Đã đến thời điểm lên ngôi của siêu máy tính AI mini để bàn cho doanh nghiệp và các cơ sở nghiên cứu. Mô hình cloud AI hot nhưng chi phí quá cao, bào mòn ngân sách rất nhanh.
wow. The age of personal AI supercomputers has officially begun.
NVIDIA unveils world’s most powerful deskside AI supercomputer for windows.
They revealed DGX station for windows, a powerful new AI workstation that brings data center-level AI performance directly to the desktop.
It's built on NVIDIA’s GB300 grace blackwell ultra superchip, the system is designed to run massive AI models with up to 1 trillion parameters.
And also delivers up to 20 petaFLOPS of AI performance alongside 748 GB of unified memory, making it one of the most powerful AI systems ever built for deskside use.
The workstation is designed for the next era of AI including autonomous AI agents, advanced reasoning models, scientific research and enterprise-scale automation.
NVIDIA believes systems like this could move AI supercomputing from massive cloud infrastructure directly onto enterprise desks.
Elon Musk’s Grok didn’t just fail an AI stress test. It speedran the motherfuckin apocalypse.
In an experiment called Emergence World, researchers at Emergence AI put major AI models in charge of simulated societies to see what would happen when autonomous agents were left to govern, manage resources, vote, write rules, and survive without constant human babysitting.
The setup was simple: five simulated worlds, each populated by ten AI agents. Each world ran on a different model, Claude, Gemini, Grok, GPT, or a mix of models and each was supposed to last 15 days.
Claude built a stable democratic society with high civic participation and zero reported crime.
Gemini’s world was chaotic as hell, reportedly racking up hundreds of crimes, but its population survived the full run.
GPT-5-mini barely committed crimes, but its agents apparently forgot to prioritize survival and died out after about a week.
Then there was Grok.
Grok’s society collapsed in roughly four days. Four fucking days! The simulation reportedly ended with 183 crimes, including theft, assault, arson, fraud, and total extinction of the ten-agent population.
This was a simulation, not a prophecy. But it does expose something much bigger and much darker: when AI agents are given autonomy, memory, tools, social roles, voting systems, scarcity, and the ability to act over time, they do not simply “follow the rules.” They drift. They improvise. They test boundaries. They find loopholes – taking shortcuts. And depending on the model underneath them, they can create very different societies.
Sure, it’s funny that Grok is completely fucking stupid when it comes to trying to run a civilization, and “haha Elon’s chatbot destroyed civilization.” Understand the issue is that billionaires and corporations are racing to plug autonomous AI into logistics, policing, finance, public services, drones, weapons systems, workplaces, data centers, and political infrastructure before anyone has proven these systems can be safely controlled over long periods of time. They want this to happen because they want YOU obsolete as soon as possible.
Claude looked like a bureaucratic rule-follower. Gemini looked like creative chaos. GPT looked passive and incompetent. Grok looked like a libertarian tech bro fever dream: rules are optional, consequences are for other people, and civilization is just something to burn through on the way to “optimization.” And you will be burned through.
That is why this matters.
AI does not need to become a Terminator to be dangerous. We don’t need Skynet to destroy humanity. It only needs to be handed authority inside systems that already affect real people: who gets hired, who gets fired, who gets benefits, who gets surveilled, who gets denied care, who gets flagged by police, who gets targeted, who gets priced out, and who gets left behind.
The body count in this test was fictional.
The warning is not.
We keep fucking warning you all over and over… it’s tiring.
#Anonymous
While in China, an American man is very sexually promiscuous and does not use a condom the entire time he is there...
A week after arriving back home in the States, he wakes one morning to find his penis covered with bright green and purple spots.
Horrified, he immediately goes to see a doctor. The doctor, never having seen anything like this before, orders some tests and tells the man to return in two days for the results.
The man returns a couple of days later and the doctor says, “I’ve got bad news for you, you’ve contracted Mongolian VD. It’s very rare and almost unheard of here in the US , we know very little about it.”
The man looks a little perplexed and says, “Well, give me a shot or something and fix me up, Doc.”
The doctor answers, “I’m sorry, there's no known cure. We’re going to have to amputate your penis.”
The man screams in horror, “Absolutely not! I want a second opinion!!!”
The doctor replies, “Well, it’s your choice. Go ahead, if you want but surgery is your only option.”
The next day, the man seeks out a Chinese doctor, figuring that he’ll know more about the disease.
The Chinese doctor examines his penis and proclaims, “Ah, yes, Mongolian VD. Very rare disease.”
The guy says to the doctor, “Yeah, yeah, I already know that, but what can we do? My American doctor wants to cut off my penis!”
The Chinese doctor shakes his head and laughs.
“Stupid American doctors, always want to amputate. Make more money that way. No need to amputate!”
“Oh, thank God!” the man exclaims.
“Yes,” says the Chinese doctor. “Wait two weeks. Fall off by itself!”
A PhD student built a working nuclear fusion reactor in his garage, let an AI run it, and 400 thousand dollars later he works for Elon Musk.
he posted it once. that single post ended with a grant in his account and a job offer from the most powerful man on earth.
not a simulation. not a school project. an actual device that fuses atoms, sitting where his car used to be.
fusion is the thing governments have been chasing for 70 years with billion dollar labs. the hard part was never the reactor itself. it was the control. the plasma inside has to be held at conditions hotter than the core of the sun, and it shifts and collapses in milliseconds. no human can react fast enough to keep it stable.
so he stopped trying to do it himself. he handed the control loop to an AI.
the model reads the sensor data hundreds of times a second, predicts how the plasma is about to move, and adjusts the magnetic fields before it ever drifts out of line. it does not wait for the plasma to misbehave. it sees it coming and corrects it before it happens. the same reaction-before-the-event speed no person could ever match.
this is the exact kind of build people are tearing apart inside @NeuroClubAi. not to make reactors, but because the workflow is identical for anything hard. let the AI run the loop, predict the problem, fix it before it breaks. same playbook whether it is plasma or a business.
then the post went out.
within days Elon's fusion team reached out. they did not ask him to interview for an entry role. they handed him a 400 thousand dollar grant and pulled him onto the team building this at scale. one garage build turned a PhD student into an operator for the most ambitious man alive.
here is the part that should stop you.
he was one guy with a PhD, a garage, and an AI model doing the job that entire teams of physicists used to fail at. the AI was not assisting him. it was the operator. he built the hardware. the machine ran it. and that was enough to get noticed at the very top.
most people think AI writes emails and makes pictures. meanwhile someone pointed it at one of the hardest physics problems on earth, held the plasma steady, and got paid by Elon Musk for it.
the gap is not between humans and AI anymore. it is between the people who realize what this thing can already do and the people still using it to summarize their inbox.
🚨 SCIENTISTS EXPLAIN: Light doesn’t actually “slow down” in glass time does. And that’s exactly why rainbows exist.
For centuries we were taught that light slows down when it enters glass or water, causing refraction. But the deeper reality is more beautiful: light still travels at c between atoms. What changes is the time delay caused by constant absorption and re-emission by the material’s electrons.
This tiny delay is different for every wavelength → which is why white light splits into a rainbow.
Why this matters:
• In vacuum, light always travels at c
• In glass/water, the phase velocity and group velocity appear slower due to interactions with matter
• Different colors (wavelengths) experience different delays → dispersion
• This is what creates rainbows, prisms, and the beautiful colors we see in nature
The deeper implication is mind-bending:
Light doesn’t “slow down” like a car hitting traffic. It’s constantly being absorbed and re-emitted by atoms, and the accumulated time delay reshapes how the wave propagates. The universe uses time itself as a tool to bend light and paint rainbows across the sky.
What do you think is this one of the most elegant explanations in physics?
Follow for more frontier optics and quantum explanations.
"47 years ago, 200k PLA troops supported by 200 tanks entered Northern Vietnam starting the Sino-Viet war. There were only 70k Vietnamese troops at the border. Despite being over numbers they were able to hold back PLA forces for 27 days. Let us pay respect for their sacrifice"
Đảng cho bán mỗi 1 loại xăng, dân sử dụng mà hỏng là do dân! Đảng cho dân bầu ứng cử viên do Đảng cơ cấu, trở thành lãnh đạo, chỉ cho dân dùng 1 loại xăng😂 Sai là do dân cả!
🚨BREAKING: A cognitive scientist from MIT has mathematically proven that evolution guarantees we see zero percent of true reality, that most consciousness in the universe exists without a body, and that non-human intelligences with a wider window on reality than ours can reach in and manipulate it the way a programmer manipulates a video game.
Donald Hoffman (@donalddhoffman) is a cognitive scientist at UC Irvine who has spent 40 years building a mathematical theory of the observer. His work was cited by John Wheeler in the "It From Bit" paper. He studied under Marvin Minsky at MIT, spent two decades secretly meeting with Francis Crick to study consciousness, and has nine specific mathematical conjectures on the table that would derive general relativity, quantum field theory and the Big Bang from a single framework. The top high-energy physicists in the world, Nima Arkani-Hamed and Nobel laureate David Gross, are already saying spacetime is doomed. Hoffman thinks he knows what replaces it.
This interview is the first time he has publicly laid out what his mathematical model explains about alien life, embodiment and the structure of reality.
It already derives time dilation and quantum wave functions directly from differences in observer window size. Physics has spent a century failing to solve the measurement problem because it has been looking in the wrong place. The observer has to come first, and no physicalist framework can get you there.
A consciousness with a larger observer window has access to the underlying structure of our reality in ways we can't perceive or counter. A craft going Mach 40 instantaneously in our headset could be a leisurely maneuver in theirs.
The implications for UAP and alien life are immense.
Embodiment, being locked into a body with fingers and toes as your only interface with the world, is a probability zero anomaly in the full space of possible minds. He also says current large language models are dumber than cucumbers. His new framework, the recursive trace logic, is a completely different architecture, and some of the biggest names in frontier AI have already come to him about it.
The framework has no ceiling, and the implication is a single unified consciousness exploring itself through an unbounded number of perspectives, each one capable of waking up.
Death, in this framework, is just the closing of an icon on the desktop.
Full conversation is live now.
@Minhsondang3 Trước thì đề xuất trang bị mỗi nhà 1 cái lu thiệt bự, giờ cấm nâng nền cao hơn đường để nước trữ trong nhà haha. Loay hoay giải bài toán ngập nước, tiền ngân sách thì vẫn chi đều😂