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A Dish of Neurons Playing DOOM Is the Wildest Thing I’ve Seen in Ages

A Dish of Neurons Playing DOOM Is the Wildest Thing I’ve Seen in Ages

A couple of years ago, a company called Cortical Labs released a video that showed a simplified version of Pong being played by a culture of human neurons in a Petri dish. The idea that a bunch of neurons in a dish can do anything is impressive enough, but it turns out that things have gotten significantly crazier since then, because the company has now managed to get a similar culture of neurons to play Doom.

In a very slick marketing video, the company demonstrates “real neuron gameplay”: Doom running on its CL-1 neural computing system, a microchip upon which 200,000 human neurons are mounted in something called a “multi-electrode array.” (For comparison, while the exact number of neurons in an average human brain remains the subject of some debate, it’s in the order of tens of billions—which really just reinforces how astonishingly powerful and complex our own brains are.)

Anyway, this video is wild—and it just gets wilder as various company representatives explain exactly what’s going on.

First, the chip isn’t running Doom; it’s playing Doom. Or, to be more accurate, various elements of the on-screen data are being mapped to patterns of electric stimuli, which are then transmitted to the neurons. The neurons respond to these stimuli with signals of their own, which control the on-screen character’s actions: “If the neurons fire in a specific pattern, Doomguy shoots. If they fire in another pattern, he moves to the right. And so on.”

At one point, a researcher shows some microscope images of the chip, and we see how intricate and very clearly organic webs of neurons wind around the crisp, straight lines of circuitry. It looks like something straight out of a sci-fi film. I mean, look at this:

© Cortical Labs / YouTube

The other thing is that the neurons are learning. At present, they’re not particularly good at Doom: “The cells play like a beginner who’s never seen a computer. And in all fairness, they haven’t.” But give them a couple of years, and who knows? The plasticity of the networks that neurons form is a big part of what makes our own brains so powerful and adaptable. If these networks adapt in the same manner, we might just find that they end up being very, very good at Doom.

(With that said, save for a couple of short exceptions, the footage doesn’t actually depict Doom. The neurons are playing Freedoom, which runs on the Doom engine—which has been open-sourced for decades—but uses none of Doom’s iconic demons or weapons, which remain under copyright. We have nothing against Freedoom per se, but come on—can we not at least furnish our future brain-in-a-vat overlords with a proper copy DOOM.WAD?)

There are obviously many fascinating and potentially troubling questions raised by this sort of technology. One that springs to mind immediately is, “Whose cells are these?” They must contain somebody’s DNA. Are we going to end up with another Henrietta Lacks situation two decades down the line, where every one of the neurocomputers thrashing everyone online at Call of Duty 17 contains neurons that originate with the same person?

The company has launched something it’s calling the “Cortical Cloud,” which promises to allow developers the world over to experiment with the CL-1 via a Python-based API. This collegiate spirit is admirable, but the idea of human neurons ending up being used to generate AI porn or something feels… unpleasant. Who knows, though? Maybe in a couple of generations’ time, it’ll feel just as commonplace as today’s insanely complicated processors being used for the same purpose.

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                                                            TL;DR: Microsoft Windows 11 Pro is down to just .97, giving users an easy OS upgrade with advanced security, productivity tools, gaming features, and Copilot AI.
Some upgrades just feel right. This is one of them.If your PC has been running a little sluggish or you’ve been meaning to bring your system up to speed, Windows 11 Pro is just .97 (reg. 9) — a rare, time-sensitive offer that rewards quick, savvy decisions.
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                By signing up, you agree to receive recurring automated SMS marketing messages from Mashable Deals at the number provided. Msg and data rates may apply. Up to 2 messages/day. Reply STOP to opt out, HELP for help. Consent is not a condition of purchase. See our Privacy Policy and Terms of Use.
            
        
    

This isn’t about chasing trends; it’s more about giving your computer the modern foundation it deserves. Windows 11 Pro brings a sleeker UI, better multitasking, and enhanced security — all in a one-time lifetime license.Think of it as the difference between driving a reliable car and suddenly upgrading to one with a smarter dashboard, smoother handling, and built-in security features.For professionals, creators, and power users, this upgrade also unlocks features like Hyper-V, Windows Sandbox, BitLocker encryption, and seamless Azure AD integration — tools that make a real difference when you’re working across projects or managing sensitive data.And yes, Windows 11 comes with Copilot, Microsoft’s AI-powered assistant that can summarize pages, change settings, or even help you generate code on the fly. It’s like having a co-pilot (literally) inside your OS.
        
            Mashable Deals
        
        
            
                            
                    
                    
                    
                    
                    
                        By signing up, you agree to receive recurring automated SMS marketing messages from Mashable Deals at the number provided. Msg and data rates may apply. Up to 2 messages/day. Reply STOP to opt out, HELP for help. Consent is not a condition of purchase. See our Privacy Policy and Terms of Use.
                    
                
                        
        
    
But you don’t need convincing — you already know a smart upgrade when you see one. Get Windows 11 Pro for just .97 (reg. 9).StackSocial prices subject to change.

                    
                                            
                            
                        
                                    #Dont #pay #Windows #Pro

Windows 11 Pro is down to just $12.97, giving users an easy OS upgrade with advanced security, productivity tools, gaming features, and Copilot AI.


Some upgrades just feel right. This is one of them.

If your PC has been running a little sluggish or you’ve been meaning to bring your system up to speed, Windows 11 Pro is just $12.97 (reg. $199) — a rare, time-sensitive offer that rewards quick, savvy decisions.

Mashable Deals

By signing up, you agree to receive recurring automated SMS marketing messages from Mashable Deals at the number provided. Msg and data rates may apply. Up to 2 messages/day. Reply STOP to opt out, HELP for help. Consent is not a condition of purchase. See our Privacy Policy and Terms of Use.

This isn’t about chasing trends; it’s more about giving your computer the modern foundation it deserves. Windows 11 Pro brings a sleeker UI, better multitasking, and enhanced security — all in a one-time lifetime license.

Think of it as the difference between driving a reliable car and suddenly upgrading to one with a smarter dashboard, smoother handling, and built-in security features.

For professionals, creators, and power users, this upgrade also unlocks features like Hyper-V, Windows Sandbox, BitLocker encryption, and seamless Azure AD integration — tools that make a real difference when you’re working across projects or managing sensitive data.

And yes, Windows 11 comes with Copilot, Microsoft’s AI-powered assistant that can summarize pages, change settings, or even help you generate code on the fly. It’s like having a co-pilot (literally) inside your OS.

But you don’t need convincing — you already know a smart upgrade when you see one. Get Windows 11 Pro for just $12.97 (reg. $199).

StackSocial prices subject to change.

#Dont #pay #Windows #Pro">Don’t pay $199 for Windows 11 Pro when it’s currently just $13

TL;DR: Microsoft Windows 11 Pro is down to just $12.97, giving users an easy OS upgrade with advanced security, productivity tools, gaming features, and Copilot AI.


Some upgrades just feel right. This is one of them.

If your PC has been running a little sluggish or you’ve been meaning to bring your system up to speed, Windows 11 Pro is just $12.97 (reg. $199) — a rare, time-sensitive offer that rewards quick, savvy decisions.

Mashable Deals

By signing up, you agree to receive recurring automated SMS marketing messages from Mashable Deals at the number provided. Msg and data rates may apply. Up to 2 messages/day. Reply STOP to opt out, HELP for help. Consent is not a condition of purchase. See our Privacy Policy and Terms of Use.

This isn’t about chasing trends; it’s more about giving your computer the modern foundation it deserves. Windows 11 Pro brings a sleeker UI, better multitasking, and enhanced security — all in a one-time lifetime license.

Think of it as the difference between driving a reliable car and suddenly upgrading to one with a smarter dashboard, smoother handling, and built-in security features.

For professionals, creators, and power users, this upgrade also unlocks features like Hyper-V, Windows Sandbox, BitLocker encryption, and seamless Azure AD integration — tools that make a real difference when you’re working across projects or managing sensitive data.

And yes, Windows 11 comes with Copilot, Microsoft’s AI-powered assistant that can summarize pages, change settings, or even help you generate code on the fly. It’s like having a co-pilot (literally) inside your OS.

But you don’t need convincing — you already know a smart upgrade when you see one. Get Windows 11 Pro for just $12.97 (reg. $199).

StackSocial prices subject to change.

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