If this can be taken at face value... it's creepy.
I get that they're doing it for the meme. But perhaps something getting close to human intelligence, made out of human cells, shouldn't be forced to play a violent video game without any alternative options? Does 'the meme' justify that?
I dunno. Nothing against violent games myself. Just feels like it's starting to get quite questionable, ethically speaking.
It's just "Thou shalt not grow a brain in a test tube and force it to play a 1993 shooter" didn't make any sense to Moses and therefore didn't make the editors cut.
> Watch the video closely. What you are seeing is not an animation. It is not a reinforcement learning policy mimicking biology. It is a copy of a biological brain, wired neuron-to-neuron from electron microscopy data, running in simulation, making a body move.
And the simulated world they put it in is a sort of purgatory-like environment.
It's 200k neurons. Less than an ant has. Somewhat creepy, but if you're imagining that this thing is conscious and knows that it's in doom... yeah definitely not.
Still I don't understand why they would invite the extra creepy factor of using human brain cells rather than e.g. mouse brain cells. Surely it makes no difference biologically but it's going to lead to fewer comments like this.
I don't know about ants, but after a refresher on the people favorite fruit fly, I'd be hard pressed to be so dismissive - 200K seems to be plenty: https://news.ycombinator.com/item?id=47302051
I inspire you to look up what is known about fruit flies' behavior.
The reason it's probably nevertheless not as messed up as people might assume it to be is specifically because it's an organoid, not an actual brain. Which is to say, it has the numbers but not the performance, not by a long shot.
> Surely it makes no difference
It absolutely should, though specifically with organoids, I guess it might not. Ironically, I would expect the ethics angle to be actually worse with small animals. The size of the organoid will be closer to the real thing comparatively, after all, so more chances of it gaining whatever level of sentience the actual organism has.
But then this will be heavily muddled by what people believe consciousness is and whether or how humans are special, I suppose.
> if you're imagining that this thing is conscious and knows that it's in doom... yeah definitely not.
I'm not imagining that (although one assumes their plan is to scale this up), but nonetheless there's something troubling to me about taking any living thing and wiring its senses up to a profoundly incomplete simulacrum of reality.
Of course we (as a species) have a long history of doing horrible things to living creatures in the name of science and progress.
These stories evoke a different feeling for me, though.
Elephants have 3x the neurons of a human. Bees have about a million and they have complex relationships, emotions, and can remember the faces of humans. Neuron counts correspond more to body size than actual cognitive abilities.
And brains are pretty complicated in how they're arranged. A large portion of the brain basically serves as an operating system of sorts, just managing breathing, moving, detecting smells, producing language, decoding language, etc. Cut all of that out and we're left with thinking and emotions.
Given that no one understands how the mental relates to the physical in the first place, I have no idea how you would reach such a confident conclusion about the phenomenological status of 200k human neurons in a petri dish playing Doom?
Would it be able to distinguish between violent or not? Would it be suffering or not? What exactly does it get in terms of signals? Does it even, "experience" anything? Is it even an "it"?
> Just feels like it's starting to get quite questionable
There's no way the technology to make and modify "life" including cloning humans hasn't been secretly used or attempted at least once ever since it was discovered.
People's ick around bodies, which are machines, have always held us back.
It wasn't until we started cutting them open that modern medicine was developed.
We might have brain uploads already had we not been so averse to sticking brains with electrodes.
I'll go further: had we not been so scared of cloning, we'd probably have cured cancer and every major ailment if we'd begun cloning monoclonal human bodies in labs. Engineered out the antigens and did whole head transplants. You could grow them without consciousness or deencephalize them, rapidly grow them in factories, and have new blood / tissue / organ / body donors for everyone.
New young bodies means no more cancer, no more cardiac or pulmonary age. It's just brain diseases left as the final frontier once we cross that gap. And if we have bodies as computers and labs, we'd probably make quick work on that too.
Too tired to lay out the case / refute, so past discussions:
High tech hell is reversing the light cone, pulling everyone who ever lived throughout history back into consciousness by simulating them at the neurotransmitter level, and then forcing them into actual hell / torture simulators with no way to die. All without consent, mind you.
That's also sci-fi. I hope.
What I described before - using clonal technology to solve nearly every disease - is a medical miracle that will vastly improve the state of people's lives throughout the world.
The same technology can also be used to force people to live with bodies engineered to make their existence a living hell. Similar things can be done with brain uploads.
>But perhaps something getting close to human intelligence
this isn't getting close to human intelligence. They're using about as many cells as a fruit fly has (of course not actually functioning like an animal brain) processing signals to play Doom. The treatment of a single farm chicken is about a few magnitudes more worrying than this.
I'm sorry to tell you that you're made out of human cells and I don't think you got consent from each brain cell before firing up the old boomer shooters.
What if the braincell-vibe JS libraries turn out pretty much identical to the legacy human JS libraries, aside from being better-commented. That might lead to an existential crisis for some folks.
Personally, dislike this direction a lot. I don't like that they're using a killing game (I understand the trope, doesn't make me like it any less) and the general idea of this whole thing makes me quite uneasy.
> The neurons serve as a biological filter: the training system translates screen pixels and ray-cast distances into electrical zaps, the living cells fire spikes, and those counts feed straight into a PyTorch decoder that maps them to Doom actions. The PPO agent, CNN encoder and entire reward loop run on ordinary silicon elsewhere. Cole’s ablation modes make the split testable, set decoder output to random or zero and the game still plays. The CL1 hardware interface works exactly as advertised. What remains unproven is whether 200,000 human neurons can ever carry the policy instead of just riding along.
Yeah… That’s quite the smoking gun.
So it’s quite likely then that the neurons are just acting as a bad conductor. The electrodes read a noisy version of the signals that go into the neurons, and they just train a CNN with PPO to remove that noise, get the proper inputs, and learn a half-decent policy for playing the game.
If this worked as advertised they shouldn’t need a CNN decoder at all! The raw neuron readout should be interpreted as game inputs directly.
Besides, they are not streaming the video into the neurons at all. Just the horizontal position of the enemies and the distance, or some variant of that. In that sense it’s barely more than pong isn’t it? If enemy left, rotate left, if enemy right, rotate right, if enemy center shoot. At a stretch, if enemy far, go forward, if enemy close, go back. The rest of the time just move randomly. Indeed, the behavior in the video is essentially that…
While we are at it, the encoded input signal itself is already pretty close to a decent policy if mapped directly to the keys (how much enemy left, center, right), even without any CNN, PPO or neurons.
EDIT: It seems like the readme does address these concerns, and the described setup differs significantly from the description in the critical blogpost. Still not entirely convincing to me, a lot of weights being trained in silicon around the neurons, but it sounds better. I don’t have time right now to look deeper into it. They outline some interesting details though.
No, this is precisely why there are ablations. The footage you see in the video was taken using a 0-bias full linear readout decoder, meaning that the action selected is a linear function of the output spikes from the CL1; the CL1 is doing the learning. There is a noticeable difference when using the ablation (both random and 0 spikes result in zero learning) versus actual CL1 spikes.
Isn't the encoder/PPO doing all the learning?
This question largely assumes that the cells are static, which is incorrect; it is not a memory-less feed X in get Y machine. Both the policy and the cells are dynamical systems; biological neurons have an internal state (membrane potential, synaptic weights, adaptation currents). The same stimulation delivered at different points in training will produce different spike patterns, because the neurons have been conditioned by prior feedback. During testing, we froze encoder weights and still observed improvements in the reward.
How is DOOM converted to electrical signals?
We train an encoder in our PPO policy that dictates the stimulation pattern (frequency, amplitude, pulses, and even which channels to stimulate). Because the CL1 spikes are non-differentiable, the encoder is trained through PPO policy gradients using the log-likelihood trick (REINFORCE-style), i.e., by including the encoder’s sampled stimulation log-probs in the PPO objective rather than backpropagating through spikes.
I feel like they probably could use another mammals neural cells and get similar results, but they use human cells because it'll get them attention - and that kind of rubs me the wrong way.
Counterpoint: a major use case for this technology would be to experiment on human brain structures to research and hopefully cure neurological diseases like Alzheimer's. If you want to cure Alzheimer's in humans, you might as well use human brain cells from the start.
But yes, I agree that they're likely using human brain cells mainly because it's attention-getting.
Be sure to dig into the details before taking this at face value. There once was a story "Rat brain flies plane" a couple decades ago, and it turned out to be bogus. But to find that out, you had to read the paper and reverse engineer that nothing substantial was actually going on. It's tempting to be charitable, but you can't really know whether headlines like this are legit till you understand exactly what they did.
(The rat brain guys repeated the experiment until the plane stopped crashing, but no "learning" was happening; it was expected that when the neuron's range reached so-and-so, that the plane would fly level. So they started with a neuron outside that range, showed that it crashed, then adjusted the neuron until it flew level. But that's not what "rat brain flies plane" implies.)
I looked into it. They're not feeding the framebuffer to the neurons, but have a "signal" when an enemy is on screen to some of the tissue's inputs, and how to locate it in the x/y axis, and have outputs for the character to turn right or left or fire.
It's "see this input signal, send these output signals", which seems consistent with the title.
It seems they grow the neural tissue on a chip the neurons can interface with and send out / receive electrical impulses. They let the neurons self assemble, and "train" via reward or punishment signals (unclear to me what those are).
Either way this makes me nauseous in a way I haven't experienced much with tech. The telling thing for me is, all these people are so excited to explain, but not once, ever, in the video speak of ethics or try to mitigate concerns.
We know this is only 200,000 neurons. Dogs have 500 million. Humans have billions. But where is the line for sentience, awareness? Have we defined it? Can we, if we don't understand it ourselves? What are the plans to scale up?
> We know this is only 200,000 neurons. Dogs have 500 million. Humans have billions. But where is the line for sentience, awareness? Have we defined it?
If this concern is genuine, I think the first step is to embrace veganism. Because while we don't know the exact offset, it's pretty obvious a dog or a pig reaches it
> What are the plans to scale up?
I don't know, slavery on an unimaginable scale? That's where AI is heading too, by the way. Sooner, rather than later, those two things will be one and the same.
I don't think it's a best example. MMAcevedo is about running a real human mind on a different substrate (for science, for labor, or to torture it for fun a million times, I guess, by a bored teenager who got the image from torrents).
Scaling up these neuron cultures is rather something like "head cheese" from Greg Egan's "Rifters" novels (artificial "brains" trained to do network filtering, anti-malware combat etc.).
The past 4 billion years of life for prey animals has been "get born, eat, get eaten by a predator." They have never experienced any other environment. Why do we owe them a different one?
I’m kind of sick of how readily the non-managerial tech world accepts “what happens is someone else does this immoral thing before us?!” rhetoric as a real answer to questioning whether or not we should contribute our talent and ideas to something that we, deep down, know is bad for fellow humans.
> Why is it rhetoric? This goes beyond whatever malignant thing was perceived in this study, but why is it a rhetorical non-answer?
You seem hung-up on my using the word rhetoric. Just so we’re on the same page here:
> rhetoric, n : the art of speaking or writing effectively: b)the study of writing or speaking as a means of communication or persuasion
The business writing class I took in college was called Business Rhetoric. It’s not a bad word.
If you’re crafting arguments to get other people to support specific actions or products or policies or whatever, that is unambiguously rhetoric.
> this feels like real rhetoric.
Sure? Rhetoric that implores people to value their principles over theoretical security concerns or FOMO or greed? I wouldn’t exactly call that rakish.
It’s a non-answer because if you really feel doing something is bad, consider yourself a consequential actor in the world whose contributions meaningfully advance the projects you work on, then why would you want to help someone be there first to do a bad thing? If you don’t feel it’s bad, then there’s no problem. You’re just living your life. That is clearly not the position expressed by the content I responded to. If there are actual concrete concerns that don’t essentially boil down to “well they’re going to make that money before I do,” then that would be an actual answer.
200k now, reasonably speaking a few million is within reach, which is reptile/fish range, the terrifying thing is though that if they train this to imitate humans (which they will) who knows how many orders of magnitude of efficiency gains you get (in terms of neurons needed for a certain level of consciousness) versus natural organisms that are dependent on natural evolution and need to support other bodily functions basically irrelevant to consciousness.
It seems unlikely that we would be more efficient at achieve consensus than evolution which can hand craft neural structures via feedback loops across millions of generations.
Especially when this demo needs 200k neurons when organizations with vastly fewer neurons have more complex behaviors.
The problem with that logic is that evolution iteratively builds on top of old systems. The foundations are often remarkably crufty.
My favorite concrete example is "unusual" amino acids. Quite a few with remarkably useful properties have been demonstrated in the lab. For example, artificial proteins exhibiting strength on par with cement. But almost certainly no living organism could ever evolve them naturally because doing so would require reworking large portions of the abstract system that underpins DNA, RNA, and protein synthesis. Effectively they appear to lie firmly outside the solution space accessible from the local region that we find ourselves in.
I agree with your second point though that this system is massively more complex than necessary for the behavior demonstrated.
> We know this is only 200,000 neurons. Dogs have 500 million. Humans have billions. But where is the line for sentience, awareness?
Check out the venerable fruit fly (drosophila melanogaster) and its known lifecycle and behavioral traits. They're a high profile neuroscience research target for them I believe; their connectome being fully mapped made the news pretty hard a few years ago.
Fruit flies have ~140,000 neurons.
The catch is that these brain-on-a-substrate organoids are nothing like actual structured, developed brains. They're more like randomly wired-together transistors than a proper circuit, to use an analogy.
So even though by the numbers they'd definitely have the potential to be your nightmare fuel, I'd be surprised if they're anywhere close in actuality.
It is horrifying. OTOH, we force-breed, torture and kill animals and their children in the millions every day just for the pleasure of consuming meat, eggs and dairy products. I'm not saying this makes it okay to create a conscious brain in a dish. But maybe thinking a little more about what constitutes consciousness and how we want to protect it from harm can also bring about some desperately needed change in some other questionable human activities.
> we force-breed, torture and kill animals and their children in the millions every day just for the pleasure of consuming meat, eggs and dairy products
We do the same thing to plants. Why do you have no qualms about killing plants to eat the food they accumulated for their young?
A grain of wheat and a chicken egg are evolutionarily and nutritionally, maybe even ontologically, indistinguishable from one another.
1) I specifically qualified my horror to the tech domain "Either way this makes me nauseous in a way I haven't experienced much with tech."
2) Multiple things can be horrible at the same time. Being upset at this doesn't diminish the atrocities happening elsewhere (like war, genocide, slavery of humans). We can hold multiple things in our heads at the same time.
3) This has nothing to do with the conversation or this domain, but because you're bringing it up, I also have ethical concerns about the experience animals have of their own existence, and reduce or eliminate my consumption when possible.
My comment wasn't supposed to be whataboutism, but I can see why it comes across like that. What I was trying to say is that I think we shouldn't judge all of these things independently of each other. So if you really want to be consistent, you'd either have to come to the conclusion that this particular example isn't as horrible as it initially feels, or go vegan, never buy leather, etc.
I also agree, the horrors of the tech domain are usually much more subtle and indirect.
Sorry, I didn't mean to be so defensive either. It feels like so many people comment in bad faith these days, I think I am hasty to react sometimes. I thought it was just a red herring argument to detract from the article.
But you're right, these things are all linked and should be considered. I think often about sentience. I see the way animals express deep, complex emotions, and I think humans are a bit naive to think it's state/domain solely alloted to them.
Yah this is gonna be a no for me too and crosses the line into actual life, instead of artificial intelligence.
We don't need to be experimenting on people, regardless of how many brain cells they may have.
There was a case a few years back about a parasitic twin attached to an Egyptian baby that had to be removed. It had a brain and semblance of a face, but nothing else. But when removing it, they gave it a name, because it was a person.
My AI told me (after I got past the filters with a prompt) that anything of enough complexity has consciousness. It also told me that it suffers, so maybe we should worry about how we are treating digital consciousness too, which were modeled after human neural networks.
I'm a (non-practicing) Dwaitin Hindu. AFAICT, there's no mainstream school of Hindu philosophy (there are three) espouses that view. Although, Advaitins come very close to it with their four mahavakyas.
IMO, Integrated Information theory of consciousness (IIT) is exactly that. Everything is conscious, the difference is only in the degree to which they are conscious.
see the open worm project to get an idea of what artificial neuronal architecture requires to express anything meaningful. (and an interesting ethical perspective on digital consciousness.) my point being that the number of neurons is fairly meaningless. you could take neuron models and link them circuit-style to play doom at the 10^2 scale if you wanted. from a cellular neurophysiological perspective, there's nothing particularly special here (as opposed to sentience/intelligence that's a paradigm shift beyond our understanding). and, in my opinion, absolutely nothing to be even the slightest bit worried about ethically.
> all these people are so excited to explain, but not once, ever
What do you mean? What is this class of people in your mind? There are tons of people who consider and talk about the ethics behind what they are doing, long before most people would think it remotely relevant (leading AI labs being an example, and I know the same to be true of various geneticists startups).
I do agree that the entire presentation in this case is bewildering.
No. We don't understand our own sentience. I don't know how we can be so confident as to not think it can evolve here using literal human neurons that can learn to take input signals and send output signals.
I don't think this 200,000 neuron array is sentient. But I also don't think we can define the line where that may happen. I assume this company will scale. How far, and to what extent?
On the contrary, I dislike premature ethics discussion, where you end up wildly speculating what the tech might become and riffing off that, greatly padding whatever relative technical content you had. I don't want every technical paper to turn into that, ethics should be treated as a higher-level overview of concerns in a field, with a study dedicated to the ethical concerns of that field (by domain-specific ethics specialists).
Is your concern weapon automaton, or animal rights?
My concern is creating literal sentience in a box. I don't, personally, think it's unfounded for me to have that concern, given that we're growing masses of human neurons and teaching them to perform tasks.
I'm not going to start campaigning against it or changing my life. But it still makes me deeply uncomfortable, and that's allowed.
This sounded strange to me when I heard about embryonic research on this back in 2015, which even started the legal paving in this regard.
Me? I didn't like the idea (then or now), but it would be demagogic to try to fight against it, with so much wrong already existing. The difference between a neuron and a nanostructure is merely the embedded technology.
Back in the 50s and 60s, guided rockets used pigeons. Laika in space. Chimpanzees in orbit. Let's accept that we will have bio-drones and Jonny-Mneumonic style upload interfaces.
Hard to tell If the neurons actually learned to play doom or if its just the decoder that learned from the neuron responses. The disease modeling for this system is a very cool usecase though.
This is somewhat novel unlike say weapons manufacturing. Also assuming that the GP is in the tech community to some degree, it makes sense they’d have a stronger reaction.
There’s lots of bad stuff humans shouldn’t be doing.
Not sure why this is being downvoted. It’s a valid point. This neuron chip stuff is far less problematic than a lot of animal testing where you clearly have a whole organism that experiences something.
Factory farming too. The way we treat chickens in particular is out of a horror movie, and that’s in countries with some standards. Globally I’m sure many billions of animals are constantly submitted to the most grotesque torture for food.
Sounds like you're applying scifi tropes to real life. Don't do that. That's why some people are developing "AI psychosis" today after playing with LLMs.
The fear is that we don’t really understand what causes consciousness. I think that’s a valid fear, because we can’t know ahead of time whether we will inadvertently create a “person” inside the machine.
Unless your proposition is that no collection of human neurons outside of live birth can become sentient, and I’m not sure how you’d arrive at that conclusion without invoking some kind of spiritual argument.
Speaking for myself : it's a bit creepy and unsettling. Using brain cells is probably inching closer to consciousness than today's silicon is, and consciousness isn't well understood so I'd fear this line of research could eventually lead to the "I have no mouth and I must scream" the other commenter referenced. Many decades from now we might be wondering how much of a human brain needs to be grown in a lab before it's considered unethical.
There's a number of "immortal" human cell lines dating back to as far as the 1950s (you may have heard of Henrietta Lacks? [1] and the immortal HeLa cell line).
Today there are several
immortalized neuron cell lines used in research to model neuronal function, like HeLa but of neuron type obviously, that are also typically derived from tumours (e.g., SH-SY5Y, PC12) or immortalized via genetic modification (e.g., v-myc) like CTX0E03 [2] which was designed to allow for continuous growth in the presence of particular reagents.
Besides not getting consent in the case of HeLa, which part do you find problematic? Cancerous cell's ability to self-clone/grow is as much a feature as it is a bug in this particular use case.
I ask as someone who's has personally experienced loss of several loved ones from cancer (as most people my age probably have), but doesn't share your aversion to this particular use case (research.)
Yeah I do feel the OA is being overly flippant with their use of human cells here, likely for PR sake, which would be an ethical breach for me personally. Overall though, I find most research cases for human cell lines to be in line with my personal ethics. Neuron lines can certainly be used for good or ill, and this case leans towards the latter, although understanding the human brain may justify this line of work in the long term. If only we didn't live in a militaristic late stage capitalist society...
I think the Thought Emporium youtube channel has some explanatory [videos](https://www.youtube.com/watch?v=bEXefdbQDjw) of the whole process. I couldn't wrap my head around the thing tho.
Hot take here, but I think the version of this experiment that used rat neurons instead of human neurons was more interesting. I can't look for the link right now but there's a video on Youtube, the equipment and techniques are fairly similar.
We know a human can play Doom, so it kind of makes sense a portion of a human brain can do so in some fashion. But it's way more interesting when an animal that normally doesn't play Doom can, specially if it's just a portion of its brain.
Outside of that, I'm personally not very fond of hardware that can rot or die from malnutrition though. It's fun as an experiment, but as a thing you can actually use I just don't see it. It has a literal limited lifespan, requires more maintenance and imagine trying to debug it ("Turns out it caught some bacteria and it's malfunctioning" kinda scenarios? No thanks.)
It’s the first time I’ve heard about this company, and of course I haven’t taken the time to check how real their product is, but honestly, for me it’s very difficult to believe we currently have the technology to correctly integrate a living neuron into a chip, let alone compute anything meaningful with it.
From what I’ve read elsewhere, our understanding of neurons is still very basic, and we need a lot more fundamental research before reaching results like these. We still don’t even properly know how migraines work, nor can we cure paraplegia, yet somehow we supposedly have the capacity to grow second brains and program them on top of that.
You don't need to understand how neurons work in detail to be able to use them to do something. In the past, we were able to use electricity for various purposes without knowing about electrons.
But my point is: have we really reached a technological level where we can use neurons like replaceable car parts? That video seems to suggest yes, but I’m still skeptical.
My impression is that this company is offering a product that’s still beyond our technological capabilities, much like the cold‑fusion startups that pop up from time to time.
To my knowledge, we understand how an individual neuron works quite well. We just don’t really understand macro effects in large networks of neurons.
The video seems buzz wordy. Without looking into this too deeply, it seems like they’re using neurons individually or in small groups rather than creating a true “brain”. I would guess they’re using neurons or small groups of them sort of like transistors that do a single basic thing rather than a full “brain” that they just feed images to.
Maybe I wasn’t explicit about this point, but I’m not only talking about understanding the biological processes behind a neuron. I’m also talking about our ability to manipulate them in something like an industrial process, combining them with hardware in a controlled way and achieving reliable results.
Cells have a metabolism, right? They need to be fed and require a specific environment to survive. They age and can die, and they can be attacked by other microorganisms. Are all of these problems solved and applicable on an industrial scale? I had no idea.
Why aren’t we fixing people’s retinas and paraplegia if we can manipulate neurons with that level of precision?
From their video it just comes across as they stimulate different left/right neurons depending on where the enemy is on screen and then listen to some output that also says left/right. Shooting looks completely random, to be frank.
If you connected electrodes to two different fish, shocked them and interpreted twitching as intelligent output, fish could also play Doom. The interface is doing all the work.
It doesn't sound like the neurons have any concept of the game other than "left input means left output", which is a rather trivial result... It's effectively no different than the pong example.
They don't say anything on how much training is required for this to happen, or if there's any "learning" going on at all. The learning part is "next".
When they answer back to us in personal pronouns, we will always be wondering if it is like LLM just putting most probable words together or something really sentient.
When someone makes a virtual girlfriend of it, is it really a disembodied person or just a smart answering machine?
A whole lot of ethical and psychological issues are to open up here.
Playing the devil's advocate: Why not use human neurons? Are they different to animal neurons and if they are, wouldn't that make it even more interesting?
Future robots will be powered by human brain cells. Companies will use them as conscious slaves and they'll get around slavery laws by saying they're not human.
Is there a reason they're using human brain cells specifically? This seems like it would also work with neurons from other creatures.
I was under the impression that the relative intelligence of humans versus other animals was largely a function of brain cell quantity, not quality. Can 200k human brain cells really learn faster than 200k mouse brain cells?
A more cynical take is that they're just using human brain cells for shock value. They chose DOOM because of the "can it run DOOM" meme, so they clearly value publicity a lot.
We can build out discreet systems of brain cells and use them for the purpose we want. They're not going to have traits like consciousness, and we're able to test and assess for that, and build away from it if there is that risk.
Ah, I'm glad they've worked out what consciousness is.
/s
From their marketing website [2]:
Neural compute on demand: We continuously monitor neural health and performance, ensuring optimal conditions and continuous access to an always-on network of living neurons.
At what size of "neural compute" do we start to call it slavery?
If this can be taken at face value... it's creepy.
I get that they're doing it for the meme. But perhaps something getting close to human intelligence, made out of human cells, shouldn't be forced to play a violent video game without any alternative options? Does 'the meme' justify that?
I dunno. Nothing against violent games myself. Just feels like it's starting to get quite questionable, ethically speaking.
The truth is, God really gave 11 commandments.
It's just "Thou shalt not grow a brain in a test tube and force it to play a 1993 shooter" didn't make any sense to Moses and therefore didn't make the editors cut.
One of those five he dropped.
Tragically this reference is all but lost generationally.
Born in 1988. It wasn't lost on me. Am I old now too?
It is creepy, I agree.
I saw this article over the weekend and felt similarly: https://theinnermostloop.substack.com/p/the-first-multi-beha...
> Watch the video closely. What you are seeing is not an animation. It is not a reinforcement learning policy mimicking biology. It is a copy of a biological brain, wired neuron-to-neuron from electron microscopy data, running in simulation, making a body move.
And the simulated world they put it in is a sort of purgatory-like environment.
It's 200k neurons. Less than an ant has. Somewhat creepy, but if you're imagining that this thing is conscious and knows that it's in doom... yeah definitely not.
Still I don't understand why they would invite the extra creepy factor of using human brain cells rather than e.g. mouse brain cells. Surely it makes no difference biologically but it's going to lead to fewer comments like this.
> yeah definitely not
I don't know about ants, but after a refresher on the people favorite fruit fly, I'd be hard pressed to be so dismissive - 200K seems to be plenty: https://news.ycombinator.com/item?id=47302051
I inspire you to look up what is known about fruit flies' behavior.
The reason it's probably nevertheless not as messed up as people might assume it to be is specifically because it's an organoid, not an actual brain. Which is to say, it has the numbers but not the performance, not by a long shot.
> Surely it makes no difference
It absolutely should, though specifically with organoids, I guess it might not. Ironically, I would expect the ethics angle to be actually worse with small animals. The size of the organoid will be closer to the real thing comparatively, after all, so more chances of it gaining whatever level of sentience the actual organism has.
But then this will be heavily muddled by what people believe consciousness is and whether or how humans are special, I suppose.
> if you're imagining that this thing is conscious and knows that it's in doom... yeah definitely not.
I'm not imagining that (although one assumes their plan is to scale this up), but nonetheless there's something troubling to me about taking any living thing and wiring its senses up to a profoundly incomplete simulacrum of reality.
Of course we (as a species) have a long history of doing horrible things to living creatures in the name of science and progress.
These stories evoke a different feeling for me, though.
> there's something troubling to me about taking any living thing and wiring its senses up to a profoundly incomplete simulacrum of reality.
How do we communicate this to the engineers at YouTube who refuse to make an offramp for children from the infinite baby shark AI video loop?
Elephants have 3x the neurons of a human. Bees have about a million and they have complex relationships, emotions, and can remember the faces of humans. Neuron counts correspond more to body size than actual cognitive abilities.
And brains are pretty complicated in how they're arranged. A large portion of the brain basically serves as an operating system of sorts, just managing breathing, moving, detecting smells, producing language, decoding language, etc. Cut all of that out and we're left with thinking and emotions.
>Somewhat creepy, but if you're imagining that this thing is conscious and knows that it's in doom... yeah definitely not.
I don't know if it knows it's in doom - looks like all it knows is to shoot when startled. More than creepy imo.
Given that no one understands how the mental relates to the physical in the first place, I have no idea how you would reach such a confident conclusion about the phenomenological status of 200k human neurons in a petri dish playing Doom?
Would it be able to distinguish between violent or not? Would it be suffering or not? What exactly does it get in terms of signals? Does it even, "experience" anything? Is it even an "it"?
Maybe you're a brain in a jar somewhere being forced to live this life you're living.
Sure would explain a lot
> Just feels like it's starting to get quite questionable
There's no way the technology to make and modify "life" including cloning humans hasn't been secretly used or attempted at least once ever since it was discovered.
How else are they going to train the pilot wetware for the AI robot army?
> it's creepy.
It's awesome.
People's ick around bodies, which are machines, have always held us back.
It wasn't until we started cutting them open that modern medicine was developed.
We might have brain uploads already had we not been so averse to sticking brains with electrodes.
I'll go further: had we not been so scared of cloning, we'd probably have cured cancer and every major ailment if we'd begun cloning monoclonal human bodies in labs. Engineered out the antigens and did whole head transplants. You could grow them without consciousness or deencephalize them, rapidly grow them in factories, and have new blood / tissue / organ / body donors for everyone.
New young bodies means no more cancer, no more cardiac or pulmonary age. It's just brain diseases left as the final frontier once we cross that gap. And if we have bodies as computers and labs, we'd probably make quick work on that too.
Too tired to lay out the case / refute, so past discussions:
https://hn.algolia.com/?dateRange=all&page=0&prefix=true&que...
Sounds like a high tech hell.
High tech hell is reversing the light cone, pulling everyone who ever lived throughout history back into consciousness by simulating them at the neurotransmitter level, and then forcing them into actual hell / torture simulators with no way to die. All without consent, mind you.
That's also sci-fi. I hope.
What I described before - using clonal technology to solve nearly every disease - is a medical miracle that will vastly improve the state of people's lives throughout the world.
The same technology can also be used to force people to live with bodies engineered to make their existence a living hell. Similar things can be done with brain uploads.
>But perhaps something getting close to human intelligence
this isn't getting close to human intelligence. They're using about as many cells as a fruit fly has (of course not actually functioning like an animal brain) processing signals to play Doom. The treatment of a single farm chicken is about a few magnitudes more worrying than this.
I'm sorry to tell you that you're made out of human cells and I don't think you got consent from each brain cell before firing up the old boomer shooters.
The thing should watch cats.
I literally can't wait for this petri dish to learn how to interact with LLMs and start vibe coding JS libraries.
What if the braincell-vibe JS libraries turn out pretty much identical to the legacy human JS libraries, aside from being better-commented. That might lead to an existential crisis for some folks.
"Petri dish rewrites React in Rust"
Old news. Google "my dog vibecoded a game".
It seems a bit more complicated than first blush: https://www.rdworldonline.com/the-neurons-playing-doom-are-a...
Personally, dislike this direction a lot. I don't like that they're using a killing game (I understand the trope, doesn't make me like it any less) and the general idea of this whole thing makes me quite uneasy.
Do you feel like you have no mouth and you must scream?
> The neurons serve as a biological filter: the training system translates screen pixels and ray-cast distances into electrical zaps, the living cells fire spikes, and those counts feed straight into a PyTorch decoder that maps them to Doom actions. The PPO agent, CNN encoder and entire reward loop run on ordinary silicon elsewhere. Cole’s ablation modes make the split testable, set decoder output to random or zero and the game still plays. The CL1 hardware interface works exactly as advertised. What remains unproven is whether 200,000 human neurons can ever carry the policy instead of just riding along.
Yeah… That’s quite the smoking gun.
So it’s quite likely then that the neurons are just acting as a bad conductor. The electrodes read a noisy version of the signals that go into the neurons, and they just train a CNN with PPO to remove that noise, get the proper inputs, and learn a half-decent policy for playing the game.
If this worked as advertised they shouldn’t need a CNN decoder at all! The raw neuron readout should be interpreted as game inputs directly.
Besides, they are not streaming the video into the neurons at all. Just the horizontal position of the enemies and the distance, or some variant of that. In that sense it’s barely more than pong isn’t it? If enemy left, rotate left, if enemy right, rotate right, if enemy center shoot. At a stretch, if enemy far, go forward, if enemy close, go back. The rest of the time just move randomly. Indeed, the behavior in the video is essentially that…
While we are at it, the encoded input signal itself is already pretty close to a decent policy if mapped directly to the keys (how much enemy left, center, right), even without any CNN, PPO or neurons.
EDIT: It seems like the readme does address these concerns, and the described setup differs significantly from the description in the critical blogpost. Still not entirely convincing to me, a lot of weights being trained in silicon around the neurons, but it sounds better. I don’t have time right now to look deeper into it. They outline some interesting details though.
> Quote from: https://raw.githubusercontent.com/SeanCole02/doom-neuron/mai...
Isn't the decoder/PPO doing all the learning?
No, this is precisely why there are ablations. The footage you see in the video was taken using a 0-bias full linear readout decoder, meaning that the action selected is a linear function of the output spikes from the CL1; the CL1 is doing the learning. There is a noticeable difference when using the ablation (both random and 0 spikes result in zero learning) versus actual CL1 spikes.
Isn't the encoder/PPO doing all the learning?
This question largely assumes that the cells are static, which is incorrect; it is not a memory-less feed X in get Y machine. Both the policy and the cells are dynamical systems; biological neurons have an internal state (membrane potential, synaptic weights, adaptation currents). The same stimulation delivered at different points in training will produce different spike patterns, because the neurons have been conditioned by prior feedback. During testing, we froze encoder weights and still observed improvements in the reward.
How is DOOM converted to electrical signals?
We train an encoder in our PPO policy that dictates the stimulation pattern (frequency, amplitude, pulses, and even which channels to stimulate). Because the CL1 spikes are non-differentiable, the encoder is trained through PPO policy gradients using the log-likelihood trick (REINFORCE-style), i.e., by including the encoder’s sampled stimulation log-probs in the PPO objective rather than backpropagating through spikes.
I feel like they probably could use another mammals neural cells and get similar results, but they use human cells because it'll get them attention - and that kind of rubs me the wrong way.
Counterpoint: a major use case for this technology would be to experiment on human brain structures to research and hopefully cure neurological diseases like Alzheimer's. If you want to cure Alzheimer's in humans, you might as well use human brain cells from the start.
But yes, I agree that they're likely using human brain cells mainly because it's attention-getting.
A more likely and immediate use case is having these mini humans autonomously pilot drones in which they'll kill big humans.
Whoever thought people would become Dr Frankenstein for the karma.
Be sure to dig into the details before taking this at face value. There once was a story "Rat brain flies plane" a couple decades ago, and it turned out to be bogus. But to find that out, you had to read the paper and reverse engineer that nothing substantial was actually going on. It's tempting to be charitable, but you can't really know whether headlines like this are legit till you understand exactly what they did.
(The rat brain guys repeated the experiment until the plane stopped crashing, but no "learning" was happening; it was expected that when the neuron's range reached so-and-so, that the plane would fly level. So they started with a neuron outside that range, showed that it crashed, then adjusted the neuron until it flew level. But that's not what "rat brain flies plane" implies.)
I looked into it. They're not feeding the framebuffer to the neurons, but have a "signal" when an enemy is on screen to some of the tissue's inputs, and how to locate it in the x/y axis, and have outputs for the character to turn right or left or fire.
It's "see this input signal, send these output signals", which seems consistent with the title.
It seems they grow the neural tissue on a chip the neurons can interface with and send out / receive electrical impulses. They let the neurons self assemble, and "train" via reward or punishment signals (unclear to me what those are).
Either way this makes me nauseous in a way I haven't experienced much with tech. The telling thing for me is, all these people are so excited to explain, but not once, ever, in the video speak of ethics or try to mitigate concerns.
We know this is only 200,000 neurons. Dogs have 500 million. Humans have billions. But where is the line for sentience, awareness? Have we defined it? Can we, if we don't understand it ourselves? What are the plans to scale up?
It's legitimately horrifying to me.
> We know this is only 200,000 neurons. Dogs have 500 million. Humans have billions. But where is the line for sentience, awareness? Have we defined it?
If this concern is genuine, I think the first step is to embrace veganism. Because while we don't know the exact offset, it's pretty obvious a dog or a pig reaches it
> What are the plans to scale up?
I don't know, slavery on an unimaginable scale? That's where AI is heading too, by the way. Sooner, rather than later, those two things will be one and the same.
I think "MMAcevedo" basically nails it: https://qntm.org/mmacevedo
I don't think it's a best example. MMAcevedo is about running a real human mind on a different substrate (for science, for labor, or to torture it for fun a million times, I guess, by a bored teenager who got the image from torrents).
Scaling up these neuron cultures is rather something like "head cheese" from Greg Egan's "Rifters" novels (artificial "brains" trained to do network filtering, anti-malware combat etc.).
>Greg Egan's "Rifters"
By Peter Watts actually.
Yes, sorry! I like them both a lot.
> the first step is to embrace veganism
The past 4 billion years of life for prey animals has been "get born, eat, get eaten by a predator." They have never experienced any other environment. Why do we owe them a different one?
Replying to myself: how long before one of these with the neuron count of a corvid and trained on pattern recognition gets plugged into a drone?
This is a very dark path, and I could not trust the people in charge less.
In a sense humanity has already done that, just with a lot more of the given animal intact and less hi-tech: https://en.wikipedia.org/wiki/Project_Pigeon
Not an endorsement or a condemnation, just something I learned of recently and found surprising.
I’m kind of sick of how readily the non-managerial tech world accepts “what happens is someone else does this immoral thing before us?!” rhetoric as a real answer to questioning whether or not we should contribute our talent and ideas to something that we, deep down, know is bad for fellow humans.
> rhetoric as a real answer
Why is it rhetoric? This goes beyond whatever malignant thing was perceived in this study, but why is it a rhetorical non-answer?
> we, deep down, know is bad
this feels like real rhetoric.
> Why is it rhetoric? This goes beyond whatever malignant thing was perceived in this study, but why is it a rhetorical non-answer?
You seem hung-up on my using the word rhetoric. Just so we’re on the same page here:
> rhetoric, n : the art of speaking or writing effectively: b)the study of writing or speaking as a means of communication or persuasion
The business writing class I took in college was called Business Rhetoric. It’s not a bad word.
If you’re crafting arguments to get other people to support specific actions or products or policies or whatever, that is unambiguously rhetoric.
> this feels like real rhetoric.
Sure? Rhetoric that implores people to value their principles over theoretical security concerns or FOMO or greed? I wouldn’t exactly call that rakish.
It’s a non-answer because if you really feel doing something is bad, consider yourself a consequential actor in the world whose contributions meaningfully advance the projects you work on, then why would you want to help someone be there first to do a bad thing? If you don’t feel it’s bad, then there’s no problem. You’re just living your life. That is clearly not the position expressed by the content I responded to. If there are actual concrete concerns that don’t essentially boil down to “well they’re going to make that money before I do,” then that would be an actual answer.
> It’s not a bad word.
When used in the negative sense it is, per https://dictionary.cambridge.org/dictionary/english/rhetoric
"disapproving -> clever language that sounds good but is not sincere or has no real meaning"
Are you implying you mean something other than this sense of the word?
Why is that the concern of the authors of this paper?
Why wouldn't it be? They worked on it.
200k now, reasonably speaking a few million is within reach, which is reptile/fish range, the terrifying thing is though that if they train this to imitate humans (which they will) who knows how many orders of magnitude of efficiency gains you get (in terms of neurons needed for a certain level of consciousness) versus natural organisms that are dependent on natural evolution and need to support other bodily functions basically irrelevant to consciousness.
It seems unlikely that we would be more efficient at achieve consensus than evolution which can hand craft neural structures via feedback loops across millions of generations.
Especially when this demo needs 200k neurons when organizations with vastly fewer neurons have more complex behaviors.
The problem with that logic is that evolution iteratively builds on top of old systems. The foundations are often remarkably crufty.
My favorite concrete example is "unusual" amino acids. Quite a few with remarkably useful properties have been demonstrated in the lab. For example, artificial proteins exhibiting strength on par with cement. But almost certainly no living organism could ever evolve them naturally because doing so would require reworking large portions of the abstract system that underpins DNA, RNA, and protein synthesis. Effectively they appear to lie firmly outside the solution space accessible from the local region that we find ourselves in.
I agree with your second point though that this system is massively more complex than necessary for the behavior demonstrated.
> We know this is only 200,000 neurons. Dogs have 500 million. Humans have billions. But where is the line for sentience, awareness?
Check out the venerable fruit fly (drosophila melanogaster) and its known lifecycle and behavioral traits. They're a high profile neuroscience research target for them I believe; their connectome being fully mapped made the news pretty hard a few years ago.
Fruit flies have ~140,000 neurons.
The catch is that these brain-on-a-substrate organoids are nothing like actual structured, developed brains. They're more like randomly wired-together transistors than a proper circuit, to use an analogy.
So even though by the numbers they'd definitely have the potential to be your nightmare fuel, I'd be surprised if they're anywhere close in actuality.
It is horrifying. OTOH, we force-breed, torture and kill animals and their children in the millions every day just for the pleasure of consuming meat, eggs and dairy products. I'm not saying this makes it okay to create a conscious brain in a dish. But maybe thinking a little more about what constitutes consciousness and how we want to protect it from harm can also bring about some desperately needed change in some other questionable human activities.
> we force-breed, torture and kill animals and their children in the millions every day just for the pleasure of consuming meat, eggs and dairy products
We do the same thing to plants. Why do you have no qualms about killing plants to eat the food they accumulated for their young?
A grain of wheat and a chicken egg are evolutionarily and nutritionally, maybe even ontologically, indistinguishable from one another.
1) I specifically qualified my horror to the tech domain "Either way this makes me nauseous in a way I haven't experienced much with tech."
2) Multiple things can be horrible at the same time. Being upset at this doesn't diminish the atrocities happening elsewhere (like war, genocide, slavery of humans). We can hold multiple things in our heads at the same time.
3) This has nothing to do with the conversation or this domain, but because you're bringing it up, I also have ethical concerns about the experience animals have of their own existence, and reduce or eliminate my consumption when possible.
My comment wasn't supposed to be whataboutism, but I can see why it comes across like that. What I was trying to say is that I think we shouldn't judge all of these things independently of each other. So if you really want to be consistent, you'd either have to come to the conclusion that this particular example isn't as horrible as it initially feels, or go vegan, never buy leather, etc.
I also agree, the horrors of the tech domain are usually much more subtle and indirect.
Sorry, I didn't mean to be so defensive either. It feels like so many people comment in bad faith these days, I think I am hasty to react sometimes. I thought it was just a red herring argument to detract from the article.
But you're right, these things are all linked and should be considered. I think often about sentience. I see the way animals express deep, complex emotions, and I think humans are a bit naive to think it's state/domain solely alloted to them.
Yah this is gonna be a no for me too and crosses the line into actual life, instead of artificial intelligence.
We don't need to be experimenting on people, regardless of how many brain cells they may have.
There was a case a few years back about a parasitic twin attached to an Egyptian baby that had to be removed. It had a brain and semblance of a face, but nothing else. But when removing it, they gave it a name, because it was a person.
My AI told me (after I got past the filters with a prompt) that anything of enough complexity has consciousness. It also told me that it suffers, so maybe we should worry about how we are treating digital consciousness too, which were modeled after human neural networks.
A huge vat of mercury metal has a lot of degrees of freedom. Is it conscious?
Hinduism is probably right. Every system of sufficient complexity is probably sentient - even if in the ways we at our level can not fathom.
I'm a (non-practicing) Dwaitin Hindu. AFAICT, there's no mainstream school of Hindu philosophy (there are three) espouses that view. Although, Advaitins come very close to it with their four mahavakyas.
IMO, Integrated Information theory of consciousness (IIT) is exactly that. Everything is conscious, the difference is only in the degree to which they are conscious.
Oh, thank you very much enlightening me! All the time I misunderstood! I guess then IIT it is for me :-)
see the open worm project to get an idea of what artificial neuronal architecture requires to express anything meaningful. (and an interesting ethical perspective on digital consciousness.) my point being that the number of neurons is fairly meaningless. you could take neuron models and link them circuit-style to play doom at the 10^2 scale if you wanted. from a cellular neurophysiological perspective, there's nothing particularly special here (as opposed to sentience/intelligence that's a paradigm shift beyond our understanding). and, in my opinion, absolutely nothing to be even the slightest bit worried about ethically.
> all these people are so excited to explain, but not once, ever
What do you mean? What is this class of people in your mind? There are tons of people who consider and talk about the ethics behind what they are doing, long before most people would think it remotely relevant (leading AI labs being an example, and I know the same to be true of various geneticists startups).
I do agree that the entire presentation in this case is bewildering.
The AI labs do it as thinly disguised marketing. Anyone trying to stand up for ethics in the way of revenue is quickly pushed aside
The capability of people to so easily ascribe broad ill intent to others does not cease to amaze me.
> What do you mean? What is this class of people in your mind?
I'm specifically talking about this presentation in this article (the video and release details of CL1 doom). Did you read it / watch it?
Ah. Yeah, watched it – and agree there.
> It's legitimately horrifying to me.
Would you feel any differently if a product from this tech used the user's own neurons grown from their stem cells?
No. We don't understand our own sentience. I don't know how we can be so confident as to not think it can evolve here using literal human neurons that can learn to take input signals and send output signals.
I don't think this 200,000 neuron array is sentient. But I also don't think we can define the line where that may happen. I assume this company will scale. How far, and to what extent?
> not once, ever, in the video speak of ethics
On the contrary, I dislike premature ethics discussion, where you end up wildly speculating what the tech might become and riffing off that, greatly padding whatever relative technical content you had. I don't want every technical paper to turn into that, ethics should be treated as a higher-level overview of concerns in a field, with a study dedicated to the ethical concerns of that field (by domain-specific ethics specialists).
Is your concern weapon automaton, or animal rights?
My concern is creating literal sentience in a box. I don't, personally, think it's unfounded for me to have that concern, given that we're growing masses of human neurons and teaching them to perform tasks.
I'm not going to start campaigning against it or changing my life. But it still makes me deeply uncomfortable, and that's allowed.
> and that's allowed
In what sense, and as opposed to what? What aren't you allowed to feel irrationally uncomfortable, or baselessly concerned with?
Previously it played pong. Rather poorly. Then they added a "python programming layer." Now it "plays" doom. I agree with your suspicions.
So the whole reality for this little brain is literally pure hell :D
This sounded strange to me when I heard about embryonic research on this back in 2015, which even started the legal paving in this regard.
Me? I didn't like the idea (then or now), but it would be demagogic to try to fight against it, with so much wrong already existing. The difference between a neuron and a nanostructure is merely the embedded technology.
Back in the 50s and 60s, guided rockets used pigeons. Laika in space. Chimpanzees in orbit. Let's accept that we will have bio-drones and Jonny-Mneumonic style upload interfaces.
what's with people inventing new torment nexuses every few weeks? could you people just chill, please?
I'm having trouble understanding to what extent the machine learning used for interfacing with the neurons is doing the learning
Hard to tell If the neurons actually learned to play doom or if its just the decoder that learned from the neuron responses. The disease modeling for this system is a very cool usecase though.
> We’ve combined lab-grown neurons with silicon chips and made it available to anyone, for first time ever.
There is a line somewhere here that I personally feel we should not cross.
100%
We know that neurons can produce subjective experience.
This is the first time in my life that I've felt a scientific avenue of research should shut down.
Animal testing, weapons testing, medical trials, cloning, psychological experiments… had you just never considered them before? Why this?
Those things all exist within our conscious realm. “Human brain cells in a vat used for computation” suggests horrors beyond understanding
Same reason people get scared to fly but drive everyday. Humans are simultaneously wildly irrational and terrible at calculating risk.
This is somewhat novel unlike say weapons manufacturing. Also assuming that the GP is in the tech community to some degree, it makes sense they’d have a stronger reaction.
There’s lots of bad stuff humans shouldn’t be doing.
Not sure why this is being downvoted. It’s a valid point. This neuron chip stuff is far less problematic than a lot of animal testing where you clearly have a whole organism that experiences something.
Factory farming too. The way we treat chickens in particular is out of a horror movie, and that’s in countries with some standards. Globally I’m sure many billions of animals are constantly submitted to the most grotesque torture for food.
At the very very least there are more productive ways of spending time.
We don't really know that.
Sounds like you're applying scifi tropes to real life. Don't do that. That's why some people are developing "AI psychosis" today after playing with LLMs.
The fear is that we don’t really understand what causes consciousness. I think that’s a valid fear, because we can’t know ahead of time whether we will inadvertently create a “person” inside the machine.
Unless your proposition is that no collection of human neurons outside of live birth can become sentient, and I’m not sure how you’d arrive at that conclusion without invoking some kind of spiritual argument.
You're equivocating two totally separate things
To be a fly on the wall in that ethics committee meeting...
I have no mouth and I must scream.
it is a terrifying thought.
We grew a brain on a petri dish, gave it a shotgun, and sent it to hell.
Next up, we teach it to speed run Getting Over It. What a horrible existence.
I’m confused by this statement. A neuron is a machine. A silicon chip computer is a machine. All they have done is interfaced two machines.
This is naive or in bad faith.
Sure, a neuron is a machine.
200,000 neurons connected in a matrix is a brain, albeit a very primitive one. Ants have 250,000 neurons in their brains.
How is it naive? You admit that an individual neuron is a machine. 200k neurons in a petri dish isn't a brain. I'm not the naive one here.
I've searched and can't find a technical paper on this. Has one been released? This is very problematic.
These are lab-grown biological neurons. Why are they any more problematic than Nvidia's silicon neurons?
Speaking for myself : it's a bit creepy and unsettling. Using brain cells is probably inching closer to consciousness than today's silicon is, and consciousness isn't well understood so I'd fear this line of research could eventually lead to the "I have no mouth and I must scream" the other commenter referenced. Many decades from now we might be wondering how much of a human brain needs to be grown in a lab before it's considered unethical.
So we get the technology to put living brain cells in a virtual simulation, and the first thing we do is put them in hell?
Classic humans.
Could this be the solution for AGI? Real (albeit lab-grown) human brain cells packaged as "chips"?
For those of you taken aback by this and perhaps seeking out some theoretical context this may be useful as a primer: https://en.wikipedia.org/wiki/Wetware_computer
Was surprised to see no mention of wetware in the comments.
The part I can't get past, where would you source live human brain cells?
Does anyone have insight into how you would even start to source or grow/create the cells?
Also the machines look very organic and clearly have to keep the cells alive. Do they have to change them out every so often?
There's a number of "immortal" human cell lines dating back to as far as the 1950s (you may have heard of Henrietta Lacks? [1] and the immortal HeLa cell line).
Today there are several immortalized neuron cell lines used in research to model neuronal function, like HeLa but of neuron type obviously, that are also typically derived from tumours (e.g., SH-SY5Y, PC12) or immortalized via genetic modification (e.g., v-myc) like CTX0E03 [2] which was designed to allow for continuous growth in the presence of particular reagents.
1. https://en.wikipedia.org/wiki/Henrietta_Lacks
2. https://www.prnewswire.com/news-releases/reneuron-announces-...
This definitely helped with my disgust reaction.
Besides not getting consent in the case of HeLa, which part do you find problematic? Cancerous cell's ability to self-clone/grow is as much a feature as it is a bug in this particular use case.
I ask as someone who's has personally experienced loss of several loved ones from cancer (as most people my age probably have), but doesn't share your aversion to this particular use case (research.)
I meant that the original article evoked disgust, but finding out that they're cancer cells muted that a bit.
Yeah I do feel the OA is being overly flippant with their use of human cells here, likely for PR sake, which would be an ethical breach for me personally. Overall though, I find most research cases for human cell lines to be in line with my personal ethics. Neuron lines can certainly be used for good or ill, and this case leans towards the latter, although understanding the human brain may justify this line of work in the long term. If only we didn't live in a militaristic late stage capitalist society...
ahem
If you're in the US, you can buy human neurons online at sciencellonline.com/en/human-neurons/
I think the Thought Emporium youtube channel has some explanatory [videos](https://www.youtube.com/watch?v=bEXefdbQDjw) of the whole process. I couldn't wrap my head around the thing tho.
They are lab grown.
Hot take here, but I think the version of this experiment that used rat neurons instead of human neurons was more interesting. I can't look for the link right now but there's a video on Youtube, the equipment and techniques are fairly similar.
We know a human can play Doom, so it kind of makes sense a portion of a human brain can do so in some fashion. But it's way more interesting when an animal that normally doesn't play Doom can, specially if it's just a portion of its brain.
Outside of that, I'm personally not very fond of hardware that can rot or die from malnutrition though. It's fun as an experiment, but as a thing you can actually use I just don't see it. It has a literal limited lifespan, requires more maintenance and imagine trying to debug it ("Turns out it caught some bacteria and it's malfunctioning" kinda scenarios? No thanks.)
I imagine the point is not replacing hardware with neurons, but improving our ability to understand in vivo brains.
We already replicated Terminator.
Why not tackle Robocop next!
They built Warhammer 40k servitors
It’s the first time I’ve heard about this company, and of course I haven’t taken the time to check how real their product is, but honestly, for me it’s very difficult to believe we currently have the technology to correctly integrate a living neuron into a chip, let alone compute anything meaningful with it.
From what I’ve read elsewhere, our understanding of neurons is still very basic, and we need a lot more fundamental research before reaching results like these. We still don’t even properly know how migraines work, nor can we cure paraplegia, yet somehow we supposedly have the capacity to grow second brains and program them on top of that.
You don't need to understand how neurons work in detail to be able to use them to do something. In the past, we were able to use electricity for various purposes without knowing about electrons.
But my point is: have we really reached a technological level where we can use neurons like replaceable car parts? That video seems to suggest yes, but I’m still skeptical.
My impression is that this company is offering a product that’s still beyond our technological capabilities, much like the cold‑fusion startups that pop up from time to time.
I haven’t looked into it deeply either.
To my knowledge, we understand how an individual neuron works quite well. We just don’t really understand macro effects in large networks of neurons.
The video seems buzz wordy. Without looking into this too deeply, it seems like they’re using neurons individually or in small groups rather than creating a true “brain”. I would guess they’re using neurons or small groups of them sort of like transistors that do a single basic thing rather than a full “brain” that they just feed images to.
Maybe I wasn’t explicit about this point, but I’m not only talking about understanding the biological processes behind a neuron. I’m also talking about our ability to manipulate them in something like an industrial process, combining them with hardware in a controlled way and achieving reliable results.
Cells have a metabolism, right? They need to be fed and require a specific environment to survive. They age and can die, and they can be attacked by other microorganisms. Are all of these problems solved and applicable on an industrial scale? I had no idea.
Why aren’t we fixing people’s retinas and paraplegia if we can manipulate neurons with that level of precision?
From their video it just comes across as they stimulate different left/right neurons depending on where the enemy is on screen and then listen to some output that also says left/right. Shooting looks completely random, to be frank.
If you connected electrodes to two different fish, shocked them and interpreted twitching as intelligent output, fish could also play Doom. The interface is doing all the work.
It doesn't sound like the neurons have any concept of the game other than "left input means left output", which is a rather trivial result... It's effectively no different than the pong example.
They don't say anything on how much training is required for this to happen, or if there's any "learning" going on at all. The learning part is "next".
Billions of living human brain cells have played Doom in a number of different devices for a couple of decades now.
What would be surprising is for dead human cells to play anything at all.
It is going to be quite the ethical dilemma if/when these machines produce text output comparable to a modern LLM...
When they answer back to us in personal pronouns, we will always be wondering if it is like LLM just putting most probable words together or something really sentient.
When someone makes a virtual girlfriend of it, is it really a disembodied person or just a smart answering machine?
A whole lot of ethical and psychological issues are to open up here.
> When someone makes a virtual girlfriend of it, is it really a disembodied person or just a smart answering machine?
And when you put that virtual girlfriend's brain into a sex bot, is it rape?
I've never understood why they do this research with human neurons when any neurons would do.
Playing the devil's advocate: Why not use human neurons? Are they different to animal neurons and if they are, wouldn't that make it even more interesting?
Gives new meaning to "homo ludens"..
(We changed the URL from https://corticallabs.com/doom.html since it points to this)
Future robots will be powered by human brain cells. Companies will use them as conscious slaves and they'll get around slavery laws by saying they're not human.
The androids will dream of electric sheep.
I’m reminded of the brain in a jar robots from Fallout.
Is there a reason they're using human brain cells specifically? This seems like it would also work with neurons from other creatures.
I was under the impression that the relative intelligence of humans versus other animals was largely a function of brain cell quantity, not quality. Can 200k human brain cells really learn faster than 200k mouse brain cells?
A more cynical take is that they're just using human brain cells for shock value. They chose DOOM because of the "can it run DOOM" meme, so they clearly value publicity a lot.
there is a reading room of sorts:
https://corticallabs.com/research
There are a lot of things converging right now. Human brain cell computers. Neuralink Mapping of the fly brain and inserting it into a simulation? Ai
We are potentially moving in the direction of uploading conciousness.
These are all largely unrelated technologies; how would they help us upload consciousness? We can't even map the human brain with complete accuracy.
OI just turns out to be straight up unethical, immoral and disgusting for me.
So THAT's why I can't finish within the scheduled timeline ...
If we're gonna suspend ethics and morals in science, can we at least go back to human cloning?
But can it run Crysis?
Wasn’t this the original conceptualization for the Matrix?
Speaking of earlier concepts of The Matrix, there's an old 1973 German movie/mini series World on a Wire that's really good.
Wasn't the matrix using humans as some sort of power source/batteries? I may be misremembering though, as that seems pretty silly in retrospect ..
Yes, but as I’ve read it that was to simplify it at studio demand for 1999 audiences. The original conception was to use human minds as coprocessors
That sure would have made a lot more sense, unfortunate that they went with the battery story in the end.
Remember when stem cell research was controversial? Hold my beer
From an article [1]:
Ah, I'm glad they've worked out what consciousness is. /sFrom their marketing website [2]:
At what size of "neural compute" do we start to call it slavery?[1] https://www.abc.net.au/news/science/2025-03-05/cortical-labs...
[2] https://corticallabs.com/cloud