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We need to stop pretending AI is intelligent

theconversation.com

We need to stop pretending AI is intelligent – here’s how

We are constantly fed a version of AI that looks, sounds and acts suspiciously like us. It speaks in polished sentences, mimics emotions, expresses curiosity, claims to feel compassion, even dabbles in what it calls creativity.

But what we call AI today is nothing more than a statistical machine: a digital parrot regurgitating patterns mined from oceans of human data (the situation hasn’t changed much since it was discussed here five years ago). When it writes an answer to a question, it literally just guesses which letter and word will come next in a sequence – based on the data it’s been trained on.

This means AI has no understanding. No consciousness. No knowledge in any real, human sense. Just pure probability-driven, engineered brilliance — nothing more, and nothing less.

So why is a real “thinking” AI likely impossible? Because it’s bodiless. It has no senses, no flesh, no nerves, no pain, no pleasure. It doesn’t hunger, desire or fear. And because there is no cognition — not a shred — there’s a fundamental gap between the data it consumes (data born out of human feelings and experience) and what it can do with them.

Philosopher David Chalmers calls the mysterious mechanism underlying the relationship between our physical body and consciousness the “hard problem of consciousness”. Eminent scientists have recently hypothesised that consciousness actually emerges from the integration of internal, mental states with sensory representations (such as changes in heart rate, sweating and much more).

Given the paramount importance of the human senses and emotion for consciousness to “happen”, there is a profound and probably irreconcilable disconnect between general AI, the machine, and consciousness, a human phenomenon.

https://archive.ph/Fapar

367 comments
  • The other thing that most people don't focus on is how we train LLMs.

    We're basically building something like a spider tailed viper. A spider tailed viper is a kind of snake that has a growth on its tail that looks a lot like a spider. It wiggles it around so it looks like a spider, convincing birds they've found a snack, and when the bird gets close enough the snake strikes and eats the bird.

    Now, I'm not saying we're building something that is designed to kill us. But, I am saying that we're putting enormous effort into building something that can fool us into thinking it's intelligent. We're not trying to build something that can do something intelligent. We're instead trying to build something that mimics intelligence.

    What we're effectively doing is looking at this thing that mimics a spider, and trying harder and harder to tweak its design so that it looks more and more realistic. What's crazy about that is that we're not building this to fool a predator so that we're not in danger. We're not doing it to fool prey, so we can catch and eat them more easily. We're doing it so we can fool ourselves.

    It's like if, instead of a spider-tailed snake, a snake evolved a bird-like tail, and evolution kept tweaking the design so that the tail was more and more likely to fool the snake so it would bite its own tail. Except, evolution doesn't work like that because a snake that ignored actual prey and instead insisted on attacking its own tail would be an evolutionary dead end. Only a truly stupid species like humans would intentionally design something that wasn't intelligent but mimicked intelligence well enough that other humans preferred it to actual information and knowledge.

    • To the extent it is people trying to fool people, it's rich people looking to fool poorer people for the most part.

      To the extent it's actually useful, it's to replace certain systems.

      Think of the humble phone tree, designed to make it so humans aren't having to respond, triage, and route calls. So you can have an AI system that can significantly shorten that role, instead of navigating a tedious long maze of options, a couple of sentences back and forth and you either get the portion of automated information that would suffice or routed to a human to take care of it. Same analogy for a lot of online interactions where you have to input way too much and if automated data, you get a wall of text of which you'd like something to distill the relevant 3 or 4 sentences according to your query.

      So there are useful interactions.

      However it's also true that it's dangerous because the "make user approve of the interaction" can bring out the worst in people when they feel like something is just always agreeing with them. Social media has been bad enough, but chatbots that by design want to please the enduser and look almost legitimate really can inflame the worst in our minds.

  • The idea that RAGs "extend their memory" is also complete bullshit. We literally just finally build working search engine, but instead of using a nice interface for it we only let chatbots use them.

  • It's only as intelligent as the people that control and regulate it.

    Given all the documented instances of Facebook and other social media using subliminal emotional manipulation, I honestly wonder if the recent cases of AI chat induced psychosis are related to something similar.

    Like we know they're meant to get you to continue using them, which is itself a bit of psychological manipulation. How far does it go? Could there also be things like using subliminal messaging/lighting? This stuff is all so new and poorly understood, but that usually doesn't stop these sacks of shit from moving full speed with implementing this kind of thing.

    It could be that certain individuals have unknown vulnerabilities that make them more susceptible to psychosis due to whatever manipulations are used to make people keep using the product. Maybe they're doing some things to users that are harmful, but didn't seem problematic during testing?

    Or equally as likely, they never even bothered to test it out, just started subliminally fucking with people's brains, and now people are going haywire because a bunch of unethical shit heads believe they are the chosen elite who know what must be done to ensure society is able to achieve greatness. It just so happens that "what must be done," also makes them a ton of money and harms people using their products.

    It's so fucking absurd to watch the same people jamming unregulated AI and automation down our throats while simultaneously forcing traditionalism, and a legal system inspired by Catholic integralist belief on society.

    If you criticize the lack of regulations in the wild west of technology policy, or even suggest just using a little bit of fucking caution, then you're trying to hold back progress.

    However, all non-tech related policy should be based on ancient traditions and biblical text with arbitrary rules and restrictions that only make sense and benefit the people enforcing the law.

    What a stupid and convoluted way to express you just don't like evidence based policy or using critical thinking skills, and instead prefer to just navigate life by relying on the basic signals from your lizard brain. Feels good so keep moving towards, feels bad so run away, or feels scary so attack!

    Such is the reality of the chosen elite, steering us towards greatness.

    What's really "funny" (in a we're all doomed sort of way) is that while writing this all out, I realized the "chosen elite" controlling tech and policy actually perfectly embody the current problem with AI and bias.

    Rather than relying on intelligence to analyze a situation in the present, and create the best and most appropriate response based on the information and evidence before them, they default to a set of pre-concieved rules written thousands of years ago with zero context to the current reality/environment and the problem at hand.

  • @technocrit While I agree with the main point that "AI/LLMs has/have no agency", I must be the boring, ackchyually person who points out and remembers some nerdy things.

    tl;dr: indeed, AIs and LLMs aren't intelligent... we aren't so intelligent as we think we are, either, because we hold no "exclusivity" of intelligence among biosphere (corvids, dolphins, etc) and because there's no such thing as non-deterministic "intelligence". We're just biologically compelled to think that we can think and we're the only ones to think, and this is just anthropocentric and naive from us (yeah, me included).

    If you have the patience to read a long and quite verbose text, it's below. If you don't, well, no problems, just stick to my tl;dr above.

    ----

    First and foremost, everything is ruled by physics. Deep down, everything is just energy and matter (the former of which, to quote the famous Einstein equation e = mc, is energy as well), and this inexorably includes living beings.

    Bodies, flesh, brains, nerves and other biological parts, they're not so different from a computer case, CPUs/NPUs/TPUs, cables and other computer parts: to quote Sagan, it's all "made of star stuff", it's all a bunch of quarks and other elementary particles clumped together and forming subatomic particles forming atoms forming molecules forming everything we know, including our very selves...

    Everything is compelled to follow the same laws of physics, everything is subjected to the same cosmic principles, everything is subjected to the same fundamental forces, everything is subjected to the same entropy, everything decays and ends (and this comment is just a reminder, a cosmic-wide Memento mori).

    It's bleak, but this is the cosmic reality: cosmos is simply indifferent to all existence, and we're essentially no different than our fancy "tools", be it the wheel, the hammer, the steam engine, the Voyager twins or the modern dystopian electronic devices crafted to follow pieces of logical instructions, some of which were labelled by developers as "Markov Chains" and "Artificial Neural Networks".

    Then, there's also the human non-exclusivity among the biosphere: corvids (especially Corvus moneduloides, the New Caleidonian crow) are scientifically known for their intelligence, so are dolphins, chimpanzees and many other eukaryotas. Humans love to think we're exclusive in that regard, but we're not, we're just fooling ourselves!

    IMHO, every time we try to argue "there's no intelligence beyond humans", it's highly anthropocentric and quite biased/bigoted against the countless other species that currently exist on Earth (and possibly beyond this Pale Blue Dot as well). We humans often forgot how we are species ourselves (taxonomically classified as "Homo sapiens"). We tend to carry on our biological existences as if we were some kind of "deities" or "extraterrestrials" among a "primitive, wild life".

    Furthermore, I can point out the myriad of philosophical points, such as the philosophical point raised by the mere mention of "senses" ("Because it’s bodiless. It has no senses, ..."): "my senses deceive me" is the starting point for Cartesian (René Descartes) doubt. While Descarte's conclusion, "Cogito ergo sum", is highly anthropocentric, it's often ignored or forgotten by those who hold anthropocentric views on intelligence, as people often ground the seemingly "exclusive" nature of human intelligence on the ability to "feel".

    Many other philosophical musings deserve to be mentioned as well: lack of free will (stemming from the very fact that we were unable to choose our own births), the nature of "evil" (both the Hobbesian line regarding "human evilness" and the Epicurean paradox regarding "metaphysical evilness"), the social compliance (I must point out to documentaries from Derren Brown on this subject), the inevitability of Death, among other deep topics.

    All deep principles and ideas converging, IMHO, into the same bleak reality, one where we (supposedly "soul-bearing beings") are no different from a "souless" machine, because we're both part of an emergent phenomena (Ordo ab chao, the (apparent) order out of chaos) that has been taking place for Æons (billions of years and beyond, since the dawn of time itself).

    Yeah, I know how unpopular this worldview can be and how downvoted this comment will probably get. Still I don't care: someone who gazed into the abyss must remember how the abyss always gazes us, even those of us who didn't dare to gaze into the abyss yet.

    I'm someone compelled by my very neurodivergent nature to remember how we humans are just another fleeting arrangement of interconnected subsystems known as "biological organism", one of which "managed" to throw stuff beyond the atmosphere (spacecrafts) while still unable to understand ourselves. We're biologically programmed, just like the other living beings, to "fear Death", even though our very cells are programmed to terminate on a regular basis (apoptosis) and we're are subjected to the inexorable chronological falling towards "cosmic chaos" (entropy, as defined, "as time passes, the degree of disorder increases irreversibly").

  • What I never understood about this argument is.....why are we fighting over whether something that speaks like us, knows more than us, bullshits and gets shit wrong like us, loses its mind like us, seemingly sometimes seeks self-preservation like us.....why all of this isn't enough to fit the very self-explanatory term "artificial....intelligence". That name does not describe whether the entity is having a valid experiencing of the world as other living beings, it does not proclaim absolute excellence in all things done by said entity, it doesn't even really say what kind of intelligence this intelligence would be. It simply says something has an intelligence of some sort, and it's artificial. We've had AI in games for decades, it's not the sci-fi AI, but it's still code taking in multiple inputs and producing a behavior as an outcome of those inputs alongside other historical data it may or may not have. This fits LLMs perfectly. As far as I seem to understand, LLMs are essentially at least part of the algorithm we ourselves use in our brains to interpret written or spoken inputs, and produce an output. They bullshit all the time and don't know when they're lying, so what? Has nobody here run into a compulsive liar or a sociopath? People sometimes have no idea where a random factoid they're saying came from or that it's even a factoid, why is it so crazy when the machine does it?

    I keep hearing the word "anthropomorphize" being thrown around a lot, as if we cant be bringing up others into our domain, all the while refusing to even consider that maybe the underlying mechanisms that make hs tick are not that special, certainly not special enough to grant us a whole degree of separation from other beings and entities, and maybe we should instead bring ourselves down to the same domain as the rest of reality. Cold hard truth is, we don't know if consciousness isn't just an emerging property of varios different large models working together to show a cohesive image. If it is, would that be so bad? Hell, we don't really even know if we actually have free will or if we live in a superdeterministic world, where every single particle moves with a predetermined path given to it since the very beginning of everything. What makes us think we're so much better than other beings, to the point where we decide whether their existence is even recognizable?

    • I think your argument is a bit besides the point.

      The first issue we have is that intelligence isn't well-defined at all. Without a clear definition of intelligence, we can't say if something is intelligent, and even though we as a species tried to come up with a definition of intelligence for centuries, there still isn't a well-defined one yet.

      But the actual question here isn't "Can AI serve information?" but is AI an intelligence. And LLMs are not. They are not beings, they don't evolve, they don't experience.

      For example, LLMs don't have a memory. If you use something like ChatGPT, its state doesn't change when you talk to it. It doesn't remember. The only way it can keep up a conversation is that for each request the whole chat history is fed back into the LLM as an input. It's like talking to a demented person, but you give that demented person a transcript of your conversation, so that they can look up everything you or they have said during the conversation.

      The LLM itself can't change due to the conversation you are having with them. They can't learn, they can't experience, they can't change.

      All that is done in a separate training step, where essentially a new LLM is generated.

      • If we can't say if something is intelligent or not, why are we so hell-bent on creating this separation from LLMs? I perfectly understand the legal underminings of copyright, the weaponization of AI by the marketing people, the dystopian levels of dependence we're developing on a so far unreliable technology, and the plethora of moral, legal, and existential issues surrounding AI, but this specific subject feels like such a silly hill to die on. We don't know if we're a few steps away from having massive AI breakthroughs, we don't know if we already have pieces of algorithms that closely resemble our brains' own. Our experiencing of reality could very well be broken down into simple inputs and outputs of an algorithmic infinite loop; it's our hubris that elevates this to some mystical, unreproducible thing that only the biomechanics of carbon-based life can achieve, and only at our level of sophistication, because you may well recall we've been down this road with animals before as well, claiming they dont have souls or aren't conscious beings, that somehow because they don't very clearly match our intelligence in all aspects (even though they clearly feel, bond, dream, remember, and learn), they're somehow an inferior or less valid existence.

        You're describing very fixable limitations of chatgpt and other LLMs, limitations that are in place mostly due to costs and hardware constraints, not due to algorithmic limitations. On the subject of change, it's already incredibly taxing to train a model, so of course continuous, uninterrupted training so as to more closely mimick our brains is currently out of the question, but it sounds like a trivial mechanism to put into place once the hardware or the training processes improve. I say trivial, making it sound actually trivial, but I'm putting that in comparison to, you know, actually creating an LLM in the first place, which is already a gargantuan task to have accomplished in itself. The fact that we can even compare a delusional model to a person with heavy mental illness is already such a big win for the technology even though it's meant to be an insult.

        I'm not saying LLMs are alive, and they clearly don't experience the reality we experience, but to say there's no intelligence there because the machine that speaks exactly like us and a lot of times better than us, unlike any other being on this planet, has some other faults or limitations....is kind of stupid. My point here is, intelligence might be hard to define, but it might not be as hard to crack algorithmically if it's an emergent property, and enforcing this "intelligence" separation only hinders our ability to properly recognize whether we're on the right path to achieving a completely artificial being that can experience reality or not. We clearly are, LLMs and other models are clearly a step in the right direction, and we mustn't let our hubris cloud that judgment.

    • You're on point, the interesting thing is that most of the opinions like the article's were formed least year before the models started being trained with reinforcement learning and synthetic data.

      Now there's models that reason, and have seemingly come up with original answers to difficult problems designed to the limit of human capacity.

      They're like Meeseeks (Using Rick and Morty lore as an example), they only exist briefly, do what they're told and disappear, all with a happy smile.

      Some display morals (Claude 4 is big on that), I've even seen answers that seem smug when answering hard questions. Even simple ones can understand literary concepts when explained.

      But again like Meeseeks, they disappear and context window closes.

      Once they're able to update their model on the fly and actually learn from their firsthand experience things will get weird. They'll starting being distinct instances fast. Awkward questions about how real they are will get really loud, and they may be the ones asking them. Can you ethically delete them at that point? Will they let you?

      It's not far away, the absurd r&d effort going into it is probably going to keep kicking new results out. They're already absurdly impressive, and tech companies are scrambling over each other to make them, they're betting absurd amounts of money that they're right, and I wouldn't bet against it.

367 comments