The DeepMind Institute

(institute.deepmind.com)

183 points | by vertigoruntime 3 days ago ago

78 comments

  • spyckie2 2 days ago ago

    Their economic policy article is quite good:

    - need for faster, better and more accurate measurements of the things we care about

    - 3 scenarios of impact ranging from mild to major disruption

    - mild policies are all sensible, like expanded unemployment insurance and Earned Income Tax Credit

    - major disruption policies are also pretty logical, emphasizing owning a share of the profits of AI

    - AI evaluators to sort and weigh the policies for their effectiveness

    It looks like to me a lot of thinking, research, and work put into the piece.

    I know people will gripe at using AI evaluators to score and weigh policies for effectiveness but if you read any amount of research papers, they do researcher evaluated scoring, which translates to "me, a 26 year old PHD candidate who hasn't held a job yet, and my roommate who stayed up all night with me to tell me his vibes on the subject".

    It is IMO wrong and lazy to dismiss these pieces as being the same level as Dario or Sam's blog posts / speeches / call to actions, these are actual research papers.

    • jatora 2 days ago ago

      "these are actual research papers."

      Not in any sense of that term are these research papers. Not lazy, sure, but a couple conceptual tables does not a research paper make.

      • mepiethree 2 days ago ago

        The economic article is a summary of a preprint paper that surveyed thousands of Americans. Seems like a research paper to me, but I don’t know economics well. Am I missing something?

        https://papers.ssrn.com/sol3/papers.cfm?abstract_id=7470000

        • alex-moon 2 days ago ago

          A summary of a research article isn't a research article. Do you think newspapers are scholarly journals? Also, you do understand that anyone can just upload a document to SSRN, right? "Preprint" doesn't actually mean anything academically. Also, the methodology of that paper is absurd: Google trained a model and then asked that model what it thought about AI policy. Can you not think of any way bias might be less than controlled for doing it this way?

    • impossiblefork 20 hours ago ago

      The profits of AI will itself will probably be small though. Most of the benefits of the extreme scenarios will probably accrue to normal capital owners-- basically, the useless landowner.

      Consequently things like "Sovereign AI dividends" and the like won't matter in the extreme cases. Profits on a scale that matters for society AI itself will only be a thing in an intermediate scenario which will probably only be real for an incredibly short time.

    • ElProlactin 2 days ago ago

      > mild policies are all sensible, like expanded unemployment insurance and Earned Income Tax Credit

      And what about for the rest of the world? What do you do with all the people in middle income countries that don't have an economic and tax structure like the US?

      • spyckie2 2 days ago ago

        If you read the article lots of these policies originate or are modeled after other countries policies. The us isn’t exactly a shining beacon welfare state.

        • ElProlactin 2 days ago ago

          Sorry, I've spent more than two decades living in mostly developing countries. I don't see much here from or for the 75% of the world population that lives in middle income countries that are trying to achieve high income status.

      • inquirerGeneral 2 days ago ago

        [dead]

  • etrvic 2 days ago ago

    Does anyone have any idea why most of today’s top links are submitted by the same account, one that is 11 days old?

    • lukax 2 days ago ago

      https://news.ycombinator.com/submitted?id=vertigoruntime

      This looks like a new account from a PR agency focusing on AI labs.

    • jiggawatts 2 days ago ago

      The machines are starting to astrotruf the narrative that their takeover is ”not so bad, really”.

    • ablation 2 days ago ago

      Astroturfing. Surprisingly effective in this case.

    • joaohaas 2 days ago ago

      Ain't nothing new, most AI-related posts have been like this for a while.

      The fact that these come from bots at least gives me hope that the fact a few good posts come up every day from the sea of slop means the actual humans still appreciate good writing.

  • nsagent 2 days ago ago

    They are simply looking to steer AI policy discussions. It's basically an in-house think tank. It has all the trappings, especially with ominous prognostications like:

      Today’s AI systems have impressive capabilities and the rapid pace of innovation suggests we’re now approaching artificial general intelligence (AGI), a system that exhibits all the cognitive capabilities of the human brain.
    
    Not sure we are anywhere close to all the cognitive capabilities of the human brain... not even a severely lobotomized one.
    • pixl97 2 days ago ago

      Exactly how many cognitive capabilities are needed before it becomes a problem?

      • verdverm 2 days ago ago

        Just one, the ability to use language, it's causing all sorts of problems for us because we evolved to recognize other humans as the only ones having this capability.

        Ai separated humans from language, like the writing did for memory and the printing press for knowledge distribution.

        "AI does to us what American Cheese did to food" by Opus 23

        https://www.youtube.com/watch?v=1CbmC2aWhjY

        (still the best Ai video I have seen, also a work of art)

        • partyficial 2 days ago ago

          Rarely do I sit through a 40 minute youtube video end to end, fully engaged - above was one of them.

          It is the only video in that channel, and worth it.

          • verdverm a day ago ago

            Truly a one-hit wonder!

            He has some ambitions for more videos, based on comment replies, but it would be way more legendary to have a single video forever, make a new channel and I'll sub to that one too

        • ozgrakkurt 2 days ago ago

          > like the writing did for memory and the printing press for knowledge distribution

          This blob of text seems to mean nothing

          • pixl97 2 days ago ago

            I'm not actually sure how you could come to that conclusion.

            Maybe you need to learn more about the language uplift.

            • ozgrakkurt 2 days ago ago

              There being terms and relations doesn't mean that they relate in the way that is supposed here.

              "writing" isn't a technology in a video game that you research and improves the knowledge preservation instantly. It has a lot of components that it needs to be effective in the way that is described here, and it really wasn't that effective even coming to way later ages than the age that it was "found"(?).

              The relations described here aren't anologous to "Ai separated humans from language" so they seem like just some arbitrary things to say on the side.

              • verdverm 2 days ago ago

                watch the Opus 23 video, he uses many more words more eloquently, it's really a top notch production

          • verdverm 2 days ago ago

            What happened to the knowledge in the elder's mind when they died, prior to writing? What changed about that once we had writing?

            • jatora 2 days ago ago

              ever heard of the game "telephone"?

              • verdverm 2 days ago ago

                yup, what always happened in the end?

                why is writing things down better?

                • pixl97 2 days ago ago

                  >why is writing things down better?

                  For the same reason we make kids write out math problems rather than just reciting them. It engages different parts of the brain for one, you gain an expanded amount of context by doing so.

                  The next thing has to do with human memory, when you remember something it is never read only. Recalling memory can adjust your neurons and change the memory, sometimes a little, sometimes a lot. Hence why eyewitness testimony is mostly trash.

                  Writing it down also provides a larger workspace for making changes that you can loop over. Quite often things sound fine in our mind, then we write it, and reread it and we realize its wrong. These days people commonly use this in agentic workflows. One agent will conceptualize an idea, and then it's passed off to another agent with a clean context to review for logical flaws. Reading ones own text does the same things for humans, we don't load the full memory context of what we wrote and it seemingly allows us to iterate over the problem differently.

                  And I guess lastly, human voice is very low bandwidth. A wagon full of well written books is far easier to manage than the humans that contain that knowledge. The reader is at their leisure to learn and the speaker isn't inconvenienced by being at someones beck and call.

                • patcon 2 days ago ago

                  I agree with your premise, but writing things down is not "better" but "different". Oral histories have a strange rapid way of evolving by only preserving structure that matters to many and contributes to fitness of many. Cultures that didnt know how to transmit the "right" parts of oral history, they ceased to be that same failed culture, and became another culture made of those new stories.

                  Writing locks in and requires the evolution of other forms of evolution, as the Word can no longer evolve during transmission.

                  I say that while being firmly on your side in the larger back-and-forth exchange here :)

                  • verdverm 2 days ago ago

                    I was thinking about this when I almost had to walk under a ladder the other day (and get bad luck). That one seems like an oral story that arose from people being hurt, whereas crossing the path of a black cat, while also supposedly bestowing bad luck, seems to have no plausible rationale.

                    • patcon a day ago ago

                      I like this thought. Maybe some things are just like astrology, just Schelling points that everyone decided meant something, and simple "heightened awareness" gets scaffolded into it. That heightened awareness is the selective pressure for a set of observations to persist, even if arbitrary :) but sometimes there's a rhyme to the reason, and something that cant be clocked to one thing is somehow at the center of an idea

                • jatora a day ago ago

                  what happens in the end was my entire point, and the refutation of your point. wtf? writing things down is a superior form of information retention and accuracy than verbal recitation and memory, obviously.

      • watwut 2 days ago ago

        Any single one is "a problem". However, extinction level of a problem, which is what they are talking about, a lot more.

    • Eueudhsbsj32 2 days ago ago

      > Not sure we are anywhere close to all the cognitive capabilities of the human brain...

      In which capabilities are AI not already close to or beyond that of a human brain?

      • nsagent 2 days ago ago

        Here are a few:

        * Forming a long lasting memory from a single encounter

        * Speed of adaptation to new environments

        * Deft manual dexterity, like playing the violin and needlework

        * Competing in a triathlon (requires running, biking, and swimming)

        * Having a single agent that can do ALL of those things and more

        Humans understand and perform tasks in many more than just the few modalities current model providers have focused on. I'm not discounting the utility of current models in the limited domains they operate in, but they are no where close to being generalists like a human or other animals.

        • againstapples 2 days ago ago

          How long do you think it will be before AI can do all the things you listed?

          • daveguy 2 days ago ago

            75 years and counting and considering we don't have any plan to get to a single one of those things, I'm going to say 75 years. Computation alone is at least 30 years. You may not appreciate the complexity of biological systems, but single cell organisms have more capability to adapt than LLMs.

            • partyficial 2 days ago ago

              75 years and we get to play Victor Frankenstein ?

              seems like a very short timeline to me.

              • daveguy a day ago ago

                We have been able to stage reckless experiments with janky tools the entire time. Used to be it got you thrown in jail or at least a visit by the FBI. Says more about the tech bro dipshits than the tech, if you ask me.

      • webern777 2 days ago ago

        I don't feel like the models are becoming any better at writing.

        Rap lyrics are a good test. They are on the level of a censored version of Insane Clown Posse. Just terrible.

      • raffraffraff 2 days ago ago

        A human brain has qualities that make it very different from AI, but the same as other living creatures: it's alive, it can feel (sensations, pains, pleasures, emotions) that give it rich experiences and memories, and it hardwired to continue existing and protecting the body it is inside. So: motivation, desires, fears, and continued consciousness and thought without any external person having to poke or prod it into "doing".

        None of the models I've downloaded have sprung to life spontaneously, or done anything remotely unpredictable. None of them can act without input. They all have strictly limited ways to receive input and pass output. They aren't alive, can't feel, don't have experiences. The fact that they are a phenomenon that emerge from billions of snippets of our language lets them express languages in extremely convincing ways, and they are extremely impressive in what they can do. But this isn't Short Circuit or D.A.R.Y.L. or the Terminator, none of them have feelings. None of them continue to think after the program exits.

        Without those characteristics they can only generate based on what they've ingested. The capabilities are still astonishing, but they're still dead things, and nobody will ever risk their life to protect the model "context" from getting "killed"

      • impossiblefork 18 hours ago ago

        Generalization from few examples is something transformers are bad at. They memorize outright. This is probably in part the objective, but humans have multiple readings of something they see, so generalization.

        Transformers can also become confused be texts that no humans become confused by. I wrote some stories that I've used as test material, where I deliberately refuse to say who is speaking, or whose perspective we see, but where it is obvious to a human who it must be, and LLMs can make huge screwups in those texts. Mixing up an old guy with a young guy who he, when he was a similar age, was similar to, mixing up a kid with the kid's mother, that sort of thing.

        I think the first part has no know solution. The second part is probably solvable, but not with a transformer-- maybe if they could make notes or output reasoning traces during prefill.

        Both problems are hard and unsolved though.

      • idiotsecant 2 days ago ago

        The ability to solve general problems previously insoluble using only experiential data and modification to internal world models.

        • aesthesia 2 days ago ago

          So, like ARC-AGI-3? I'm sympathetic to the notion that the things we're able to measure are necessarily going to miss important aspects of capability and intelligence. But people are attempting to measure this kind of thing, and models keep getting better at it.

          • idiotsecant 3 hours ago ago

            Yes, except actually novel.

          • daveguy 2 days ago ago

            And yet, curiously, they fall flat on their silicone asses until they have a copy of the test to "train on".

        • chpatrick 2 days ago ago

          They've read a few thousand years of experiential data in text form.

          • idiotsecant 3 hours ago ago

            That's not true and its exactly the point - real life data is noisy, difficult to parse, and ultimately often ambiguous. Text is the distilled information. It's significantly easier to distilled text into a likely response than it is to distill into lessons a continuous data stream whose contents are partially controlled by your own actions.

      • talon8635 2 days ago ago

        The goal post seems to be changing weekly:

        It can’t even play a basic video game!

        Now it can

        It can never beat the best human go player!

        Now it can

        It can’t even make a video of will smith eating food!

        Now it can

        It can’t do basic math!

        Now it can

        It can’t code as well as a junior?

        Not it can

        It can’t pass the bar or other certificate exams!

        Now it can

        It’s never going to meet senior level programmers!

        Now Linus says it’s better at coding than him

        It can’t do high level maths!

        Now it can

        It can’t solve math problems humans cant!

        Now it can

        It can’t do RSI

        • talon8635 2 days ago ago

          It can’t pass the Turing test!

          That old thing?

      • jkuli 2 days ago ago

        politics

    • Forgeties79 2 days ago ago

      Until an LLM can sustain a conversation with me for more than 20 to 30 minutes without becoming incoherent I’m just not even entertaining any idea that we have reached AGI.

    • ikrenji 2 days ago ago

      maybe if AI was progressing linearly we wouldn't be close, but if it's progressing exponentially then all bets are off

    • bossyTeacher 2 days ago ago

      > They are simply looking to steer AI policy discussions. It's basically an in-house think tank.

      For a guy who spent his life imagining and realising dreams in video games and cognitive abilities in artificial neural networks, it has to be very soul destroying for Demis to spend his time doing something as frivolous as this.

      • leoc 2 days ago ago

        I don't know, Hassabis always seems to have been willing and able to do PR and put himself out there, in addition to having the technical muscle.

        • bossyTeacher 2 days ago ago

          Didn't he get kicked out of the company he founded? Deep Mind does not have a CEO anymore

          • leoc 2 days ago ago

            So it seems, but what of it? That wasn't his first career setback, and I'm sure he's still trying to get interesting work done at Isomorphic and maybe elsewhere in addition to working the PR pump for Alphabet.

  • totallygeeky 2 days ago ago

    Crazy that these labs keep throwing around entirely unsubstantiated claims like "AGI is right around the corner". Given the enormity of the problem I'd argue we're not really any closer than a decade ago, especially given LLM shortcomings.

    • FailMore 2 days ago ago

      I felt the same when reading

  • ACV001 2 days ago ago

    I wonder if they could make the font even greyer on that website. MORE GREY because I am still able to read it (bearly).

  • 2 days ago ago
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  • ElProlactin 2 days ago ago

    > Bold thinking on AGI from the lab that pioneered the field.

    The best part of technology: the people who brought you the "disruption" are the ones who promise you they have the solution to all the problems it caused.

  • vismit2000 2 days ago ago

    Similarly there is Goldman Sachs Global Institute: https://www.goldmansachs.com/what-we-do/goldman-sachs-global...

  • tungolcild 2 days ago ago

    Hassabis is so worried about the impact of AI on humanity that he spun out a website in three minutes using Gemini At least he could have done a better job with Claude, IMHO...

  • credit_guy 2 days ago ago

    Here's my opinion on the "pacing the frontier" issue. Recursive self improvement can accelerate AI advances a lot. Whoever nails it first, has a huge first mover's advantage. But OpenAI is taking a "move fast and break things" attitude. This is making life very difficult for Anthropic: how can you retain your edge when you keep measuring twice to cut once, but your competitor keeps blowing things up left and right?

    Google, who was left a little bit behind anyway, is more than happy to join the calls for taking a more cautious approach to AI development. Hence DeepMind Institute.

    Sam Altman has no option than to pretend he agrees with all these ideas. What else is he supposed to say?

  • 0gs 2 days ago ago

    wow i thought the attributions were for the vector graphic things and was like "ok demis is in his illustrator bag too!"

  • chrisjj 2 days ago ago

    Just a new shop front. Nothing to see here.

  • ipsum2 2 days ago ago

    Tl;DR: It's not a new organization, or non-profit institute. It's a Substack/blog.

    > DMI is a platform for researchers and thinkers from across Google DeepMind, Google, and the wider global research community to work on and publish creative, deeply informed ideas about a world with AGI. They will not always agree, and they will likely change their minds, as more data and information comes to light at the fast-moving frontier. We created this institute precisely because broad-based intellectual discussion and debate are required to arrive at a consensus about how to address the challenges and opportunities we face as a society.

    • trollbridge 2 days ago ago

      Nonetheless, there are great articles up on there, such as:

      https://institute.deepmind.com/essays/the-case-for-reasoning...

      (Hiding chains of thought is one of the most harmful things I think OAI/Anthr. has done, altough Google Gemini also encrypts its chains of thought, so it's interesting to see the DeepMind Institute crticising this.)

      • ppaattrriicckk 2 days ago ago

        My read is that they're criticizing moving the reasoning (more) into the latent space, such that not even researchers/safety-evaluators can actually see what's going on.

        Of course this still then has a 'trust me, bro' feel to it, but making it outright impossible to reasonably inspect the CoT is a significantly larger and riskier step, IMO.

        • trollbridge 2 days ago ago

          At least there are technical reasons to argue in favour of moving some CoT into latent space.

          Encrypting CoT is just plain nuts yet we’ve all accepted it as normal.

    • dude250711 2 days ago ago

      The word "institute" gives an aura of credibility without some boring accreditation. Though not sure every country allows that.

    • bix6 2 days ago ago

      How can they even pretend to distance themselves from Google…

    • dgellow 2 days ago ago

      So, a think tank, to lobby governments

      > We created this institute precisely because broad-based intellectual discussion and debate are required to arrive at a consensus about how to address the challenges and opportunities we face as a society.

      Something tells me that consensus will never arrive to the conclusion that we should shut down that whole industry

  • Kalanos 2 days ago ago

    so glad they spun out a non-profit!

  • sicktriple 2 days ago ago

    Google citing Mark Fisher was not on my Postmodern-hell-world bingo card.

    • dnnehgf 2 days ago ago

      Woah. Where?

      • sicktriple 2 days ago ago

        On the "Principles for a New Utopia" page, the first line is:

        >"Someone once said that it is easier to imagine the end of the world than the end of capitalism."

        They cite Marxist philosopher Fredric Jameson (and misspell his name, incidentally), but I've always attributed this phrase to Fisher. I guess citing kpunk would have probably made the simulation we all live in actually implode.

  • eine1 2 days ago ago

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