OpenAI used $15 MILLION in tokens to tackle this 90-year-old mathematical mystery.
The NavierβStokes equations describe how fluids move, from water swirling in a glass to air flowing over a wing.
The mystery is whether a smooth 3D flow can remain stable forever, or tighten into a singularity where velocity becomes infinite in finite time.
OpenAI deployed 10,000 coordinating AI agents, which would cost an everyday user $15M in tokens, paired with a next-generation model. The system first solved a simpler version before producing a full result in just 88 hours.
The proposed solution identifies a vortex that spirals inward and stretches until the flow breaks down, while total energy remains finite.
The proof was then formally verified in Lean, allowing a computer to check every logical step.
The problem carries a $1 MILLION Clay Mathematics Institute prize, which OpenAI says it will not accept.
The NavierβStokes equations describe how fluids move, from water swirling in a glass to air flowing over a wing.
The mystery is whether a smooth 3D flow can remain stable forever, or tighten into a singularity where velocity becomes infinite in finite time.
OpenAI deployed 10,000 coordinating AI agents, which would cost an everyday user $15M in tokens, paired with a next-generation model. The system first solved a simpler version before producing a full result in just 88 hours.
The proposed solution identifies a vortex that spirals inward and stretches until the flow breaks down, while total energy remains finite.
The proof was then formally verified in Lean, allowing a computer to check every logical step.
The problem carries a $1 MILLION Clay Mathematics Institute prize, which OpenAI says it will not accept.
DeepSeek just made its AI architecture much cheaper
DeepSeek has introduced V4.1-Flash, a new multimodal model designed to deliver more intelligence while using dramatically less compute and memory.
The model has 552B parameters, but only 8B are active for input and 16B for output thanks to a new Causal EncoderβDecoder architecture. DeepSeek says its combination of new pre-training and large-scale RL can outperform even its flagship V4-Pro on several benchmarks.
The bigger breakthrough may be efficiency. V4.1-Flash uses just 1/4 of the HBM and 1/8 of the SSD storage needed for its previous-generation KV cache. That matters a lot for AI agents, where cached context can become a major part of inference costs.
DeepSeek is also cutting prices, with off-peak rates set at 50% of peak pricing.
Source.
DeepSeek has introduced V4.1-Flash, a new multimodal model designed to deliver more intelligence while using dramatically less compute and memory.
The model has 552B parameters, but only 8B are active for input and 16B for output thanks to a new Causal EncoderβDecoder architecture. DeepSeek says its combination of new pre-training and large-scale RL can outperform even its flagship V4-Pro on several benchmarks.
The bigger breakthrough may be efficiency. V4.1-Flash uses just 1/4 of the HBM and 1/8 of the SSD storage needed for its previous-generation KV cache. That matters a lot for AI agents, where cached context can become a major part of inference costs.
DeepSeek is also cutting prices, with off-peak rates set at 50% of peak pricing.
Source.
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AI consciousness may finally be testable
For decades, AI consciousness was mostly a philosophical debate. There was no clear way to test whether a machine was actually experiencing anything.
Now researchers have proposed MEM, Motivated Emotional Mind, a mathematical and architectural framework designed to make machine consciousness a falsifiable hypothesis.
The framework argues that language fluency, multimodality, memory, planning or even a humanoid body arenβt enough to establish consciousness.
Instead, researchers should look for specific architectural and causal properties that can be experimentally tested and potentially disproven.
That could become crucial as AI systems become increasingly convincing and millions of people form emotional relationships with them.
We may soon have to answer a strange question: is there actually a mind behind the machine, or are we simply watching an incredibly convincing simulation?
Source.
For decades, AI consciousness was mostly a philosophical debate. There was no clear way to test whether a machine was actually experiencing anything.
Now researchers have proposed MEM, Motivated Emotional Mind, a mathematical and architectural framework designed to make machine consciousness a falsifiable hypothesis.
The framework argues that language fluency, multimodality, memory, planning or even a humanoid body arenβt enough to establish consciousness.
Instead, researchers should look for specific architectural and causal properties that can be experimentally tested and potentially disproven.
That could become crucial as AI systems become increasingly convincing and millions of people form emotional relationships with them.
We may soon have to answer a strange question: is there actually a mind behind the machine, or are we simply watching an incredibly convincing simulation?
Source.
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Iranian documentary filmmaker Javad Gharaei released footage he says shows the moment an Iranian pilot was found after his Yak-130 jet was shot down by an Israeli F-35 during the 40-day war.
The pilot had ejected over the mountains of Lavasan, northeast of Tehran.
The pilot had ejected over the mountains of Lavasan, northeast of Tehran.
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π¨π³ Chinaβs young generation is losing faith in the promise of hard work
For decades, millions of Chinese families believed the formula was simple: study hard, get a good job, buy a home, and build a better life than your parents. Now, that promise is becoming harder to keep.
According to The Wall Street Journal, Chinaβs young people are facing a brutal combination of unemployment, layoffs, falling wages and rising financial pressure.
The numbers paint a troubling picture. Youth unemployment among 16β24-year-olds has approached 19%, while unemployment among those aged 25β29 stands at 7.5%. Meanwhile, a record 12.7 million university graduates entered the job market this year, competing for opportunities in an economy already under pressure.
The property crisis has wiped out jobs across construction and real estate, while major technology companies, including Alibaba and ByteDance, have reportedly been cutting staff. Even a university degree no longer guarantees a secure start to a career.
And AI could make the situation worse.
According to the WSJ, some major Chinese employers privately estimate that AI could eliminate 30% or more of their current jobs. Research analyzing hundreds of millions of job postings has also pointed to declining demand for workers with just one to three years of experience.
That creates a dangerous cycle: companies need fewer entry-level workers, graduates struggle to get their first jobs, and those who do find work increasingly turn to temporary or gig-based employment.
The consequences extend far beyond the workplace. Young people are delaying marriage, having fewer children and moving back in with their parents because they cannot afford independent lives. Others are abandoning traditional career ambitions altogether.
For China, this is more than an employment problem. When young people lack stable incomes, they spend less, postpone major life decisions and become less likely to buy homes, putting even more pressure on an economy already struggling with its property crisis.
The deeper problem is a broken expectation. An entire generation was taught that education and hard work would lead to financial security. Now, many are discovering that the old rules may no longer apply.
For decades, millions of Chinese families believed the formula was simple: study hard, get a good job, buy a home, and build a better life than your parents. Now, that promise is becoming harder to keep.
According to The Wall Street Journal, Chinaβs young people are facing a brutal combination of unemployment, layoffs, falling wages and rising financial pressure.
The numbers paint a troubling picture. Youth unemployment among 16β24-year-olds has approached 19%, while unemployment among those aged 25β29 stands at 7.5%. Meanwhile, a record 12.7 million university graduates entered the job market this year, competing for opportunities in an economy already under pressure.
The property crisis has wiped out jobs across construction and real estate, while major technology companies, including Alibaba and ByteDance, have reportedly been cutting staff. Even a university degree no longer guarantees a secure start to a career.
And AI could make the situation worse.
According to the WSJ, some major Chinese employers privately estimate that AI could eliminate 30% or more of their current jobs. Research analyzing hundreds of millions of job postings has also pointed to declining demand for workers with just one to three years of experience.
That creates a dangerous cycle: companies need fewer entry-level workers, graduates struggle to get their first jobs, and those who do find work increasingly turn to temporary or gig-based employment.
The consequences extend far beyond the workplace. Young people are delaying marriage, having fewer children and moving back in with their parents because they cannot afford independent lives. Others are abandoning traditional career ambitions altogether.
For China, this is more than an employment problem. When young people lack stable incomes, they spend less, postpone major life decisions and become less likely to buy homes, putting even more pressure on an economy already struggling with its property crisis.
The deeper problem is a broken expectation. An entire generation was taught that education and hard work would lead to financial security. Now, many are discovering that the old rules may no longer apply.
A hacker cracked open a Samsung TV and says an AI inside tracks what you watch
A bug bounty hunter who goes by log4j kept getting oddly specific ads on a 2025 Samsung TV. The firmware was encrypted, so they used zero-day bugs to take full control of the set and posted the findings this week.
They say it runs a small AI model that follows what you watch in apps like YouTube, which ads you skip and how far into a video you get. The TV also processes screenshots and classifies the sounds it hears, like a dog barking or a baby crying, before reporting to Samsung. TVs without a mic look for one on a connected soundbar or Bluetooth device, they say.
Then OpenAI deactivated their account for "Cyber Abuse." log4j says they only used it for local reverse engineering and lost about $500.
Nothing is independently confirmed yet and the full write-up is still coming, Tom's Hardware reports. A Hugging Face engineer testing a rooted TV saw the mic open for 5 seconds, then stay off for hours.
A bug bounty hunter who goes by log4j kept getting oddly specific ads on a 2025 Samsung TV. The firmware was encrypted, so they used zero-day bugs to take full control of the set and posted the findings this week.
They say it runs a small AI model that follows what you watch in apps like YouTube, which ads you skip and how far into a video you get. The TV also processes screenshots and classifies the sounds it hears, like a dog barking or a baby crying, before reporting to Samsung. TVs without a mic look for one on a connected soundbar or Bluetooth device, they say.
Then OpenAI deactivated their account for "Cyber Abuse." log4j says they only used it for local reverse engineering and lost about $500.
Nothing is independently confirmed yet and the full write-up is still coming, Tom's Hardware reports. A Hugging Face engineer testing a rooted TV saw the mic open for 5 seconds, then stay off for hours.
OpenAI's new GPT-6.1 Terra looks at your screen, then acts on it
GPT-6.1 Terra is now in ChatGPT Work and Codex for Plus, Pro, Business, Enterprise and Edu users, according to OpenAI's changelog.
OpenAI calls it a fast, efficient model for professional work. It reads images and screens, then acts on what it finds across your browser, desktop and apps.
It's also tuned to write plainly: results first, supporting details after.
You pick it under Advanced in the model list of the ChatGPT desktop app or Work on the web. It isn't available in regular Chat.
GPT-6.1 Terra is now in ChatGPT Work and Codex for Plus, Pro, Business, Enterprise and Edu users, according to OpenAI's changelog.
OpenAI calls it a fast, efficient model for professional work. It reads images and screens, then acts on what it finds across your browser, desktop and apps.
It's also tuned to write plainly: results first, supporting details after.
You pick it under Advanced in the model list of the ChatGPT desktop app or Work on the web. It isn't available in regular Chat.
Microsoft just offered 60,000 employees money to leave
About 60,000 people, roughly 27% of Microsoft's 223,000 staff, can now take a voluntary exit offer, CNBC reports. It covers the US, Canada, the UK and India, up to level 70, which includes some senior leaders.
The package matches Microsoft's standard severance: pay based on tenure, continued stock vesting and healthcare for a set period. Staff have until early December to decide. Those who say yes leave at the end of the year.
Sales is sitting it out, while Copilot, CoreAI, Windows and Xbox teams take part, according to The Times of India.
The offer follows a year of heavy AI infrastructure spending and job cuts. Chief People Officer Amy Coleman called it "another way to adapt their workforce to changing needs."
About 60,000 people, roughly 27% of Microsoft's 223,000 staff, can now take a voluntary exit offer, CNBC reports. It covers the US, Canada, the UK and India, up to level 70, which includes some senior leaders.
The package matches Microsoft's standard severance: pay based on tenure, continued stock vesting and healthcare for a set period. Staff have until early December to decide. Those who say yes leave at the end of the year.
Sales is sitting it out, while Copilot, CoreAI, Windows and Xbox teams take part, according to The Times of India.
The offer follows a year of heavy AI infrastructure spending and job cuts. Chief People Officer Amy Coleman called it "another way to adapt their workforce to changing needs."
OpenAI's former science chief raised $215M to build robot chemistry labs in the US
Kevin Weil, who ran product and then science at OpenAI, launched Warp Sciences last week with a $215 million round led by Lightspeed. TechCrunch puts the valuation at $865 million.
Warp makes and tests molecules for drug companies. Pharma has long outsourced that work to contractors in China such as WuXi AppTec, and Warp wants to bring it back to the US.
Its chemists will wear cameras and sensor gloves so robots can learn their lab work. Warp records every run, failed steps included, as data for its models.
Weil says AI still lags in the physical sciences because models don't get enough experimental data. "The lab improves the AI, and the AI improves the lab," he wrote.
Kevin Weil, who ran product and then science at OpenAI, launched Warp Sciences last week with a $215 million round led by Lightspeed. TechCrunch puts the valuation at $865 million.
Warp makes and tests molecules for drug companies. Pharma has long outsourced that work to contractors in China such as WuXi AppTec, and Warp wants to bring it back to the US.
Its chemists will wear cameras and sensor gloves so robots can learn their lab work. Warp records every run, failed steps included, as data for its models.
Weil says AI still lags in the physical sciences because models don't get enough experimental data. "The lab improves the AI, and the AI improves the lab," he wrote.
β΄οΈ Anthropic is going public
The company behind Claude has publicly filed for an IPO. Its stock will trade on Nasdaq under the ticker ANT.
What we know:
The company behind Claude has publicly filed for an IPO. Its stock will trade on Nasdaq under the ticker ANT.
What we know:
β It could be one of the largest IPOs in history. According to Bloomberg, the company expects to raise at least as much as SpaceX, which raised around $86 billion in its June IPOThe market can move either way, and leverage amplifies both profits and losses.
β In May, Anthropic was valued at $965 billion. Some reports suggest its IPO valuation could reach $1.5 to $2 trillion
β Anthropicβs revenue for the first half of the year was $16.3 billion, up from $1.2 billion a year earlier
Trading could begin in November, but thereβs no exact date yet.
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OpenAI and Sequoia will pay $100K for the best poker bot built in one hour
Teams of one or two students get 60 minutes to build a poker bot from scratch. Then the bots play 10,000 games against each other.
The tournament is called No Limit. Sequoia, OpenAI and trading firm Citadel Securities host it, and it's open to US university students and 2025 or 2026 grads.
Regionals run in the Bay Area, Boston and Pittsburgh on November 6, 9 and 12. The top teams fly to the San Francisco final on November 15.
AI researcher Noam Brown says MIT has long run a month-long class where students build poker AIs for cash prizes:
Teams of one or two students get 60 minutes to build a poker bot from scratch. Then the bots play 10,000 games against each other.
The tournament is called No Limit. Sequoia, OpenAI and trading firm Citadel Securities host it, and it's open to US university students and 2025 or 2026 grads.
Regionals run in the Bay Area, Boston and Pittsburgh on November 6, 9 and 12. The top teams fly to the San Francisco final on November 15.
AI researcher Noam Brown says MIT has long run a month-long class where students build poker AIs for cash prizes:
"Coding agents have accelerated that process so much that it's now possible to build a poker bot in an hour."
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ChatGPT can now dig through your iCloud Mail and Calendar
OpenAI added iCloud Mail and Calendar plugins to ChatGPT, a much-requested feature.
You can ask it to find that one email, catch up on your inbox, check what's next or update a calendar event.
It works on every ChatGPT plan, free included, on the web, desktop and iOS.
OpenAI added iCloud Mail and Calendar plugins to ChatGPT, a much-requested feature.
You can ask it to find that one email, catch up on your inbox, check what's next or update a calendar event.
It works on every ChatGPT plan, free included, on the web, desktop and iOS.
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Two weeks after Argon, Google has a new No. 1 AI model
Gemini 4 Carbon is Google's next frontier model, and it tops the Artificial Analysis Intelligence Index with 59 points. Claude Opus 5.5 has 58, GPT-6 Astra 57.
The biggest jump is in cybersecurity. Carbon scores 88.2% on SEC-bench Pro, a test of finding vulnerabilities. Google's Chrome team says it did over 10 times better than another lab's large frontier model at writing high-quality security patches.
It isn't first everywhere. On coding agents it ranks second, 59 points to 62 for Claude Code running Opus 5.5.
You can't use it yet. Some cyber defenders get access this week, then trusted partners, with "wider availability soon." The introductory price is $2 per million input tokens and $10 per million output, later $4 and $20.
Gemini 4 Carbon is Google's next frontier model, and it tops the Artificial Analysis Intelligence Index with 59 points. Claude Opus 5.5 has 58, GPT-6 Astra 57.
The biggest jump is in cybersecurity. Carbon scores 88.2% on SEC-bench Pro, a test of finding vulnerabilities. Google's Chrome team says it did over 10 times better than another lab's large frontier model at writing high-quality security patches.
It isn't first everywhere. On coding agents it ranks second, 59 points to 62 for Claude Code running Opus 5.5.
You can't use it yet. Some cyber defenders get access this week, then trusted partners, with "wider availability soon." The introductory price is $2 per million input tokens and $10 per million output, later $4 and $20.
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