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This is surreal. Our bacterial flagellar motor work went from cryoEM data to 3D models, animation, public outreach, and now a book. A tiny biological machine, became a bridge between structural biology, CAD/CAM, and design. What biological machine should I animate next?

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Prash Singh

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10,951 просмотров • 3 месяцев назад •via X (Twitter)

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Today we are introducing Tara. Biological datasets are a source of insights and a means to train biological AI models. As the ability to reason at scale emerges, they take on a new role: the ground truth for testing what reasoning models produce, and the environment in which those models operate, get feedback, and improve. Tara, our autonomous research agent, is embedded in our ever-expanding datasets, lab-generated and synthetic, and built to test and evolve the hypotheses frontier models generate, matching the pace at which they produce new ideas. By keeping those models grounded in a vast space of high-precision biological data, we believe we can compound biological reasoning and close the impedance mismatch between hypothesis generation and validation.
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Today we are introducing Tara. Biological datasets are a source of insights and a means to train biological AI models. As the ability to reason at scale emerges, they take on a new role: the ground truth for testing what reasoning models produce, and the environment in which those models operate, get feedback, and improve. Tara, our autonomous research agent, is embedded in our ever-expanding datasets, lab-generated and synthetic, and built to test and evolve the hypotheses frontier models generate, matching the pace at which they produce new ideas. By keeping those models grounded in a vast space of high-precision biological data, we believe we can compound biological reasoning and close the impedance mismatch between hypothesis generation and validation.

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Large-scale Gaussian splats have reached a new level of realism. This is a well-known temple in Bangkok, reconstructed as a high-fidelity 3D environment from 360 captures. At this level, the boundary between video and 3D starts to disappear. But what you’re looking at is not a video. It’s a dense spatial representation of a real place, where geometry, texture, and structure are preserved and made machine-readable. This kind of 3D data can power Visual AI, Robotics navigation, VPS localization, XR experiences, world models, and next-generation spatial computing systems. Built with Over the Reality.
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Large-scale Gaussian splats have reached a new level of realism. This is a well-known temple in Bangkok, reconstructed as a high-fidelity 3D environment from 360 captures. At this level, the boundary between video and 3D starts to disappear. But what you’re looking at is not a video. It’s a dense spatial representation of a real place, where geometry, texture, and structure are preserved and made machine-readable. This kind of 3D data can power Visual AI, Robotics navigation, VPS localization, XR experiences, world models, and next-generation spatial computing systems. Built with Over the Reality.

Over the Reality 🌐

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CyborgTop MINI is the latest addition to our family. You can now choose from 3 different models. Dont let name MINI fool you, this powerful little machine has a 4.5nm motor. It is a workaholic. Any questions? DM All technical details in our website
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CyborgTop MINI is the latest addition to our family. You can now choose from 3 different models. Dont let name MINI fool you, this powerful little machine has a 4.5nm motor. It is a workaholic. Any questions? DM All technical details in our website

Cyborg Top

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WNBA Couch Stephanie White says she’s “not educated enough from a scientific standpoint” to know what a male and female is She’s literally saying she not smart enough to know the difference between a boy and girl…. Reporter “What is your stance on men or athletes who test as biological male participating in women's sports?” Stephanie White “I mean, I don't know that I would say that I'm educated enough from a scientific standpoint” I have confirmed using AI that ‘from a biological standpoint, there are 2 sexes in humans and biological sex is not changeable’ That settles it. Someone born a male should never be allowed to play in the WNBA
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WNBA Couch Stephanie White says she’s “not educated enough from a scientific standpoint” to know what a male and female is She’s literally saying she not smart enough to know the difference between a boy and girl…. Reporter “What is your stance on men or athletes who test as biological male participating in women's sports?” Stephanie White “I mean, I don't know that I would say that I'm educated enough from a scientific standpoint” I have confirmed using AI that ‘from a biological standpoint, there are 2 sexes in humans and biological sex is not changeable’ That settles it. Someone born a male should never be allowed to play in the WNBA

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It’s clear who the trans person is. You should really listen to this guy. He clearly knows he’s not a biological woman and encourages other trans people to accept their biology and the correct pronoun. More trans should be like this person.
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It’s clear who the trans person is. You should really listen to this guy. He clearly knows he’s not a biological woman and encourages other trans people to accept their biology and the correct pronoun. More trans should be like this person.

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Klaus Schwab Tells the World to Get Ready for a Transhumanist Future “Just think of the power,” he says, “of the combination of artificial intelligence, quantum computing, and big data.” Schwab, founder and executive chairman of the World Economic Forum (WEF), predicts in ten years, the world “will be completely different from what it is now.” “I think we have to be prepared for a world where we see a fusion of our physical, our digital, and our biological dimensions. So, it will be a world integrating the physical, biological, and the digital dimensions.”
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Klaus Schwab Tells the World to Get Ready for a Transhumanist Future “Just think of the power,” he says, “of the combination of artificial intelligence, quantum computing, and big data.” Schwab, founder and executive chairman of the World Economic Forum (WEF), predicts in ten years, the world “will be completely different from what it is now.” “I think we have to be prepared for a world where we see a fusion of our physical, our digital, and our biological dimensions. So, it will be a world integrating the physical, biological, and the digital dimensions.”

The Vigilant Fox 🦊

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Best framing for why cold outreach gets ignored that I've heard in a while: A message that just lists what you do is a vending machine. "Here are my features, insert interest, receive demo. " Nobody replies to a vending machine. The messages that get replies take a position. "This is what teams doing this are getting it wrong, here's the way we've actually seen work." A strong POV gives someone a reason to engage, even if they disagree. We've watched this across millions of connection requests. Have an opinion. Nobody argues with a vending machine, and nobody buys from one either.
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Best framing for why cold outreach gets ignored that I've heard in a while: A message that just lists what you do is a vending machine. "Here are my features, insert interest, receive demo. " Nobody replies to a vending machine. The messages that get replies take a position. "This is what teams doing this are getting it wrong, here's the way we've actually seen work." A strong POV gives someone a reason to engage, even if they disagree. We've watched this across millions of connection requests. Have an opinion. Nobody argues with a vending machine, and nobody buys from one either.

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You can build your 3D models directly from a prompt into Claude code. All thanks to this beautiful python project, build123 a parametric modeling framework for 2D and 3D CAD. It is built on the Open Cascade geometric kernel and it is suitable for 3D printing.
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You can build your 3D models directly from a prompt into Claude code. All thanks to this beautiful python project, build123 a parametric modeling framework for 2D and 3D CAD. It is built on the Open Cascade geometric kernel and it is suitable for 3D printing.

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we live in a $TAO simulation in a few months we went from a whitepaper, a concept, a dream (kinda) to now generating 3d simulations based on our own neural network (that we’re training using Celium btw) this is what Score - Subnet 44 is about: > collecting visual data > creating visual models > generating a ‘real time’ positional value function aren’t you entertained? I love this game!
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So let me get this straight: Dylan, a biological male, who has convinced himself that he’s a biological woman, now thinks he’s attracted to other women. And the kicker? He wants to impregnate himself (which he says is herself) from another woman. Someone, anyone, explain this to me.
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So let me get this straight: Dylan, a biological male, who has convinced himself that he’s a biological woman, now thinks he’s attracted to other women. And the kicker? He wants to impregnate himself (which he says is herself) from another woman. Someone, anyone, explain this to me.

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The next frontier after language models is world models, and learning to predict the next state of a world. Hear from our researchers how these models really work at a low-level and the mountain we're climbing. A general-purpose world simulator (AKA sci-fi) is now in sight.
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The next frontier after language models is world models, and learning to predict the next state of a world. Hear from our researchers how these models really work at a low-level and the mountain we're climbing. A general-purpose world simulator (AKA sci-fi) is now in sight.

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🔥STYLISH APPEARANCE AND FUNCTIONAL DESIGN - This dildo machine boasts a chic and minimalist design inspired by the Ukelele, ensuring easy cleaning. Crafted primarily from aluminum alloy and stainless steel, assembling is a breeze, and the four pure stainless steel metal frames enhance stability and sturdiness. The dildo thrusting machine's design is both powerful and versatile. The blowjob machine's angle is adjustable, with a stroke length ranging from 1.2 inches to 3.5 inches (3-9 cm). 🔥POWERFUL MOTOR AND ENERGY EFFICIENCY - The robust motor of this sex machine thrusting automatically provides variable speeds, reaching up to 300 strokes per minute. The 60W ultra-powerful motor fully meets your needs, boasting high efficiency and energy savings. Its powerful Thrust creates a truly immersive experience that leads to happiness from just a single point of contact.
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🔥STYLISH APPEARANCE AND FUNCTIONAL DESIGN - This dildo machine boasts a chic and minimalist design inspired by the Ukelele, ensuring easy cleaning. Crafted primarily from aluminum alloy and stainless steel, assembling is a breeze, and the four pure stainless steel metal frames enhance stability and sturdiness. The dildo thrusting machine's design is both powerful and versatile. The blowjob machine's angle is adjustable, with a stroke length ranging from 1.2 inches to 3.5 inches (3-9 cm). 🔥POWERFUL MOTOR AND ENERGY EFFICIENCY - The robust motor of this sex machine thrusting automatically provides variable speeds, reaching up to 300 strokes per minute. The 60W ultra-powerful motor fully meets your needs, boasting high efficiency and energy savings. Its powerful Thrust creates a truly immersive experience that leads to happiness from just a single point of contact.

Auxfun_C

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The mass extraction of African health and DNA data is not a harmless scientific exercise — it is a potential geopolitical weapon. When foreign powers gain unrestricted access to the genetic blueprints of Kenyans and other Africans, they acquire the ability to map our biological strengths and weaknesses with terrifying precision. That knowledge is not neutral. It can be used to design biological agents, pharmaceuticals, or engineered pathogens calibrated to exploit genetic vulnerabilities unique to African populations, making an entire continent biologically targetable in ways no traditional weapon ever could. Even without a single bullet fired, control over African DNA allows outsiders to own, patent, and profit from our biological essence, while Africans are reduced to raw material in someone else’s laboratory. The danger is not hypothetical — it is structural. Power lies with whoever holds the data, and if Africans surrender their genetic sovereignty, they risk becoming the first people in history whose biology can be manipulated, commodified, and potentially weaponized against them. This is not data sharing; it is a new frontier of dominance — and Africa must not walk into it blindly. #Africa #KenyaUSTies Typical African Africax5.tv Chakabars Zoom Afrika African Union Unathi Afrika Voice Of Our Ancestors Channel Pan-African Parliament
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The mass extraction of African health and DNA data is not a harmless scientific exercise — it is a potential geopolitical weapon. When foreign powers gain unrestricted access to the genetic blueprints of Kenyans and other Africans, they acquire the ability to map our biological strengths and weaknesses with terrifying precision. That knowledge is not neutral. It can be used to design biological agents, pharmaceuticals, or engineered pathogens calibrated to exploit genetic vulnerabilities unique to African populations, making an entire continent biologically targetable in ways no traditional weapon ever could. Even without a single bullet fired, control over African DNA allows outsiders to own, patent, and profit from our biological essence, while Africans are reduced to raw material in someone else’s laboratory. The danger is not hypothetical — it is structural. Power lies with whoever holds the data, and if Africans surrender their genetic sovereignty, they risk becoming the first people in history whose biology can be manipulated, commodified, and potentially weaponized against them. This is not data sharing; it is a new frontier of dominance — and Africa must not walk into it blindly. #Africa #KenyaUSTies Typical African Africax5.tv Chakabars Zoom Afrika African Union Unathi Afrika Voice Of Our Ancestors Channel Pan-African Parliament

Ethiopian Patriot ™ 🦅⚔️

127,382 просмотров • 8 месяцев назад

Imane Khelif is a biological woman and if you want to protect our daughters, you should protect her. If you don’t do the research to find the truth, then we should be protected from you.
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Imane Khelif is a biological woman and if you want to protect our daughters, you should protect her. If you don’t do the research to find the truth, then we should be protected from you.

Robert Griffin III

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$TAO is tackling the core challenges in machine learning, from optimizing data collection to faster inference, aiming to outperform giants like OpenAI and Microsoft. With a focus on computational efficiency and robust models, the race is on.
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$TAO is tackling the core challenges in machine learning, from optimizing data collection to faster inference, aiming to outperform giants like OpenAI and Microsoft. With a focus on computational efficiency and robust models, the race is on.

Grayscale

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working towards action-conditioned video diffusion models for now this is just cs2 gameplay, and i parse the keypresses from the .dem game file next steps will be to work on a scalable data loader then coding the model
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working towards action-conditioned video diffusion models for now this is just cs2 gameplay, and i parse the keypresses from the .dem game file next steps will be to work on a scalable data loader then coding the model

Arnie Ramesh

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This man’s message is not only powerful, but it’s on the money: “…There are ONLY biological men and there are ONLY biological women. And a man can’t become a woman and a woman can’t become a man. I don’t care what you cut off and I don’t care what you put on.… I have a five year old granddaughter. They want boys in her bathroom in public places. I know the mind of a man, he don’t need to be in no girls bathroom… We want to coddle people and give special rights, so they don feel offended and we’re willing to sacrifice our children on that altar….”
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This man’s message is not only powerful, but it’s on the money: “…There are ONLY biological men and there are ONLY biological women. And a man can’t become a woman and a woman can’t become a man. I don’t care what you cut off and I don’t care what you put on.… I have a five year old granddaughter. They want boys in her bathroom in public places. I know the mind of a man, he don’t need to be in no girls bathroom… We want to coddle people and give special rights, so they don feel offended and we’re willing to sacrifice our children on that altar….”

ꪻꫝể ꪻꫝể

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Bill Maher: “The Olympics have said they are not allowing tr*ns women to compete in women’s sports anymore.” Stephen A. Smith: “Biological men SHOULD NOT be competing against biological girls in sports, period.” “What about protecting the young ladies? Young ladies going up against biological men, biological men, there is NO EXCUSE for that.” “Lia Thomas, for example, was a male, and he was ranked over 400th in the world… and then he became a she… And number 1. Well, d*mnit, does it really take an Einstein to realize that there’s something wrong with that picture?”
1:51

Bill Maher: “The Olympics have said they are not allowing tr*ns women to compete in women’s sports anymore.” Stephen A. Smith: “Biological men SHOULD NOT be competing against biological girls in sports, period.” “What about protecting the young ladies? Young ladies going up against biological men, biological men, there is NO EXCUSE for that.” “Lia Thomas, for example, was a male, and he was ranked over 400th in the world… and then he became a she… And number 1. Well, d*mnit, does it really take an Einstein to realize that there’s something wrong with that picture?”

RedWave Press

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