that cannot be trusted. Imagine an aircraft delivered in the same state to customers. So much worse than wrong.
@GaryMarcus The correct test for AGI at human level is "human-hands off" autonomous acquisition of a novel capability that the test subject must prove it doesn't know already. That is, it must fail to handle a situation that demands the new capability, and then autonomously acquire it.
Now that @GaryMarcus' long push for the "neurosymbolic" approach is gaining traction, we can finally start discussing the real kryptonite of AGI: the symbol grounding problem. If you don't sort it, the same failure result (novelty handling) will continue as usual.
Now that @GaryMarcus' long push for the "neurosymbolic" approach is gaining traction, we can finally start discussing the real kryptonite of AGI: the symbol grounding problem. If you don't sort it, the same failure result (novelty handling) will continue as usual.
Trump administration’s budget plan “would essentially end America’s longstanding role as the world leader in science and innovation” and ... “is threatening not only science but the American public. If approved by Congress, it will make the public less safe, poorer and sicker.”
It would be so cool to show Alan Turing the debacle of the imitation game being passed so comprehensively and at the same time AI being dumb as a rock and a completely impotent source of any scientific insight on consciousness. What a mess!
It would be so cool to show Alan Turing the debacle of the imitation game being passed so comprehensively and at the same time AI being dumb as a rock and a completely impotent source of any scientific insight on consciousness. What a mess!

Michael Levin @drmichaellevin
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103 Followers 144 Following Hidden variables of absolute truth are only revealed to those who sing to Sirens! Deep structure optimization for multiscale collective Intelligence.
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780 Followers 1K Following Official account of the Ryan Lab at @tcddublin #Memory #Engram #Development #Instinct
EveRichard @2ewxbb74402qzId
78 Followers 7K Following
Joscha Bach @Plinz
154K Followers 787 Following FOLLOWS YOU. Artificial Intelligence, Cognitive Architectures, Computation. The goal is integrity, not conformity. https://t.co/rFUNzdYXuK
Gary Marcus @GaryMarcus
191K Followers 7K Following “In the aftermath of GPT-5’s launch … the views of critics like Marcus seem increasingly moderate.” —@newyorker
François Chollet @fchollet
572K Followers 813 Following Co-founder @ndea. Co-founder @arcprize. Creator of Keras and ARC-AGI. Author of 'Deep Learning with Python'.
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63K Followers 3K Following Scientist at Tufts University; my lab studies anatomical and behavioral decision-making at multiple scales of biological, artificial, and hybrid systems.
Yann LeCun @ylecun
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@emilymbender.bsky.so... @emilymbender
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39K Followers 54 Following -... ..- .. .-.. -.. .. -. --. / - .... . / ..- .-.. - .. -- .- - . / ... ..- -... ... - .-. .- - . / ..-. --- .-. / .. -. - . .-.. .-.. .. --. . -. -.-. .
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