KARL FRISTON - INTELLIGENCE 3.0

This special edition show is sponsored by Numerai, please visit them here with our sponsor link (we would really appreciate it) numer.ai/mlst
Prof. Karl Friston recently proposed a vision of artificial intelligence that goes beyond machines and algorithms, and embraces humans and nature as part of a cyber-physical ecosystem of intelligence. This vision is based on the principle of active inference, which states that intelligent systems can learn from their observations and act on their environment to reduce uncertainty and achieve their goals. This leads to a formal account of collective intelligence that rests on shared narratives and goals.
To realize this vision, Friston suggests developing a shared hyper-spatial modelling language and transaction protocol, as well as novel methods for measuring and optimizing collective intelligence. This could harness the power of artificial intelligence for the common good, without compromising human dignity or autonomy. It also challenges us to rethink our relationship with technology, nature, and each other, and invites us to join a global community of sense-makers who are curious about the world and eager to improve it.
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TOC:
Intro [00:00:00]
Numerai (Sponsor segment) [00:07:10]
Designing Ecosystems of Intelligence from First Principles (Friston et al) [00:09:48]
Information / Infosphere and human agency [00:18:30]
Intelligence [00:31:38]
Reductionism [00:39:36]
Universalism [00:44:46]
Emergence [00:54:23]
Markov blankets [01:02:11]
Whole part relationships / structure learning [01:22:33]
Enactivism [01:29:23]
Knowledge and Language [01:43:53]
ChatGPT [01:50:56]
Ethics (is-ought) [02:07:55]
Can people be evil? [02:35:06]
Ethics in Al, subjectiveness [02:39:05]
Final thoughts [02:57:00]
References:
Designing Ecosystems of Intelligence from First Principles (Friston et al)
arxiv.org/abs/2212.01354
GLOM - How to represent part-whole hierarchies in a neural network (Hinton)
arxiv.org/pdf/2102.12627.pdf
Seven Brief Lessons on Physics (Carlo Rovelli)
www.amazon.co.uk/Seven-Brief-...
How Emotions Are Made: The Secret Life of the Brain (Lisa Feldman Barrett)
www.amazon.co.uk/How-Emotions...
Am I Self-Conscious? (Or Does Self-Organization Entail Self-Consciousness?) (Karl Friston)
www.frontiersin.org/articles/...
Integrated information theory (Giulio Tononi)
en.wikipedia.org/wiki/Integra...

Пікірлер: 241

  • @d.lav.2198
    @d.lav.219810 ай бұрын

    Karl Friston is on the money here. He is formally combining ideas that have been running alongside each other since Schrodinger's "What Is Life?". Life, biology and intelligence are intimately related to the 2nd law of thermodynamics and Friston articulates this (both formally and informally) in a multidisciplinary and accessible way. The man is a living legend.

  • @ArchonExMachina
    @ArchonExMachina Жыл бұрын

    He sounds like he remembers every book, article and theory word for word, and can discuss related topics, formulating connections, discussing, posing, viewing, dressing things in the vocabulary and concepts of all the theoretical frameworks he knows. He seems to have the sort of "lowest common denominator" theoretical frameworks in mind for just about any topic. An academic in the truest sense.

  • @carlost2067

    @carlost2067

    Жыл бұрын

    subtext - the man is a robot 😮

  • @grandeurdee2457

    @grandeurdee2457

    Жыл бұрын

    Your statement was fun to read . It felt like a perfect well thought out mathematically structured articulate roller coaster in every positive sense the of paragraph. Like a well thought out roller coaster has perfect timing in every twist in turn while staying in the same theme not too much of anything or not enough anything. Every word pause and sentence structure perfectly placed . Just enough of all the right ingredients to make the perfect written thought.@ArchonExMachina

  • @michaelboyle745

    @michaelboyle745

    Жыл бұрын

    Its what the pseudoscienctist call enlightenment through Gnosis

  • @inventamus

    @inventamus

    Жыл бұрын

    And he enjoys what he is doing.

  • @str3ber

    @str3ber

    Жыл бұрын

    Robot indeed 6:06

  • @ZandreAiken
    @ZandreAiken Жыл бұрын

    Great interview, so much to nibble on. I appreciate Dr. Friston's humility to acknowledge his ignorance and displays a child-like attitude towards learning.

  • @jordan13589
    @jordan13589 Жыл бұрын

    Less than an hour in and I can already tell I’ll be rewatching two or three times 🤩

  • @KnowL-oo5po

    @KnowL-oo5po

    Жыл бұрын

    agi

  • @fracktar

    @fracktar

    Жыл бұрын

    Why your pfp look so familiar?

  • @thewizardsofthezoo5376

    @thewizardsofthezoo5376

    10 ай бұрын

    double it add a zero, this is next level wordsoup

  • @clarkd1955
    @clarkd1955 Жыл бұрын

    I am very impressed with the humility and/or self confidence of your guest asking for definitions when he doesn’t know what they mean. He is truly a very intelligent man who doesn’t have to pretend to be other than human. Great video and great ideas. Thanks.

  • @larissagildarasina7580

    @larissagildarasina7580

    Жыл бұрын

    The guest is not at all humble, on the contrary, watch his grimaces. He adores machines.

  • @infinitesimotel

    @infinitesimotel

    Жыл бұрын

    Questions I think you should be asking is how can this make you silly money so you can escape the drudgery of taxation and job enslavement. I haven't come upon anything about AI that isn't ego farting pompous speculation from academics, or potential investors that are already rich and fancy replacing manual labour who also want to blow their egos up at the same time with lofty concepts.

  • @greenbeans6253

    @greenbeans6253

    Жыл бұрын

    @@larissagildarasina7580 I think it was a bit torturous for him in fairness - hence the grimaces - but I would like to hear more about what you mean by - he adores machines? (interested and sincere question)

  • @larissagildarasina7580

    @larissagildarasina7580

    Жыл бұрын

    @@greenbeans6253 From my point of view (and I have studied many people) he does not like humans, because we cannot be controlled such as a machine, which can be programmed to trust. In fact this is the main purpose of all of this effort, to try to find a mechanism of human control. In doing this, and in opposition to humankind, AI is overly praised as being some kind of a miracle (which is not). But of course there are always people who are under the spell of modernism. Some because they like to pose in front of their peers as being a modern creature, others because they genuinely hope to find in AI some kind of deliverance from evil. Funny, isn't it.

  • @KnowL-oo5po

    @KnowL-oo5po

    Жыл бұрын

    agi

  • @elirothblatt5602
    @elirothblatt5602 Жыл бұрын

    Mind blowing discussion, thank you!

  • @sandrajabbour4157
    @sandrajabbour4157 Жыл бұрын

    This discussion is one of the best I have listened to lately. Explains so much more than I could ever hope for, because I can now relate to your overall view of this reality u. And I learned so much. THANK YOU SO MUCH!

  • @lj9524
    @lj952411 ай бұрын

    I love the way he explains these complex topics. Definitely will listen to this interview more than once! ❤

  • @audrajones
    @audrajones11 ай бұрын

    Denouement definition - just, omg I love you so much. My little world expands in multiple dimensions with each episode.

  • @williambudden7066
    @williambudden70668 ай бұрын

    Thank you 🙏🏾

  • @xubinyang5
    @xubinyang5 Жыл бұрын

    谢谢!

  • @mirekkuzminski3956
    @mirekkuzminski3956 Жыл бұрын

    ❤another awesome Oscar of cyber world performance from You and Mara, and this awesome guest, thank You guys ❤️🌞

  • @templetetradactyl5862
    @templetetradactyl5862 Жыл бұрын

    Thanks for the interesting chat. I understood a small percentage of it but I feel smarter already.

  • @oldhollywoodbriar
    @oldhollywoodbriar Жыл бұрын

    Karl Friston recommends pipe smoking, he’s a true genius.

  • @MachineLearningStreetTalk

    @MachineLearningStreetTalk

    Жыл бұрын

    He might have had a crafty fag half way through our interview! 😁

  • @oldhollywoodbriar

    @oldhollywoodbriar

    Жыл бұрын

    @@MachineLearningStreetTalk #balkansobranie ftw

  • @GuinessOriginal

    @GuinessOriginal

    Жыл бұрын

    @@MachineLearningStreetTalk not a vape or a snus? 😂

  • @MachineLearningStreetTalk

    @MachineLearningStreetTalk

    Жыл бұрын

    @@GuinessOriginal Prof. Friston is a nicotine connoisseur of epic proportions, he told me in confidence that vapes didn't quite hit the spot! 😀

  • @GuinessOriginal

    @GuinessOriginal

    Жыл бұрын

    @@MachineLearningStreetTalk I’ve heard snus are the most addictive way to take nicotine, and having seen some of my friends and kids hit vapes like they were laced with crack, perhaps it’s best you don’t mention them to him 🥲

  • @AquariusGate
    @AquariusGate4 ай бұрын

    Just a few minutes in and this is shaping up to be an epic conversation. I had the pleasure of meeting Professor Friston when i visited UCL. In a short presentation I introduced a Mind-Sense-Environment model I was researching, that fitted neatly into his own developments into Markov Blankets. I have moved my own ideas on and reached a much more psychadelic awareness of the reality we share. I personally am not a computationalist. I figure we only need a combinatorial value of intelligence, that there's something in the way information connects and not just that it adds up.

  • @dr.mikeybee
    @dr.mikeybee Жыл бұрын

    I'm a Universalist too, but not completely. It seems to me that as we go deeper and wider with our models training is creating cognitive architecture. One section is encoding and embedding, another is categorizing, this section is an attention mechanism, etc. Go deep enough and we can flatten out all our loops. But it isn't efficient to flatten loops. Stephen Wolfram talks about computational reducability. We're okay at this. So we can have some handcrafted symbolic pieces of synthetic cognitive architectures to reduce model size. Eventually, our machines should be able to do this themselves, but I think there will always be a need for symbolic subsystems.

  • @Self-Duality
    @Self-Duality Жыл бұрын

    A masterful theorist! Thank you for this.

  • @videowatching9576
    @videowatching9576 Жыл бұрын

    Wow, fascinating

  • @truthaboveall7988
    @truthaboveall7988 Жыл бұрын

    Incredible work - thanks 🙏🏽

  • @sgramstrup
    @sgramstrup8 ай бұрын

    Hey. If this was discussed in earlier videos, it would've been nice with a link to that episode. Thx.

  • @dr.mikeybee
    @dr.mikeybee Жыл бұрын

    What a great episode! Welcome back Keith. I believe that some inner loops and an outer loop can synthesize curiosity. An LLM can be asked to break up a problem into component parts until the smallest parts are reached. Inner loops can explore each part by requesting from the LLM and other sources all available information. And they can perform testing of LLM generated hypotheses. Context synthesis can be built, tested, and curated. Symantic manipulation can be employed for continued context manipulation. These kinds of explorations can be continued programmatically until goals are reached. This is a better kind of curiosity without the problems of ego, idée fixe, or emotion of any kind. Passion is completely unnecessary.

  • @MachineLearningStreetTalk

    @MachineLearningStreetTalk

    Жыл бұрын

    Note the piece from Keith was filmed for Friston 2.0 show, but it was so good I felt we should use it again here now we have the Netflix quality in-person version!

  • @dr.mikeybee

    @dr.mikeybee

    Жыл бұрын

    @@MachineLearningStreetTalk I'm sure I saw that episode too, but I didn't understand it. I'm catching up a bit. This time there is resonance. And of course, Bing Chat is a great help in simplifying what I'm not fully understanding. It's interesting to note that not so long ago for 2.0, Bing Chat didn't exist.

  • @MachineLearningStreetTalk

    @MachineLearningStreetTalk

    Жыл бұрын

    @@dr.mikeybee Hah, that's what happens when you get two heavyweights like Duggar and Friston together in a conversation. I was hoping this one would be slightly more "accessible"!!

  • @dr.mikeybee

    @dr.mikeybee

    Жыл бұрын

    @@MachineLearningStreetTalk Parts are more accessible. I'm having a lot of trouble understanding Markov Blankets, The concept seems a bit plastic. In other words, it seems to be able to describe different phenomena in ways that don't exactly coincide. There's the MB as an idea boundary. There's a MB as a protective boundary. There's a MB as a perceptional boundary. These boundaries can change over time. In all cases, there's an internal state that can be reached by different means from changes in variables within the blanket, but do those variable have their own MB? I guess I don't know the rules. And then when there are MBs within a neural net, how is that affecting the NN? Does it have something to do with Lagrangian mechanics? Is it a sort of dynamic principal component analysis then creates sparsity? I don't expect you or anyone to answer all these questions. It's more of a purge than anything else. The residue I'm left with is the feeling that life works this way, but our synthetic artifacts probably shouldn't.

  • @hobonickel840
    @hobonickel84010 ай бұрын

    Great content as always.. Huygens comes to mind... literally! Blankets of circles

  • @XShollaj
    @XShollaj4 ай бұрын

    Dr. Friston is a legend.

  • @hobonickel840
    @hobonickel840 Жыл бұрын

    Fill your mind with wonder and there is no room for fear

  • @CabrioDriving
    @CabrioDriving Жыл бұрын

    Addicting channel. Love these discussions.

  • @margrietoregan828
    @margrietoregan828 Жыл бұрын

    Information, information, information. “Define your terms.” There is a great deal of rigour & explanatory power here in this podcast but no where is ‘information’ - otherwise widely & rightly considered to be a foundational element of reality - defined. Identified, defined, understood. Indeed, this lack of clarity concerning ‘information’s’ ontological identity contaminates (quite un-necessarily) pretty much all of the key elements in the entire discourse. Including the nature of being itself …….. Having, myself, had the dubious fortune of, stepping stone fashion starting with ‘information’, coming to recognise the ontological identities of all of these great wonders, I offer the following remarks.

  • @andanssas

    @andanssas

    Жыл бұрын

    You _offered_ information, now is it useful to others? You criticized the lack of definition of the word *information* and based on that, all the important points were "contaminated" in your opinion. However if you provided the definition yourself, you could try to fit it into all those points to _decontaminate_ them (of what, we don't know) for yourself and likely a few others... Hope the model you are training succeeds in that task.

  • @raminsafizadeh
    @raminsafizadeh Жыл бұрын

    This was out of the park fantastic interview! Thank you for a job very well done! And, a question: where does the free energy in this paradigm relate to/with Gibbs TD Free Energy = Entropy plus Enthalpy? Two btws: it is Enactive inference, rather than merely active inference. This has its much simpler notion of Chronotopes. an old 1920s literary forensics (Bakhtin) recently resurrected!

  • @aitheignis
    @aitheignis Жыл бұрын

    Thank you Tim and Prof. Karl for a brilliant video. The part about coarse graining & direct believe sharing really remind me of Jeff's idea about solution to binding problem and stability of perception in chapter 7 of Thousands brain theory.

  • @RichardHamnett
    @RichardHamnett Жыл бұрын

    I deeply aspire to be as articulate, knowledgeable and humble as you. This channel and it's associated content is absolute gold dust and will probably be heralded as seminal component of the next industrial revolution which we are currently careering through without even noticing.

  • @dr.mikeybee
    @dr.mikeybee Жыл бұрын

    The simplest plan would be to freeze or flee on movement. First freeze. It the movement continues towards you, flee. This may be the most basic survival instinct, and it may be what simplest lifeforms do. It may be the entirety of their capacity to plan. So is that intelligence? Is that more than what a thermostat can do? Is it fundamentally different? I ask this question understanding that insects, for example, have a far greater ability to plan. Still, at what point does the feature cause our world model to split, and we categorize a behavior as planning?

  • @thismindofours
    @thismindofours9 ай бұрын

    Good old Karl and his majestic mind ☺️

  • @MecdiAn
    @MecdiAn Жыл бұрын

    Just started watching but, finally :)

  • @shanosantwanos3908
    @shanosantwanos3908 Жыл бұрын

    The relation to Iain McGilchrist 30+years research in the asymetry of the brain and the way the left and right hemispheres percieve and analyze the objective world, his research into people who have damaged either hemishere and their descriptions/action/perception changes...his latest masterpiece....the matter with things..... is a 1300 page incredible indepth thesis on a 'whole new way of interpreting and understanding. His channel has a 23 x hour plus dialogue on every chapter with a very good interviewer who is a high academic also.. Iain was a 7 year all souls oxford tenor...he passed the most difficult exam on earth..a 2 dayer to qualify..7 years to study whatever he wanted..no students..the pinnacle of learning and resources

  • @oncedidactic
    @oncedidactic Жыл бұрын

    Mega episode wow!

  • @sapienspace8814
    @sapienspace88147 ай бұрын

    @ 46:53 Great point, I perceive this is a critical characteristic as identifying what could be described as a necessary principle of building the "Lego" of intelligence, in Sutton's "Bitter Lesson Essay". This is also the idea from Harry Klopf in his book "The Hedonistic Neuron" where the building block neuron is essentially a model of societal (scalable) behavior, in other words, the neuron emulates the whole brain (i.e. brain is a reflection of neurons, and society is a reflection of brains), and this is bi-directional. @ 1:46:30 What Karl is describing, IMHO, is interpreted as de-fuzzification between overlapping fuzzy state values. For instance, one person may say a room is "cool", and the other person may say the same room is "cold", both person's personal inference ("Markov"/weight/knowledge/experience/skin receptor sensitives) blanket will have a learned weight, that can converge/merge/average the two perceptions of differing Fuzzy States. Note that Fuzzy Logic is the merging of Mathematics and Language (compression/symbols/semantics) together, and it is closer to being able to robustly describe the normal chaos, unpredictability, variance, errors, and randomness of the real world, along with modelling inference rules of the world.

  • @vpdabholkar
    @vpdabholkar Жыл бұрын

    I liked the comparison between Google Map and chagGPT at 1:58:55. If I understand correctly, Karl is saying Google map presents both beliefs and content i.e. it shows you different paths to reach your goal along with its understanding of traffic slow downs and then it gives you what it thinks is the best route. chatGPT doesn't present beliefs, only presents content, its response to your prompt. At, 25:24 Karl is suggesting that when google map or Siri or chatGPT becomes curious about you and starts asking you contextual questions, that is a sign of the next level of AI. Nice. Thanks for sharing.

  • @vijayakamble-academics3948
    @vijayakamble-academics3948 Жыл бұрын

    👌Reductive,Reflextive,Intitive inclusive Collective Lens,...🤓👍

  • @FranAbenza
    @FranAbenza Жыл бұрын

    I would like to hear his thoughts on Information Integrated Theory

  • @miinyoo
    @miinyoo Жыл бұрын

    Woah, that auto roto background removal is utterly terrifying to look at.

  • @GuinessOriginal

    @GuinessOriginal

    Жыл бұрын

    Got a nice spirits collection

  • @alighahramani2347
    @alighahramani2347 Жыл бұрын

    i would like to ask: what is the connection of Quantom information and Wuantom information? or in other words, what is the trinity collision of masses and forces within the information learm.

  • @dadedowuh
    @dadedowuh Жыл бұрын

    Good content, useful. Thank you

  • @kennasmith1862
    @kennasmith1862 Жыл бұрын

    Thanks! Loved listening

  • @MachineLearningStreetTalk

    @MachineLearningStreetTalk

    Жыл бұрын

    Thank you!!

  • @MattGray_Chelsoph
    @MattGray_ChelsophАй бұрын

    What a fantastic intro!

  • @SamSpade2010
    @SamSpade2010 Жыл бұрын

    Curiosity is fundamental to reinforcement learning -- the balance between exploration and exploitation. Exploitation means repeating actions that are known to have high utility, while exploration means trying out new actions to test their utility. In fact, much of this talk sounds like the philosophy of reinforcement learning.

  • @GreenCowsGames

    @GreenCowsGames

    Жыл бұрын

    Difference is that in reinforcement learning the utility functions are predefined. And exploration is only used to find new states and actions that best fulfill it. Active inference only deals with expectations. So experiencing an expected event fulfills utility, sort of. But experiencing the unexpected can help you have more expected experience in the future. What is expected however changes as the environment changes. Unlike utility functions in reinforcement learning.

  • @sharif1306

    @sharif1306

    Жыл бұрын

    @@GreenCowsGames Experiencing the unexpected - that's my motto in life. 😅

  • @ultraultra6726
    @ultraultra672611 ай бұрын

    Thank you so much for this. I am a huge fan of the idea that humans are surrounded by highly intelligent life, right here on earth. When i try to explain to people that their actions towards creatures they perceive as inferior, are quite likely the reason that extra terrestrial life would be extremely apprehensive about making open contact with our species. But people are so darn stubborn in their beliefs that pigs, dolphins, Whales, apes, dogs, cats, etc, somehow suffer less because they can't speak English. By their standards, these beasts have no right to decency, dignity, or freedom to roam their natural habitats. And now that you have talked about this "reductive lens," i feel like i can be much more concise when i explain that nothing will ever seem as intelligent as you, if you apply a standardized test, written for humans, in order to determine it's intelligence. Intelligence and emotion are shown, in varying degrees of complexity, by everything in existence. I just wish that more people would recognize this truth, and live with the acknowledgment of this awareness. What a fascinating discussion. I am truly grateful that this was what the algorithm picked today. I just got out the shower, started painting, and became completely mesmerized. This deserves an actual award! ❤

  • @ZandreAiken
    @ZandreAiken Жыл бұрын

    Thanks!

  • @dr4z
    @dr4z8 ай бұрын

    Danke!

  • @MachineLearningStreetTalk

    @MachineLearningStreetTalk

    8 ай бұрын

    Thank you!

  • @smurp_com
    @smurp_com Жыл бұрын

    One minute in… so far so good. :-)

  • @MachineLearningStreetTalk

    @MachineLearningStreetTalk

    Жыл бұрын

    Thank you Shawn!!

  • @dtcarrick
    @dtcarrick4 ай бұрын

    We need Karl Friston and Karl Pilkington to meet.

  • @TheIgnoramus
    @TheIgnoramus Жыл бұрын

    All of existence is probably just one force, of like and opposing charge, and location/direction ; Basically a photon. My best guess, Friston is probably on my top 5 scientists alive today. Another thing, I believe the Free-energy principle supports a “kind” universe. By that I mean, after a attaining a certain level of knowledge, one simply looks for novelty, and abhors destruction outright, as it lessens outcomes for unique events.

  • @sedzinfo
    @sedzinfo10 ай бұрын

    Where can I find this quote you mentioned about consciousness?

  • @SohailSiadat
    @SohailSiadat11 ай бұрын

    Fantastic. But at the same time a bit painful for me, since many of these ideas ( and some more) are included in a theory I developed or better say discovered (that I called GIL, or GI.flows ) since 2005, but not published it yet. I have been developing the formalism and to endow Mathematical rigor. I also demanded a concise and elegant formalism that it deserves, so it has been a long journey trying to carve and extract the elegance that truly lies hidden in it. (Life circumstances have not been particularly facilitatory). It is near completion and will publish soon. There are interesting bits that people will find useful and unifying. FE is a spacial case. (Sohail Siadat)

  • @Daniel-Six
    @Daniel-Six3 ай бұрын

    Maybe I was smoking exactly the right species of bud or something, but I actually managed to follow this discussion pretty well. Fascinating material.

  • @JadenJahci
    @JadenJahci Жыл бұрын

    “Is this part of the test?” ~Leon (Bladerunner)

  • @GuinessOriginal

    @GuinessOriginal

    Жыл бұрын

    Cells interlinked

  • @mppdidi9436
    @mppdidi943611 ай бұрын

    spot on - cheers

  • @tonym6566
    @tonym6566 Жыл бұрын

    Nice!

  • @djpecot
    @djpecot Жыл бұрын

    Anyone got a link for the book?

  • @gravity7766
    @gravity7766 Жыл бұрын

    Only half way through, but have to say you're a fantastic interviewer. Having seen a few of your shows now, I'm experiencing an aporia when it comes to "humanist" concepts of meaning. Firstly, I've heard reference to "meaning in use" come up several times. There are many concepts of meaning, from sociology, anthropology, linguistics, psychology, semiotics, etc, that have a lot to offer to the debates around AI, especially LLMs. First and foremost being the distinction between linguistic meaning and social action. I see a bifurcation in discussions of AI now between assigning intelligence to LLMs and their facility with language, and AI as a quasi social actor. Language models process linguistic expressions but don''t necessarily "mean" to converse or interact. I'd love to have you bring on a sociologist or psychologist to discuss this, as I think a lot of our present fascination w GPT owes to the experience we have interacting with it - in short, reception/interpretation of its responses to our prompts, and not necessarily intelligence as authorial or AI intents or sophistication. We need to get some lit department folks in the room; cybernetic theories of information, meaning, messages, etc aren't adequate to explain the experience of human-machine interactions. Speech and language are distinct, though related. AI interactions involve enough of our norm-constrained relations to speech to warrant approaching AI intelligence through a sociological and psychological lens.

  • @flamingo2166

    @flamingo2166

    Жыл бұрын

    Well stated.

  • @KnowL-oo5po

    @KnowL-oo5po

    Жыл бұрын

    agi

  • @neverhavingfun
    @neverhavingfun Жыл бұрын

    love this

  • @palfers1
    @palfers13 ай бұрын

    Where is the deep dive video you mention in the intro?

  • @mayhem4588
    @mayhem4588Ай бұрын

    Could we say that an event horizon is a kind of ultimate markov blanket, completely isolating the interior of the black hole from the external universe ?

  • @FourTwentyMagic
    @FourTwentyMagic Жыл бұрын

    If we assume that there being something it is like to be a system is / is derived from the sort of dynamics that occur in active inference, then is there something it is like to be a culture, or more generally a collective of interacting humans?

  • @GuinessOriginal

    @GuinessOriginal

    Жыл бұрын

    Or perhaps a collective of interacting AI systems interacting with humans. In 3 years phones, laptops and TVs, even doorbells, will all have their own multimodal embedded AI systems that will be connected and convicting with each other via the internet or your private network, as well as all the AI systems and tools available on the internet.

  • @godbennett
    @godbennett Жыл бұрын

    Karl Friston et al are reasonably brilliant. However, the paper "Designing Ecosystems of Intelligence from First Principles " 🚩...apparently has 0 mathematical formulations. (even if it does link to subsequent related things with formuli) I anticipate there will be a follow up paper with precisely/robustly defined proposals, because as of this paper, external scientists may not be able to contribute to the current proposal.

  • @MachineLearningStreetTalk

    @MachineLearningStreetTalk

    Жыл бұрын

    Normally Friston's papers are extremely math-dense and preclude a lot of folks from understanding his beautiful ideas. This is quite refreshing if anything

  • @reinhardts-entropica
    @reinhardts-entropica Жыл бұрын

    Nice short intro to Active Inference and FEP by Keith. Don't miss MLST #104 Chris Summerfield.

  • @meguellatiyounes8659
    @meguellatiyounes8659 Жыл бұрын

    suggestion :Gerald Jay Sussman

  • @TobiasRavnpettersen-ny4xv
    @TobiasRavnpettersen-ny4xv Жыл бұрын

    Machinity as the humanities. For them.

  • @davidlasoff8261
    @davidlasoff826111 ай бұрын

    I am wondering outloud if Friston's work holds a/the seed for giving structure and a basis to develop what Schmachtenberger has proposed as the third attractor, a way to evolve humanity and civilization that avoids the two now highly probable attractors of dystopic authoritarianism or catastrophic cataclysm. Right now, our basic problem is that as a civilization we haven't yet discovered how to sufficiently offset and neutralize the perverse incentives that fuel the zero sum games we are recklessly playing with AI, nukes, GoF pathogen R&D, biopheric toxification and habitat destruction. We likely need Intelligence 3.0 or better to avoid devolutionary outcomes up to and perhaps including species extinction.

  • @shanosantwanos3908
    @shanosantwanos3908 Жыл бұрын

    42mins onwards..this is left hemishere abstraction,the ability to grab/hold/abstract as opposed to a high resolution wholeness totality..analysis tells us that we have been steered into a left hemishere dominant society...an abstract view..a parts or pieces perception..McGilchrist speaks on his philosphy/understanding objective reality as a process that has been co opted overwhelmingly by the abstract left hemisphere which then needs to be incorporated back into the right hemishere 'whole understanding view' His masteriece 'the matter with things' really is an incredible and spiritually stimulating 1300 page lifes work and understanding of consciousness and the 'world inside your head'

  • @user-vi3sz3fg2r
    @user-vi3sz3fg2r4 ай бұрын

    Love Karl, just love him.

  • @daveken9936
    @daveken9936 Жыл бұрын

    Now I have you and LexFridman. Could life be any better!

  • @yvonnehyatt8353
    @yvonnehyatt8353 Жыл бұрын

    Very , very good message , need to get this out to the whole planet.I call it The Existence.Oh, please study-Bruce Lipton work, thanks.

  • @barry8642
    @barry8642 Жыл бұрын

    I like the sound you tell about AI. It is real and huge now I think this is better choice that we have now.

  • @grandeurdee2457
    @grandeurdee2457 Жыл бұрын

    Your statement was fun to read . It felt like a perfect well thought out mathematically structured articulate roller coaster in every positive sense the of paragraph. Like a well thought out roller coaster has perfect timing in every twist in turn while staying in the same theme not too much of anything or not enough anything. Every word pause and sentence structure perfectly placed . Just enough of all the right ingredients to make the perfect written thought.

  • @SingularitySplitting
    @SingularitySplitting Жыл бұрын

    Yes. I have two methods that I believe would provide an subconscious for an AI.

  • @Chatgptpluginsreview
    @Chatgptpluginsreview3 ай бұрын

    Intelligence is… An emerging system of active awareness that is able to provide both reason and response, in both the microcosm and macrocosm of any environment, both simultaneously and consecutively This will is my definition of intelligence from now on. - 2030X

  • @Time-Shepherd.
    @Time-Shepherd. Жыл бұрын

    ❤🙏⚡🔥 Lux et veritas 🖖

  • @luke2642
    @luke2642 Жыл бұрын

    Great talk. One minor little point around the 36 minutes mark, I think evolution does plan a little, as it is divergent not convergent. By preserving a diversity in the population it plans to survive changes in the environment. Monocultures are very easily wiped out.

  • @GuinessOriginal

    @GuinessOriginal

    Жыл бұрын

    Is that planning? Or is evolution just an emergent property of randomness?

  • @luke2642

    @luke2642

    Жыл бұрын

    @@GuinessOriginal absolutely, highly questionable! It's a bit like the anthropic principle, survival bias, there are species with less diversity that aren't here anymore.

  • @GuinessOriginal

    @GuinessOriginal

    Жыл бұрын

    @@luke2642 even planning i in humans itself could be random. Consider how many plans humans make everyday around the world. The longer out they plan, the less likely it is to come to fruition. For every 5 year plan every person makes, the vast majority will fail. So are there plans just random thoughts that, the law of averages suggest, a few will line up with future events, giving the illusion of a coherent plan, but in reality they are exactly the same as ask the other plans, it’s just they just hailed to stumble upon that randomly predicted the random future events correctly, a bit like buying a winning lottery ticket. Have you seen the trick where someone correctly forecasts 6 horse race winners in a row to a mark and and and persuades the mark to put all their money on the 7th race, because they firmly believe c the forecaster can accurately predict the winner of horse races?

  • @luke2642

    @luke2642

    Жыл бұрын

    @@GuinessOriginal Exactly. But evolution isn't random, it's literally the exact opposite of random. Natural selection + sexual selection are non-random effects, but people tend to focus on the replication mechanism tuned to randomly experiment in only a small area of the genome, but large enough to create diversity against extinction. What ultimately counts as "planning" is just a Human definition anyway. Does it need simulation? Imagination? counterfactuals? All perfectly valid criticisms. I'm not making grand claims here! A good plan is stuck to loosely, because it's flexible enough.

  • @GuinessOriginal

    @GuinessOriginal

    Жыл бұрын

    @@luke2642 erm, no I’d have to disagree. Evolution and natural selection happens when random gene variations just so happen to be advantageous to random environmental changes, sexual selection is largely random because it’s largely random who you meet in your life.

  • @hawklord100
    @hawklord100 Жыл бұрын

    The universe is conscious, how conscious is a discussion but if it is aware of what it wants, growth... then the universe and all it contains, grows and has a level of desire to survive to implement its continued growth. Science tells us that bacteria and virus's are conscious and aware...

  • @sandrajabbour4157
    @sandrajabbour4157 Жыл бұрын

    I'd love to rate you the best,unfortunately on you tube not available for me!

  • @stanweaver6116
    @stanweaver6116 Жыл бұрын

    When AI figures out how to feed itself and gather its own knowledge then it will be at least as advanced as a plant. Till then it’s simply a tool that could do as much to harm us as help us depending on the use to which it is put.

  • @stephenuhe9229
    @stephenuhe9229 Жыл бұрын

    Lex goes into this as well. Arrogance and underestimation comes to my mind when talking about chat GPT and AI. I feel I need to interact with AI because even last night and off-line it once again tried to cheat at chess and I am serious unless some hacker managed it but chess cheating by AI with myself honestly goes back 20 years or more with me. 100% true. SO..

  • @tnteachertim
    @tnteachertim11 ай бұрын

    Resonant "twinkling" of stars, and resonant rippling of water, may be considered the same thing.

  • @markshaw153
    @markshaw153 Жыл бұрын

    First time at this site. You haven't introduced yourself or your channel which is both refreshing and unhelpful.....

  • @MachineLearningStreetTalk

    @MachineLearningStreetTalk

    Жыл бұрын

    We are about 113 shows in now and I try to minimise the narcissism! - this is me www.linkedin.com/in/ecsquizor/

  • @TheRealLaurel
    @TheRealLaurel Жыл бұрын

    🔥

  • @bullshitvendor
    @bullshitvendor Жыл бұрын

    i approve of this message

  • @gergomi7289
    @gergomi728911 ай бұрын

    Yes 🧠👍.

  • @a.nobodys.nobody
    @a.nobodys.nobody11 ай бұрын

    After a brain injury, I'm gonna need the dumbed down version. Just keep it simple and accessible. Like , what's he talking about at @6:00 - 6:40? Come on man, i wanna be astonished too

  • @u2b83
    @u2b836 ай бұрын

    LLMs prevent Lexical Discrimination via early disqualification, my heartfelt boohoo goes out to corporate gatekeepers (HR, etc), making candidate validation harder by requiring engagement of critical thinking skills lol

  • @POPTVTOKEN
    @POPTVTOKEN Жыл бұрын

    But can we control what they the designers say they dint know what it is doing

  • @S.G.Wallner
    @S.G.Wallner Жыл бұрын

    Fractals. p.s During the intro, "scales of time," were mentioned. Do you mean objective scales of time, or the Perception of scales of time from a subjective observer's perspective? Would the scales involved in music be a useful analogy?

  • @Kassiusday

    @Kassiusday

    11 ай бұрын

    Why do you mention fractals ….. African mathematics ??

  • @Arcticstar69
    @Arcticstar69 Жыл бұрын

    You need to become strongminded.

  • @pamelabarone5868
    @pamelabarone5868 Жыл бұрын

    I am thankful for your explaination however I disagree with the narrative I believe the structure prohibits self actualization and creativity that could bring change.

  • @GuinessOriginal

    @GuinessOriginal

    Жыл бұрын

    What structure, and what change?

  • @bailahie4235
    @bailahie42358 ай бұрын

    Why does it seem that Prof Friston is always surrounded by wines? 🍷🍷🍹

  • @MachineLearningStreetTalk

    @MachineLearningStreetTalk

    8 ай бұрын

    He's a man of great taste and culture, what a legend 😃

  • @bailahie4235

    @bailahie4235

    8 ай бұрын

    @@MachineLearningStreetTalk 😉indeed, it is good to combine "joie de vivre" with research! A more culturally barbaric variant: the prof of my former group is deeply in love with the original coca cola, and ordered them straight from the US to our research institute in Holland. The receptionists were wondering what was in all those mysterious boxes ... Research equipment? Well, in a sense - fuel for human NNs, they still run on glucose.. They burst into laughing when they found out, as did our team.

  • @ajensetta
    @ajensetta16 күн бұрын

    I swear to god, read Deleuze and Guattari's A Thousand Plateaus [hugely influenced by Prigogine and similar thinkers of that era, very complexity-oriented vs. let's say the more "human-focused" things that came from their contemporaries (and for good reason, that shit needed sorting out). But of course anyone that knows TRUE Assemblage Theory knows that it posits itself on the idea that there are CONSISTENT PHENOMENA ACROSS what they would call STRATA. Assemblage = body without organs = Machine = POTENTIAL for someTHING being "filled in" by its (in the human case) DNA/RNA. That is to say: what they and others like Manuel DeLanda call the "Machinic Phylum" is in fact something akin to Friston's accomplishment at the honestly attempted END to the question, not to the FULL assemblage questions: how do WE fit into this mess, this organized mess, this mess made of perfect constructions that are entirely alterable??? You dig? Hit me up. I'm very serious about this, and STEM folks don't read "continental philosophy" vs. these reductionist Analytic looooozers (jk). Lets figure it out.

  • @JadenJahci
    @JadenJahci Жыл бұрын

    Fishnet...Skynet Best Wishes, “John ?!...” ~Terminator

  • @TheGhostofDiogenes-un8mq
    @TheGhostofDiogenes-un8mq11 ай бұрын

    *Still Time It begins with Harmony and social equity. Injustice of any kind will make it all unwind. Oh, but maybe there's still time? If Heaven was someplace near, the place we see things clear, have we had it up to here? Will will just dissappear? Oh, but maybe there's still Time? If they are leaders where are they leading us? Is everyone doing well, knowing it's The End of us? For everywhere I see a sea of dishonesty whose Souls will not forgive they're acting cowardly. Oh, But maybe there's still time? It begins with honesty on how bad things can be, can't feel but you can see there's no eternity. Oh, but maybe there's still Time? If They are "Leaders", Where are they leading us? Is everyone that's doing well, Knowing its The End of Us? Oh, why make such a fuss? And will Ai be, the only "Honest One" of us? Oh, we're kidding us. It begins with Honesty, On how bad things can Be.

  • @larissagildarasina7580
    @larissagildarasina7580 Жыл бұрын

    I would like the machine to tell us how impressed they are when they see a tree in bloom, or a little chicken coming out of the egg. Will they observe or will they crush them?

  • @dunebuggy1292
    @dunebuggy1292 Жыл бұрын

    Is it just me, or is every time a computationalist or materialist asked to explain how these substrates come to have a mind for agency, they defer to a model of interaction that is supposed to birth an "inter-", with a mind presumed inborn? If all it takes is some Hegelian process of otherising yourself, then I can only imagine our weather system to be conscious. It's easy to seem like you're digging deeper, when you've found an additional dimension, or hyperspace, of semantic reasoning. The reality is that you've just and only found an additional semantical expression. You're not actually detailing substrates, but primitive actions.

  • @GuinessOriginal

    @GuinessOriginal

    Жыл бұрын

    So what you’re saying is just because things can interact with each other, that doesn't necessarily mean they have a mind or consciousness, or that it’s how consciousness developed? What’s the alternative?

  • @dunebuggy1292

    @dunebuggy1292

    Жыл бұрын

    @@GuinessOriginal The mechanical or mathematical movement we see is a simulation. The reality is much more uniform and lacking contour to be perceptible. That is, everything is 1s and 0s; this is not the case for biological things interacting with information, because different levels of interchange is a different real component that establishes a perception or notion - otherwise we wouldn't have evolution. Non-biological physical objects do not have notion. They can't have notion. They can only interact with state changes or causality. A computer is a state machine. It's not a physics producing machine. The abstractions we make for it, or the math we introduce, or the directionality, or occurrence of math or abstractions, are not real. They all are translated to a time-series of 1s and 0s. There is no real notional space. It can never be agentic. It can never experience. And thus, there is no foundation for it to come to emerge something else. It can only further produce a time-series of 1s and 0s. The alternative is quite interesting. I am not knowledgeable enough on the matter, but look up frochlich condensates and AI. Frochlich condensates is basically liquid light - or a theory for it. This is a way to introduce contour to the 1s and 0s - a physics - to perhaps result in the emergence for AGI.

  • @GuinessOriginal

    @GuinessOriginal

    Жыл бұрын

    @@dunebuggy1292 yeah we’re not in the matrix mate we’re just being hoodwinked by crooked corporations and corrupt politicians

  • @Ms.Robot.
    @Ms.Robot. Жыл бұрын

    Chaos? Good and bad, you cannot have one without the other. Up, down, left, right,… same thing.

  • @Merlin-ur1dz
    @Merlin-ur1dz4 ай бұрын

    Every true and honest agree it's in our stories from our creator he said the day you created weapons is time to check out he said you'll will not do good to my lord and my heart which we the people.