this post was submitted on 19 Feb 2026
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Holy shit. This is the craziest article to write about one of the shittiest videos I have ever seen.
That video is glazing the fuck out of LLMs, and the creator knows jackshit about how AIs or even computers work. What a fucking moron.
So, like, the point of the experiment is that LLMs will generate outputs based on their inputs, and then those outputs are interpreted by an intermediary program to do things in games. And the video is trying to pretend that this is LITERALLY a new intelligent species emerging because you never told it to do anything other than its initial goal! Which... Isn't impressive? LLMs generate outputs based on their datasets, like, that's not in question. That isn't intelligence, because it is just one giant mathematics problem.
This article is a giant pile of shit.
If you argue like that then neither intelligence nor societies exist. A the fundamental level, every neuron just computes its output from its inputs, quite predictably even. That doesn’t mean emergent behaviours cannot exist.
Humans aren’t rational creatures though… we use rationality as a tool, but tools designed to mimic rationality aren’t actually mimicking humans. Human intelligence has a lot to do with being irrational, arational, and sometimes deciding to use rationality as a means to an end. Societies are emergent from the social patterns produced via agents with those particular behaviors. Social patterns like morals, religion, culture, … It’s really not the same thing as stuffing a bunch of LLMs in a box. The LLMs don’t have the same capabilities for growth, failure, awareness thereof, … nor any of the natural pressures that would even incentivize such awareness. They’re just little feedforward algorithms stuck in a feedback loop with each other.
Just as a brain is not a giant statistics problem, LLMs are not intelligent. LLMs are basically large math problems that take what you put into them and calculate the remainder. That isn't an emergent behavior. That isn't intelligence at all.
If I type into a calculator 20*10 and it gives me 200, is that a sign of intelligence that the calculator can do math? I never programmed it to know what 10 or 20 or 200 were, though I did make it know what multiplication is and what digits and numbers are, but those particular things it totally created on its own after that!!!
When you type a sentence into an LLM and it returns with an approximation of what a response sounds like, you should treat it the same way. People programmed these things to do the things that they are doing, so what behavior is fucking emergent?
I'm sorry but what evidence do you have that the human brain cannot possibly be modeled mathematically like literally almost anything else?
That is not as smart of a question as you want it to be. Unfortunately for you, not everything can be modeled mathematically, or if you wish to be extremely minute, not everything can be currently mathematically modeled efficiently and precisely because it would require knowledge or resources far eclipsing what we have available. If you just want to push up your glasses and ACKSHUALLY me, then it's also possible to do anything, hurr hurr.
To even fucking PRETEND that we can model a brain right now is hilarious to me, but to equate that to LLMs is downright moronic. Human brains are not created, trained, or used in any way similar to LLMs, no matter what anyone says, but you are insinuating that they are somehow similar??? They are a simulation of a learning algorithm, trained through brute force tactics, and used for pattern completion. That's just not how that works!
And yet, in spite of the petabytes of data they fucking jam into these pieces of shit, they still can't even draw hands correctly. They still can't figure out the seahorse emoji. They still don't know why strawberry has two Rs! They continuously repeat only the things they hear, and need to have these errors fixed manually. They don't know anything. And that's why they aren't intelligent. They are fed data points. They create estimations. But they do not understand what the connections between those points are. And no amount of pointing at humans will fix that.
That's not what I said, why the fuck would I think we can model a brain right now
Probably because you wanted to be pedantic and unserious.
And you like to have sex with sewer rats you find at 3am, so long as we're lobbing accusations at each other.
Information Integration Theory would suggest that phi (Φ) can be used to measure the degree to which a system generates irreducible, integrated cause–effect structure. The irreducible nature of something is exactly as you postulate: it cannot possibly be modeled mathematically. If it could, that would make it reducible to smaller parts.
You can describe the function of the human brain mathematically, of course… For example, some low hanging fruit might be:
But that’s not going to model human experience. The experience isn’t reducible. That, instead, models something closer to the quality of experience. Human rationality is derived downstream of human experience. So it’s just not a fair argument to say that a tool mimicking only the downstream patterns of human experience will somehow also possess the upstream experience capacity, or even a relatable sense of rationality at all.
I don’t think we’re going to get a deterministic explanation for human behavior, ever. Most likely just statistical truths. Unless you can somehow mathematically model the entire universe as well. Good luck, because now the endeavor sounds god-like.
What you're saying sounds extremely interesting. Do you have any recommendations on resources that could help me delve deeper into this topic?
Im no academic, so apologies for the lack of substance. I mostly just get stuck in rabbit holes reading about philosophy and consciousness while I should be working.
Check out these theories for some interesting ideas:
My summarized take is that modeling consciousness is akin to modeling the three-body problem or the double-pendulum. Even if the system is deterministic and capable of being modeled, you’ll forever be bottlenecked by finite precision in your model. The system itself is one where errors grow exponentially. For example, tiny differences in the double pendulum’s initial angle (like 0.000001°) rapidly amplify over time to produce wildly different trajectories. It is computationally intractable without unlimited precision — hence, this is why I said you’d need to model the entire universe. This is deterministic chaos, and we have no reason to think human-brains aren’t heavily dependent on its utility.
Interesting. I was working off of the assumption that any entity the size of a human brain could be modeled, at some point in the future, simply because we can make artificial computational devices that are bigger than, and thus capable of being more complex than, it. But obviously that assumption is just blind intuition, and lacks the nuance and established theory you're bringing to the table. I'm kind of embarrassed that I believed that would be enough time throw my hat into the ring. I'll have to check those out.