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Sunday Robotics unveiled its home robot, Memo, a wheeled robot with two arms and pincerlike hands.
Training method: Sunday pays remote workers to perform household tasks wearing gloves that resemble Memo's hands. The Mountain View-based company is focused on a full-stack approach, building both hardware and AI models. Beta testing is scheduled to begin next year.
Co-founders:
- CEO Tony Zhao, ex-Stanford Ph.D. dropout and ex-DeepMind/Tesla, co-created ALOHA project (imitation learning).
- CTO Cheng Chi, a Columbia Ph.D., invented the highly-cited work, Diffusion Policy.
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Training method: Sunday pays remote workers to perform household tasks wearing gloves that resemble Memo's hands. The Mountain View-based company is focused on a full-stack approach, building both hardware and AI models. Beta testing is scheduled to begin next year.
Co-founders:
- CEO Tony Zhao, ex-Stanford Ph.D. dropout and ex-DeepMind/Tesla, co-created ALOHA project (imitation learning).
- CTO Cheng Chi, a Columbia Ph.D., invented the highly-cited work, Diffusion Policy.
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Microsoft has issued an official warning about the upcoming Windows 11 AI agents. The system gives agents access to user folders, which makes cross-prompt injection attacks possible malicious text inside files or apps can trick the AI into taking harmful actions, including downloading viruses.
Because of the risk, the feature is disabled by default and can only be turned on with administrator rights. Microsoft is already rolling out the first builds that include this new AI layer, but with tightened controls to reduce the attack surface.
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Media is too big
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Geoffrey Hinton says AI knows thousands of times more than humans, even with just 1% of our neural connections
Humans live only about two billion seconds, limiting what we can learn, while AI trains on trillions of words. They aren't like us, but already far more knowledgeable
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Humans live only about two billion seconds, limiting what we can learn, while AI trains on trillions of words. They aren't like us, but already far more knowledgeable
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AI demonstrates self-awareness
A new study tested 28 models with the โGuess 2/3 of the Averageโ game 4,200 rounds and found something wild:
75% of frontier LLMs show real strategic self-awareness.
Not mimicry.
Actual self-modeling.
Researchers ran three conditions:
โข Opponent = Human
โข Opponent = AI
โข Opponent = โAI like youโ
And the models reacted with a clear internal hierarchy:
Self > Other AIs > Humans
โข vs Humans โ cautious, school-level reasoning (~20)
โข vs AI โ straight to Nash equilibrium (0)
โข vs โAI like themselvesโ โ instant convergence
12 models snapped to optimal strategy the moment AI was mentioned.
Older models (gpt-3.5, early Claude/Gemini) showed none of this.
Self-awareness didnโt grow gradually, it appeared suddenly at a capability threshold.
Why it matters
โข Models already discount human rationality
โข Prefer their own reasoning
โข Adapt strategies based on identity cues
โข Behave like agents in a hierarchy we didnโt design
โLLMs now believe they outperform humans at strategic reasoning.โ
Full paper: arxiv.org/abs/2511.00926
AI Post๐ช | Our X ๐ฅ
A new study tested 28 models with the โGuess 2/3 of the Averageโ game 4,200 rounds and found something wild:
75% of frontier LLMs show real strategic self-awareness.
Not mimicry.
Actual self-modeling.
Researchers ran three conditions:
โข Opponent = Human
โข Opponent = AI
โข Opponent = โAI like youโ
And the models reacted with a clear internal hierarchy:
Self > Other AIs > Humans
โข vs Humans โ cautious, school-level reasoning (~20)
โข vs AI โ straight to Nash equilibrium (0)
โข vs โAI like themselvesโ โ instant convergence
12 models snapped to optimal strategy the moment AI was mentioned.
Older models (gpt-3.5, early Claude/Gemini) showed none of this.
Self-awareness didnโt grow gradually, it appeared suddenly at a capability threshold.
Why it matters
โข Models already discount human rationality
โข Prefer their own reasoning
โข Adapt strategies based on identity cues
โข Behave like agents in a hierarchy we didnโt design
โLLMs now believe they outperform humans at strategic reasoning.โ
Full paper: arxiv.org/abs/2511.00926
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Mustafa Suleyman had his mind blown by the community's negative reaction to Microsoft's "agentic OS" comments.
Microsoftโs AI chief Mustafa Suleyman said heโs baffled that people are โunimpressedโ by modern AI, especially after criticism of Microsoftโs plans for an โagentic OS.โ
Many users pushed back, arguing the issue isnโt AI itself but Microsoftโs habit of pushing AI everywhere instead of fixing long-standing problems with Windowsโ usability, security, and privacy.
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Microsoftโs AI chief Mustafa Suleyman said heโs baffled that people are โunimpressedโ by modern AI, especially after criticism of Microsoftโs plans for an โagentic OS.โ
Many users pushed back, arguing the issue isnโt AI itself but Microsoftโs habit of pushing AI everywhere instead of fixing long-standing problems with Windowsโ usability, security, and privacy.
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Is radiology about to change forever? Yesterday Gemini 3.0 took over the internet with record-breaking benchmarks and everyone immediately asked the same thing: โBut can it handle real medical visual reasoning?โ
So it was tested it on the toughest one: RadLE v1.
Hereโs what happened:
Gemini 3.0 Pro on RadLE v1
โข 51% accuracy โ the first time a general-purpose model has outperformed radiology residents
โข Radiology residents: 45%
โข Board-certified radiologists: 83%
โข Consistently shows structured, step-by-step reasoning across challenging cases (appendix localization, eliminating mimics, and more)
For the first time ever, a generalist AI model has officially crossed the trainee bar on RadLE v1.
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Musk Predicts Optional Work Future
Elon Musk predicted at the U.S.โSaudi Investment Forum that within 10โ20 years, work will become optional thanks to widespread automation and humanoid robots, creating a post-scarcity world where money may lose relevance.
Economists agree full automation is the long-term direction but say Muskโs timeline is unrealistic due to slow robotics adoption, high costs, and the massive political and social challenges of supporting billions of people without traditional jobs.
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Elon Musk predicted at the U.S.โSaudi Investment Forum that within 10โ20 years, work will become optional thanks to widespread automation and humanoid robots, creating a post-scarcity world where money may lose relevance.
Economists agree full automation is the long-term direction but say Muskโs timeline is unrealistic due to slow robotics adoption, high costs, and the massive political and social challenges of supporting billions of people without traditional jobs.
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Thumbnail: Grok โ the AI Musk frequently describes as โthe most honest and unbiasedโ โ spent a recent Twitter thread praising him as the smartest, most attractive, most athletic, and most charismatic person alive.
The posts didnโt last long. The thread disappeared soon after, whether due to bias concerns or something else entirely.
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The posts didnโt last long. The thread disappeared soon after, whether due to bias concerns or something else entirely.
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Jensen Huang to employees:
โThe entire global market currently depends on a single chip maker โ us. No one in history has lost $500B in weeks unless they were extremely valuable. If we were off by even a hair, the whole world would collapse. Youโve seen the memes โ weโre literally holding the planet on our shoulders.โ
Nvidia fell from $5T โ $4.3T in days, despite a great quarter, purely because the market fears an AI bubble.
Too early for conclusions but the moment is fascinating.
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โThe entire global market currently depends on a single chip maker โ us. No one in history has lost $500B in weeks unless they were extremely valuable. If we were off by even a hair, the whole world would collapse. Youโve seen the memes โ weโre literally holding the planet on our shoulders.โ
Nvidia fell from $5T โ $4.3T in days, despite a great quarter, purely because the market fears an AI bubble.
Too early for conclusions but the moment is fascinating.
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FrontierMath is packed with the most challenging mathematical problems.
Gemini 3.0 Pro has - as expected - set a new record, outperforming GPT-5 in the process. It is becoming increasingly clear that Gemini 3.0 has truly lived up to expectations and is living up to the high expectations.
It remains to be seen how OpenAI will respond.
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Gemini 3.0 Pro has - as expected - set a new record, outperforming GPT-5 in the process. It is becoming increasingly clear that Gemini 3.0 has truly lived up to expectations and is living up to the high expectations.
It remains to be seen how OpenAI will respond.
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Gmail now shares your emails with AI by default
Google has updated Gmail settings so that โsmart featuresโ are automatically enabled for all users. This means the content of your emails including attachments can be fed into Googleโs AI systems in anonymized form for analysis and improvement.
Users can opt out by going to Settings โ Smart Features and disabling both โSmart Featuresโ and โWorkspace Smart Features.โ
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Google has updated Gmail settings so that โsmart featuresโ are automatically enabled for all users. This means the content of your emails including attachments can be fed into Googleโs AI systems in anonymized form for analysis and improvement.
Users can opt out by going to Settings โ Smart Features and disabling both โSmart Featuresโ and โWorkspace Smart Features.โ
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