KARL FRISTON - INTELLIGENCE 3.0

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  • Опубліковано 29 кві 2024
  • 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.
    Pod version: podcasters.spotify.com/pod/sh...
    Support us! / mlst
    MLST Discord: / discord
    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...

КОМЕНТАРІ • 240

  • @d.lav.2198
    @d.lav.2198 9 місяців тому +15

    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 Рік тому +77

    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 Рік тому

      subtext - the man is a robot 😮

    • @grandeurdee2457
      @grandeurdee2457 Рік тому +5

      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 Рік тому +1

      Its what the pseudoscienctist call enlightenment through Gnosis

    • @inventamus
      @inventamus Рік тому +2

      And he enjoys what he is doing.

    • @str3ber
      @str3ber Рік тому

      Robot indeed 6:06

  • @jordan13589
    @jordan13589 Рік тому +63

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

  • @clarkd1955
    @clarkd1955 Рік тому +32

    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 Рік тому +1

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

    • @infinitesimotel
      @infinitesimotel Рік тому +1

      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 Рік тому +1

      @@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 Рік тому

      @@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 Рік тому

      agi

  • @ZandreAiken
    @ZandreAiken Рік тому +13

    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.

  • @sandrajabbour4157
    @sandrajabbour4157 Рік тому +5

    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!

  • @elirothblatt5602
    @elirothblatt5602 Рік тому +7

    Mind blowing discussion, thank you!

  • @lj9524
    @lj9524 11 місяців тому

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

  • @margrietoregan828
    @margrietoregan828 Рік тому +4

    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 Рік тому

      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.

  • @oldhollywoodbriar
    @oldhollywoodbriar Рік тому +14

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

    • @MachineLearningStreetTalk
      @MachineLearningStreetTalk  Рік тому +11

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

    • @oldhollywoodbriar
      @oldhollywoodbriar Рік тому +1

      @@MachineLearningStreetTalk #balkansobranie ftw

    • @GuinessOriginal
      @GuinessOriginal Рік тому

      @@MachineLearningStreetTalk not a vape or a snus? 😂

    • @MachineLearningStreetTalk
      @MachineLearningStreetTalk  Рік тому +3

      @@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 Рік тому +1

      @@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 🥲

  • @dr.mikeybee
    @dr.mikeybee Рік тому +2

    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.

  • @dr.mikeybee
    @dr.mikeybee Рік тому +8

    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  Рік тому +1

      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 Рік тому +1

      @@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  Рік тому +1

      @@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 Рік тому

      @@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.

  • @xubinyang5
    @xubinyang5 Рік тому +1

    谢谢!

  • @Self-Duality
    @Self-Duality Рік тому +14

    A masterful theorist! Thank you for this.

  • @sgramstrup
    @sgramstrup 8 місяців тому

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

  • @audrajones
    @audrajones 11 місяців тому +1

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

  • @shanosantwanos3908
    @shanosantwanos3908 11 місяців тому +1

    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

  • @raminsafizadeh
    @raminsafizadeh Рік тому

    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!

  • @mirekkuzminski3956
    @mirekkuzminski3956 Рік тому +2

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

  • @AquariusGate
    @AquariusGate 3 місяці тому

    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 Рік тому +2

    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?

  • @videowatching9576
    @videowatching9576 Рік тому +4

    Wow, fascinating

  • @truthaboveall7988
    @truthaboveall7988 11 місяців тому

    Incredible work - thanks 🙏🏽

  • @FranAbenza
    @FranAbenza Рік тому +2

    I would like to hear his thoughts on Information Integrated Theory

  • @templetetradactyl5862
    @templetetradactyl5862 11 місяців тому +2

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

  • @TheIgnoramus
    @TheIgnoramus 11 місяців тому +1

    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.

  • @CabrioDriving
    @CabrioDriving Рік тому +1

    Addicting channel. Love these discussions.

  • @aitheignis
    @aitheignis Рік тому +2

    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.

  • @alighahramani2347
    @alighahramani2347 Рік тому +1

    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.

  • @hobonickel840
    @hobonickel840 10 місяців тому

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

  • @SamSpade2010
    @SamSpade2010 Рік тому +2

    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 Рік тому +2

      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 Рік тому +1

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

  • @palfers1
    @palfers1 2 місяці тому

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

  • @RichardHamnett
    @RichardHamnett Рік тому +3

    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.

  • @vpdabholkar
    @vpdabholkar Рік тому

    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.

  • @XShollaj
    @XShollaj 3 місяці тому

    Dr. Friston is a legend.

  • @williambudden7066
    @williambudden7066 7 місяців тому

    Thank you 🙏🏾

  • @sedzinfo
    @sedzinfo 10 місяців тому

    Where can I find this quote you mentioned about consciousness?

  • @shanosantwanos3908
    @shanosantwanos3908 11 місяців тому

    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'

  • @sapienspace8814
    @sapienspace8814 7 місяців тому

    @ 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.

  • @SohailSiadat
    @SohailSiadat 10 місяців тому +1

    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)

  • @gravity7766
    @gravity7766 Рік тому +9

    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.

  • @kennasmith1862
    @kennasmith1862 Рік тому +1

    Thanks! Loved listening

  • @Daniel-Six
    @Daniel-Six 3 місяці тому

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

  • @FourTwentyMagic
    @FourTwentyMagic Рік тому

    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 Рік тому

      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.

  • @vijayakamble-academics3948
    @vijayakamble-academics3948 Рік тому +1

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

  • @mayhem4588
    @mayhem4588 Місяць тому

    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 ?

  • @ZandreAiken
    @ZandreAiken Рік тому +1

    Thanks!

  • @oncedidactic
    @oncedidactic Рік тому +2

    Mega episode wow!

  • @MecdiAn
    @MecdiAn Рік тому +1

    Just started watching but, finally :)

  • @godbennett
    @godbennett Рік тому +2

    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  Рік тому +4

      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

  • @S.G.Wallner
    @S.G.Wallner Рік тому +2

    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 місяців тому

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

  • @miinyoo
    @miinyoo Рік тому +1

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

  • @djpecot
    @djpecot Рік тому

    Anyone got a link for the book?

  • @ultraultra6726
    @ultraultra6726 11 місяців тому

    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! ❤

  • @dadedowuh
    @dadedowuh Рік тому

    Good content, useful. Thank you

  • @dtcarrick
    @dtcarrick 4 місяці тому

    We need Karl Friston and Karl Pilkington to meet.

  • @TobiasRavnpettersen-ny4xv
    @TobiasRavnpettersen-ny4xv Рік тому

    Machinity as the humanities. For them.

  • @JadenJahci
    @JadenJahci Рік тому +1

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

  • @reinhardts-entropica
    @reinhardts-entropica Рік тому

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

  • @hawklord100
    @hawklord100 Рік тому

    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...

  • @thismindofours
    @thismindofours 8 місяців тому

    Good old Karl and his majestic mind ☺️

  • @davidlasoff8261
    @davidlasoff8261 11 місяців тому +1

    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.

  • @MattGray_Chelsoph
    @MattGray_Chelsoph Місяць тому

    What a fantastic intro!

  • @hobonickel840
    @hobonickel840 11 місяців тому

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

  • @mppdidi9436
    @mppdidi9436 10 місяців тому

    spot on - cheers

  • @meguellatiyounes8659
    @meguellatiyounes8659 Рік тому +2

    suggestion :Gerald Jay Sussman

  • @luke2642
    @luke2642 Рік тому +1

    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 Рік тому

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

    • @luke2642
      @luke2642 Рік тому

      @@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 Рік тому

      @@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 Рік тому

      @@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 Рік тому

      @@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.

  • @Chatgptpluginsreview
    @Chatgptpluginsreview 2 місяці тому

    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

  • @grandeurdee2457
    @grandeurdee2457 Рік тому +1

    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 Рік тому +1

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

  • @yvonnehyatt8353
    @yvonnehyatt8353 Рік тому

    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 Рік тому

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

  • @neverhavingfun
    @neverhavingfun Рік тому

    love this

  • @smurp_com
    @smurp_com Рік тому +12

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

  • @dr4z
    @dr4z 7 місяців тому

    Danke!

  • @stephenuhe9229
    @stephenuhe9229 Рік тому

    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..

  • @pamelabarone5868
    @pamelabarone5868 Рік тому

    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.

  • @user-vi3sz3fg2r
    @user-vi3sz3fg2r 4 місяці тому

    Love Karl, just love him.

  • @stanweaver6116
    @stanweaver6116 Рік тому +2

    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.

  • @markshaw153
    @markshaw153 Рік тому

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

    • @MachineLearningStreetTalk
      @MachineLearningStreetTalk  Рік тому

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

  • @tnteachertim
    @tnteachertim 11 місяців тому

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

  • @tonym6566
    @tonym6566 Рік тому +1

    Nice!

  • @sandrajabbour4157
    @sandrajabbour4157 Рік тому

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

  • @POPTVTOKEN
    @POPTVTOKEN Рік тому

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

  • @daveken9936
    @daveken9936 Рік тому

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

  • @u2b83
    @u2b83 6 місяців тому

    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

  • @TheGhostofDiogenes-un8mq
    @TheGhostofDiogenes-un8mq 11 місяців тому

    *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.

  • @a.nobodys.nobody
    @a.nobodys.nobody 11 місяців тому

    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

  • @ajensetta
    @ajensetta 8 днів тому

    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.

  • @dunebuggy1292
    @dunebuggy1292 Рік тому +1

    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 Рік тому

      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 Рік тому

      @@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 Рік тому

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

  • @TheRealLaurel
    @TheRealLaurel Рік тому

    🔥

  • @larissagildarasina7580
    @larissagildarasina7580 Рік тому

    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?

  • @Time-Shepherd.
    @Time-Shepherd. Рік тому

    ❤🙏⚡🔥
    Lux et veritas 🖖

  • @Merlin-ur1dz
    @Merlin-ur1dz 3 місяці тому

    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.

  • @Ms.Robot.
    @Ms.Robot. Рік тому

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

  • @bullshitvendor
    @bullshitvendor Рік тому

    i approve of this message

  • @javiersantos4385
    @javiersantos4385 11 місяців тому

    All good, but what happens when this "beliefs" are used to harm humans to make money with AI or IAs?

  • @JadenJahci
    @JadenJahci Рік тому

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

  • @MasterSophiaChrist
    @MasterSophiaChrist Рік тому +1

    Derived from Earth physics? Like e=mc2 which is incorrect?... Because light speed is never going to be a constant except for dummies?

  • @margrietoregan828
    @margrietoregan828 Рік тому +4

    Long comment :-
    ‘Thought’, ‘mind’, ‘intelligence’ & ‘consciousness’ are all information-related phenomena and it is not difficult to show that one of the principal (& completely inexcusable) reasons why we have not so far come to any good & proper - nor fully verifiable - understanding of these otherwise greatly sought-after yet still highly mysterious phenomena is due in great part to the simple fact that we do not presently also have a good & proper - that is, we do not presently also have a clear & fully verifiable - understanding/science of ‘information’ itself.
    Although I have personally had the (altogether dubious) fortune of having been able to figure out ‘information’s’ correct (& fully verifiable) ontological identity, and although I’m not going to divulge its formalistic definition here in this UA-cam comment (without which formalistic definition it is not possible to establish a full & accurate science of the phenomenon, but with it it is) nevertheless I can assure you that with it in hand - that is, with ‘information’s’ correct ontological identity within one’s investigative arsenal - the exercise of determining the ontological identities of all of the other directly information-related phenomena such as ‘thought’, ‘mind’, ‘intelligence’ & ‘consciousness’ (to far less than exhaust the list) becomes one of no great difficulty.
    Indeed, no sooner do all of these info phenomena become elucidated than so too do the ontological identities of pretty much everything else - time, space, matter, energy.
    Obversely, once ‘information’s’ correct (verifiably correct) ontological identity is properly recognised, not only do the correct ontological identities of all of its most closely related cousins (as above) become nicely elucidated, but so also does the woeful incorrectness - the hopeless & excruciatingly embarrassing incorrectness - of all of information’s current imposters, no to omit ‘consciousness’s’ own struggling wanna-bees too. So much so that it becomes fully & quite verifiably obvious that (i) digits are not information, that (ii) thinking is not a computable phenomenon, & (iii) that computers do not because they cannot, think. Let alone can they do so either intelligently or consciously. Even less so with full cognitive self-conscious awareness.
    And (iv) our own nature-built, real live flesh & blood, internal thinking machine is not a computer. It’s a simple movie show. Well, a hologram actually.
    Although it pertains to millions & millions of different things - such things as we ourselves call colour, sound, taste, odour, texture, temperature, balance, love, hate, joy, happiness, the feeling of the need to micturate & defecate, vomit, sneeze, cough, choke etc, etc, etc in its generic form ‘information’ turns out to be a completely knowable, identifiable, measurable, quantifiable phenomenon & it is also simple. And our universe is chockablock full of it. It’s also something staring at you right in your face. Hiding in plain sight.
    And you’re gunna kick yourself when you learn what it is.
    Knowing information’s correct ontological identity allows any kind & amount of it to be both identified, & to be traced & tracked if moving (that is, if being transported by some one or another fast moving medium such as light, or the bio-electro-chemical signals in an animal’s brain & nervous system) when- & wherever any of it resides & moves during transportation, here in our universe, including any of it being operated on inside our own internal, nature-given, flesh & blood thinking machine.
    Performing this identifying//tracing-&-tracking exercise on any of the information that eventually makes it into our own conscious awareness is not only a fully doable task, but it is the one which readily elucidates the exact ontological identity of all of our mental phenomena - including ‘thought’, ‘mind’, ‘intelligence’ & ‘consciousness’. The self. The nature of being.
    Which leads to a relatively small & simple step to time, space, matter, energy…….life, the universe & everything……
    Spoiler alert - Our universe turns out to be a panpyschic one; our consciousness hosts a hologram larger & better than any of those playing in Quark’s ‘Holosuites’, & there is, verily indeed, an homunculus sitting in there watching (feeling, tasting, smelling, touching) the show. You, me.
    ((Seeking a sponsor !))

    • @paxdriver
      @paxdriver Рік тому +3

      If the mind only functions when siglas can propagate between one another, and they require mechanics to rewire based on environmental inputs from sense organs, and since modulatord of those signals which help inform transmission and rewiring (ie hormones), then I see no reason why a silicon circuit with potentiometers and code can't mimic consciousness identically to biological organisms like birds or bees.
      I think panpsychism is the equivalent of "if we don't understand this yet then it must be magic" considering all the plausible approaches one could take to adequately describe an Occam-friendly explanation of brain function.
      We don't even consider the scales of time when describing consciousness in these fields. We assume the activity of quantum mechanical interactions in stars can't be a manifestation of thought over different scales by using the same arguments proven false in all forms of life we do know - from photosynthetic exitons in plants to synaptic pulse modulation finding rhythms out of nowhere. There are a ton of ways to consider consciousness more realistically than panpsychism attempts to do (not saying its wrong, just not the most likely reductive case), imho of course.
      The self is the entity which may operate with autonomy, not something which must necessarily transmigrate or be timeless. If all things derive from energy contained within the universe then souls and selfs are timeless even though they're dismantled and decay because they existed within a time and space which may only occur once in the universe's information record. That's still significant and real, there's no need to impose magic to add value to something already amazing and miraculous as conscious, sentient life. The practise seems to me more about arguing theism and/or inflating self importance as a species for no reason other than to stroke an ego oblivious to the wonderful properties of nature and its ignorance of what is already amazing. There need not be something great and fantastic to prove we are part of Master plan and special in the cosmos, we are that just by speaking concepts and thoughts to one another. Most people cling to fantasies out of a lack of appreciation for what's clear for all to see, I think.
      To say the universe is conscious is no different from saying consciousness is an ordered state of energy subject to entropy. It adds nothing to understanding of nature to say the universe is conscious in that way, but as energy and entropy have equations and can be quantified there is more meaning and insight to be found in my alternative description of the same thing, for example.

    • @margrietoregan828
      @margrietoregan828 Рік тому

      Thanks for your ‘Reply’.
      Another yawning chasm in today’s lexicon of knowledge is the nature of being itself.
      ‘Whereof you cannot speak, thereof must you remain silent’.
      As I said in my comment, coming to know ‘information’s’ correct ontological identity (is one of) the keys to coming to an even greater understanding - & establishing a fully verifiable science of - ‘everything else’ - being, the self, space, time, matter, energy .. ‘life, the universe & everything’ ……
      I’m gunna join Kurt Jaimungal’s gang on his Web site & solicit his help in getting my findings published ….. if you haven’t figured out for yourself exactly what ‘information’ is - along with ‘thought’, ‘mind’, ‘intelligence’ & ‘consciousness’ by then, in the mean time keep trying 😊

    • @margrietoregan828
      @margrietoregan828 Рік тому

      Panpyschism ? Yes.
      And I think it was Dennett who said Panpyschism was just plain, simple cheating. Yes.
      Actually it gets a lot worse, as along with panpsychism’s own short cut to final full blown consciousness (to full blown cognitive self-conscious awareness), there’s at least two more - each bigger than the last.
      Pan-sensitivity not only allows each & every increment of solid, condensed matter present here in our universe to read - to sense, detect, feel, register, ‘take-the-measure-of’ - both the presence & at least some of the foundational properties possessed by their neighbours, but it also solves the measurement problem. All lumps of matter resist interactions with others which interactions unresisted would operate to damage, dislodge or destroy (& each does so resist whether their resistance is successful or not). And each lump of matter present here also ‘embraces’ that which so embraced will operate to enlarge &/or improve its fitness. And each does so embrace fellows whether it’s embracements are successful or not.
      And pan-morality whereby all increments of solid matter can not only detect the presence of at least some of their fellows, but also whether upon interacting with them they will be either be harmed or aggrandised, in which circumstance each lump of solid matter present here also promptly reacts appropriately - that is to say, in a fitness maximising/optimising manner. See previous paragraph.
      The big cheat, the even bigger cheat & the biggest cheat of all.
      Indeed, it’s turtles all the way down. And up. No. Wait a minute. Suns, galaxies & solar systems are not turtles ….. they don’t have ‘impenetrable’ Markov boundaries around. ….
      Cheers.

    • @GuinessOriginal
      @GuinessOriginal Рік тому

      @@margrietoregan828 are you talking about god?

    • @GuinessOriginal
      @GuinessOriginal Рік тому

      @@margrietoregan828 have you read any Claude Shannon?