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i’ve always been curious how hand landmarks move together during gestures, so i built a real-time chord diagram that measures their cohesion. move the hand as a whole -> cohesion ~100%. wiggle fingers independently -> cohesion drops.

Kat ⊷ the Poet Engineer

67,851 subscribers

31,922 просмотров • 7 месяцев назад •via X (Twitter)

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been experimenting with this for a few hours, lots of different ideas for how to improve it but here you can rly see how hard it is to move, the only thing i can do is wiggle and flap my hand 😵‍💫

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been experimenting with this for a few hours, lots of different ideas for how to improve it but here you can rly see how hard it is to move, the only thing i can do is wiggle and flap my hand 😵‍💫

husk 🖤

66,767 просмотров • 2 лет назад

This guy built something that changes your face in real time using hand gestures. And it looks insane. 🤯 Viet Nguyen, a Senior AI engineer, built a personal project that transforms your face into 16 different visual styles. Van Gogh. Neon. Anime. Pop art. Graffiti. All triggered by just moving your hand. Open your hand. AI reads the gesture. Your face transforms into a completely different art style. Almost instantly. 16 styles. One hand movement. Zero clicks. The wild part: he built this as a side project. Not a product. Not a startup. Just one engineer combining two existing tools in a way nobody had thought to before. This is what personal projects look like in 2026.

This guy built something that changes your face in real time using hand gestures. And it looks insane. 🤯 Viet Nguyen, a Senior AI engineer, built a personal project that transforms your face into 16 different visual styles. Van Gogh. Neon. Anime. Pop art. Graffiti. All triggered by just moving your hand. Open your hand. AI reads the gesture. Your face transforms into a completely different art style. Almost instantly. 16 styles. One hand movement. Zero clicks. The wild part: he built this as a side project. Not a product. Not a startup. Just one engineer combining two existing tools in a way nobody had thought to before. This is what personal projects look like in 2026.

Vaibhav Sisinty

25,242 просмотров • 3 месяцев назад

🔥I’ve been watching quite a few interior 1 on 1s from the senior bowl and… ….I don’t feel like I’ve seen this much spinning in a very long time. What are your thoughts on letting your interior D-Linemen spin? I personally feel like there isn’t enough room to execute a move like that, but… …as always I’d love to hear your thoughts.

🔥I’ve been watching quite a few interior 1 on 1s from the senior bowl and… ….I don’t feel like I’ve seen this much spinning in a very long time. What are your thoughts on letting your interior D-Linemen spin? I personally feel like there isn’t enough room to execute a move like that, but… …as always I’d love to hear your thoughts.

Craig Roh

114,704 просмотров • 2 лет назад

actor ahn bohyun talked about his reaction to the blue dragon awards stage: “as a fan of hwasa, and since my last name is ahn (hwasa real name -> ahn hyejin), I feel a sort of personal closeness to her. I’ve always been a fan of hers and I think I enjoyed it more than anyone~”

actor ahn bohyun talked about his reaction to the blue dragon awards stage: “as a fan of hwasa, and since my last name is ahn (hwasa real name -> ahn hyejin), I feel a sort of personal closeness to her. I’ve always been a fan of hers and I think I enjoyed it more than anyone~”

화사 hwasa’s twit 🌸

147,569 просмотров • 9 месяцев назад

Every chapter has to close so I have some news for you all. It is always important to know when to move on and into a new challenge. I am tonight announcing that after a 24 hour career as a golfer I will be hanging up my clubs. It's been a wonderful journey along the greens⛳

Every chapter has to close so I have some news for you all. It is always important to know when to move on and into a new challenge. I am tonight announcing that after a 24 hour career as a golfer I will be hanging up my clubs. It's been a wonderful journey along the greens⛳

Giulia Bould

17,300 просмотров • 2 месяцев назад

New robot hands just dropped! But it seems to be missing a couple fingers. Tacta Systems Tacta Systems is a Palo Alto robotics startup that just came out of stealth, and raised with $75M and a dexterity platform, TactaBot, aimed at high-value manufacturing. TactaBot has three parts: - the Tacta Hand -> a human-scale robotic hand with 15 independently actuated joints, proprietary "Fluidic Tendon" actuation, pitched as reliable for millions of factory cycles. - the Tacta Sensor -> a tiny tactile sensor reading force from 250 Pa to 700,000 Pa, sampling at 400 Hz, resolving temperature to 0.1 °C. - Skill Capture -> a data system built around the Tacta Glove. It contains the same sensor embedded in a glove that factory workers wear. Sounds similar to what mimic is doing! Except with 3 fingers instead of 5. Tacta's vision sees 3 fingers as more than enough to complete all tasks, and less complex to simulate than 5. My opinion: Tacta is very strong at semiconductor/MEMS, their moat lies in their ability to manufacture their touch sensor as large as a grain of sand, not the hand or the model. One caveat though: there is no detail nor explanation of how the 5 finger data acquisition glove maps to the 3 finger hand -> I would love to learn more about it! This is where the interesting part of the tech is imho. If this does not work, then nothing does. Still, I have to admit it looks very cool, slick, and minimal, I love it:

New robot hands just dropped! But it seems to be missing a couple fingers. Tacta Systems Tacta Systems is a Palo Alto robotics startup that just came out of stealth, and raised with $75M and a dexterity platform, TactaBot, aimed at high-value manufacturing. TactaBot has three parts: - the Tacta Hand -> a human-scale robotic hand with 15 independently actuated joints, proprietary "Fluidic Tendon" actuation, pitched as reliable for millions of factory cycles. - the Tacta Sensor -> a tiny tactile sensor reading force from 250 Pa to 700,000 Pa, sampling at 400 Hz, resolving temperature to 0.1 °C. - Skill Capture -> a data system built around the Tacta Glove. It contains the same sensor embedded in a glove that factory workers wear. Sounds similar to what mimic is doing! Except with 3 fingers instead of 5. Tacta's vision sees 3 fingers as more than enough to complete all tasks, and less complex to simulate than 5. My opinion: Tacta is very strong at semiconductor/MEMS, their moat lies in their ability to manufacture their touch sensor as large as a grain of sand, not the hand or the model. One caveat though: there is no detail nor explanation of how the 5 finger data acquisition glove maps to the 3 finger hand -> I would love to learn more about it! This is where the interesting part of the tech is imho. If this does not work, then nothing does. Still, I have to admit it looks very cool, slick, and minimal, I love it:

Léo

15,474 просмотров • 2 месяцев назад

Robots that act like slime! 🫟 Cornell University engineers developed a robotic collective that behaves less like a machine and more like a material that flows, reshapes, and adapts without centralized control. It consists of dozens of small robots with limited individual mobility that exhibit coordinated motion when entangled. The system resembles soft matter, continuously deforming and reorganizing as it moves, driven by mechanical intelligence. Each robotic module measures 200mm long and 20mm wide, containing a small motor that oscillates between "I" and "U" shapes. These oscillations generate forces against the ground, allowing modules to inch forward and jostle together. On their own, modules move slowly and inefficiently. When they entangle into chains, they self-organize into shifting configurations that prove resilient in challenging environments. On incline surfaces, chains moved more reliably than individuals. In obstacle fields, the collective behaved like a flowing material, connections formed to maintain cohesion, then broke apart to prevent jamming. The system stays functional even when modules fail. Isolated modules emit an audible distress signal, prompting nearby modules to slow down so the straggler can reconnect. No centralized sensing or control, each module infers when it has lost contact by how much it's being jostled. Read more here: ~~ ♻️ Join the weekly robotics newsletter, and never miss any news →

Robots that act like slime! 🫟 Cornell University engineers developed a robotic collective that behaves less like a machine and more like a material that flows, reshapes, and adapts without centralized control. It consists of dozens of small robots with limited individual mobility that exhibit coordinated motion when entangled. The system resembles soft matter, continuously deforming and reorganizing as it moves, driven by mechanical intelligence. Each robotic module measures 200mm long and 20mm wide, containing a small motor that oscillates between "I" and "U" shapes. These oscillations generate forces against the ground, allowing modules to inch forward and jostle together. On their own, modules move slowly and inefficiently. When they entangle into chains, they self-organize into shifting configurations that prove resilient in challenging environments. On incline surfaces, chains moved more reliably than individuals. In obstacle fields, the collective behaved like a flowing material, connections formed to maintain cohesion, then broke apart to prevent jamming. The system stays functional even when modules fail. Isolated modules emit an audible distress signal, prompting nearby modules to slow down so the straggler can reconnect. No centralized sensing or control, each module infers when it has lost contact by how much it's being jostled. Read more here: ~~ ♻️ Join the weekly robotics newsletter, and never miss any news →

Lukas Ziegler

13,026 просмотров • 4 месяцев назад

I’m genuinely curious if this type of “humor” is appealing to African-American voters. Former President Donald Trump at the Black Conservative Federation Gala: “Then I got indicted a second time and a third time and a fourth time. And lot of people said that’s why the black people like me because they’ve been hurt so badly and discriminated against. And they actually viewed me as I’m being discriminated against.” Also, during the same event, he said: “These lights are so bright in my eyes. And I can't see so many people out there. But I can only see the black ones, I can’t see the white ones. That's how far I’ve come.”

I’m genuinely curious if this type of “humor” is appealing to African-American voters. Former President Donald Trump at the Black Conservative Federation Gala: “Then I got indicted a second time and a third time and a fourth time. And lot of people said that’s why the black people like me because they’ve been hurt so badly and discriminated against. And they actually viewed me as I’m being discriminated against.” Also, during the same event, he said: “These lights are so bright in my eyes. And I can't see so many people out there. But I can only see the black ones, I can’t see the white ones. That's how far I’ve come.”

Brian Krassenstein

644,605 просмотров • 2 лет назад

🎙️Jürgen Klopp on the moment Fabinho’s child refused to let go of his hand: ‘‘I still remember that moment so clearly. Fabinho’s little one just grabbed my hand and wouldn’t let go, no matter what. We were all on the pitch after the game, families everywhere, and this small hand just held on so tight. I tried to walk a bit, but he stayed right there with me. It was pure and simple, the kind of thing that stops you for a second because it feels so real. These are the moments that stay with you longer than any trophy. You work every day with the players, you fight together, you suffer together, but then you see their children looking at you like that and you realise this club is more than just football. It becomes part of their family, and somehow you become part of it too. That is what makes Liverpool special for me.”

🎙️Jürgen Klopp on the moment Fabinho’s child refused to let go of his hand: ‘‘I still remember that moment so clearly. Fabinho’s little one just grabbed my hand and wouldn’t let go, no matter what. We were all on the pitch after the game, families everywhere, and this small hand just held on so tight. I tried to walk a bit, but he stayed right there with me. It was pure and simple, the kind of thing that stops you for a second because it feels so real. These are the moments that stay with you longer than any trophy. You work every day with the players, you fight together, you suffer together, but then you see their children looking at you like that and you realise this club is more than just football. It becomes part of their family, and somehow you become part of it too. That is what makes Liverpool special for me.”

Queen

49,854 просмотров • 1 месяц назад

There is nothing more valuable than your time. And yet it is time that most goes to waste. Money can’t give you more time. But money can get you the time of others. And that time is worth much much more than most folks are being compensated in exchange for it. You can’t get that time back. The majority believing there is little value for their time is part of how those who do assign high value to their own time keep their control. Time is a real resource. Money is a social construct. One of the two is much more valuable. But what do I know, I’m just a silly girl with hand puppets.

There is nothing more valuable than your time. And yet it is time that most goes to waste. Money can’t give you more time. But money can get you the time of others. And that time is worth much much more than most folks are being compensated in exchange for it. You can’t get that time back. The majority believing there is little value for their time is part of how those who do assign high value to their own time keep their control. Time is a real resource. Money is a social construct. One of the two is much more valuable. But what do I know, I’m just a silly girl with hand puppets.

Liz Katz

85,995 просмотров • 2 месяцев назад

President of the European Council Charles Michel and I reaffirmed that International Law and the UN Charter must serve as the foundation for a just peace in Ukraine. The Ukrainian people have the right to defend their children, homes, and land. Together, we defend a world founded on the rule of law, to which we have all agreed. This is how we will move forward and avoid reverting to a darker past. #PathtoPeace #PeaceforUkraine

President of the European Council Charles Michel and I reaffirmed that International Law and the UN Charter must serve as the foundation for a just peace in Ukraine. The Ukrainian people have the right to defend their children, homes, and land. Together, we defend a world founded on the rule of law, to which we have all agreed. This is how we will move forward and avoid reverting to a darker past. #PathtoPeace #PeaceforUkraine

Volodymyr Zelenskyy / Володимир Зеленський

182,834 просмотров • 2 лет назад

i built an open world minigame that's controlled with hand movements only here's a step-by-step tutorial: > started with my mediapipe + threejs template (see QT) > added a 3D model made by quaternius > sent a few prompts to gemini 3... --- prompt #1: repurpose the attached script, but now I want to import a gltf model (assets/model.gltf) and use that in the scene instead of the cube when the user moves their hand, a waypoint indicator should move around the scene, and the 3D model should smoothly move there when the user makes a fist, the model should jump the 3D model contains bundled animations in it. use the "idle", "run", and "jump" animations --- prompt #2: make this a procedural open world adventure. generate very simple procedural voxel terrain when the model gets near the edges of the screen, the camera should move, allowing the model to keep going in that direction --- prompt #3: add some floating glowing gems around the map that the user can collect --- i made some manual tweaks for styling and game feel, but that's the gist of it thanks for reading if you got all the way here full code is available at my link in bio

i built an open world minigame that's controlled with hand movements only here's a step-by-step tutorial: > started with my mediapipe + threejs template (see QT) > added a 3D model made by quaternius > sent a few prompts to gemini 3... --- prompt #1: repurpose the attached script, but now I want to import a gltf model (assets/model.gltf) and use that in the scene instead of the cube when the user moves their hand, a waypoint indicator should move around the scene, and the 3D model should smoothly move there when the user makes a fist, the model should jump the 3D model contains bundled animations in it. use the "idle", "run", and "jump" animations --- prompt #2: make this a procedural open world adventure. generate very simple procedural voxel terrain when the model gets near the edges of the screen, the camera should move, allowing the model to keep going in that direction --- prompt #3: add some floating glowing gems around the map that the user can collect --- i made some manual tweaks for styling and game feel, but that's the gist of it thanks for reading if you got all the way here full code is available at my link in bio

AA

131,799 просмотров • 10 месяцев назад

🚨 THE MOOD OF BRITAIN IS HARDENING For months, the political establishment insisted the anger was isolated. A fringe issue. A handful of voices online. Now protests are appearing in multiple cities and the conversation is no longer confined to Belfast. Something is changing. Many people believe their concerns about immigration, public safety, community cohesion and the future direction of the country have been ignored for too long. Worse still, many feel they have been dismissed as racists, extremists or troublemakers simply for raising those concerns. That approach may be backfiring. Because every time politicians attack the people raising concerns instead of addressing the concerns themselves, public trust erodes a little further. The greatest danger facing the government is not the protests. It is the growing belief among millions of people that nobody in power is listening. History shows that when trust in institutions begins to collapse, events can move much faster than politicians expect. The question is whether those in power recognise what is happening before the gap between the governing class and the governed becomes even wider. Because the mood of the country is changing. And increasingly, people are no longer afraid to say so.

🚨 THE MOOD OF BRITAIN IS HARDENING For months, the political establishment insisted the anger was isolated. A fringe issue. A handful of voices online. Now protests are appearing in multiple cities and the conversation is no longer confined to Belfast. Something is changing. Many people believe their concerns about immigration, public safety, community cohesion and the future direction of the country have been ignored for too long. Worse still, many feel they have been dismissed as racists, extremists or troublemakers simply for raising those concerns. That approach may be backfiring. Because every time politicians attack the people raising concerns instead of addressing the concerns themselves, public trust erodes a little further. The greatest danger facing the government is not the protests. It is the growing belief among millions of people that nobody in power is listening. History shows that when trust in institutions begins to collapse, events can move much faster than politicians expect. The question is whether those in power recognise what is happening before the gap between the governing class and the governed becomes even wider. Because the mood of the country is changing. And increasingly, people are no longer afraid to say so.

Jim Ferguson

58,889 просмотров • 3 месяцев назад

Will Ospreay thanks Kenny Omega for trusting him and allowing him to kick out of One Winged Angel ♥️ “The thing that will never leave me ever... Kenny allowing me to kick out of the One Winged Angel. The significance and the importance behind that move cannot be understated. He has protected that move for 14 years. The only person to ever kick out of it was Kota Ibushi, his long-time tag partner. The fact that he allowed me, and you think about the historical feuds that he’s had... Okada, Tana, Ibushi, Hangman, and he saved it for me. That’s one of the biggest honors and the biggest accomplishments I think I’ve ever been given as a performer, as a wrestler.” (Chris Van Vliet)

Will Ospreay thanks Kenny Omega for trusting him and allowing him to kick out of One Winged Angel ♥️ “The thing that will never leave me ever... Kenny allowing me to kick out of the One Winged Angel. The significance and the importance behind that move cannot be understated. He has protected that move for 14 years. The only person to ever kick out of it was Kota Ibushi, his long-time tag partner. The fact that he allowed me, and you think about the historical feuds that he’s had... Okada, Tana, Ibushi, Hangman, and he saved it for me. That’s one of the biggest honors and the biggest accomplishments I think I’ve ever been given as a performer, as a wrestler.” (Chris Van Vliet)

Drainmaker

43,474 просмотров • 24 дней назад

A year and a day ago, I lost a very special friend. What started through Make-A-Wish became a friendship I’ll always treasure. Daily, I would get a video or text from her and her friends…She brought so much joy into my life, and I miss hearing from her. I have yet to break the habit of waiting for a video from her. They truly made me smile. When I learned she wasn’t doing well, I got on a plane to Minnesota to be with her. She passed while I was in the air. Her family showed me a kindness I’ll never forget by letting me say goodbye. They also gave me her favorite blanket and the journal she kept about our time together. I still haven’t been able to read it. One day, I will. There isn’t a day that goes by that I don’t think about her. She reminded everyone around her how much light one person can bring into their day and their lives, no matter how short their time here. Missing you always. ❤️

A year and a day ago, I lost a very special friend. What started through Make-A-Wish became a friendship I’ll always treasure. Daily, I would get a video or text from her and her friends…She brought so much joy into my life, and I miss hearing from her. I have yet to break the habit of waiting for a video from her. They truly made me smile. When I learned she wasn’t doing well, I got on a plane to Minnesota to be with her. She passed while I was in the air. Her family showed me a kindness I’ll never forget by letting me say goodbye. They also gave me her favorite blanket and the journal she kept about our time together. I still haven’t been able to read it. One day, I will. There isn’t a day that goes by that I don’t think about her. She reminded everyone around her how much light one person can bring into their day and their lives, no matter how short their time here. Missing you always. ❤️

Leah Remini

70,329 просмотров • 2 месяцев назад

Some friends wonder how we spend our time here in the war in Gaza with our children!! As for me, I dedicate my time to making my sons Imad and Adam happy — for example, I built a swing inside the tent so we could play and share a little joy together. I always try to protect them, make them smile, and help them forget the terrifying sounds of the bombing and the fear. I wish I could fly them away to a safe and beautiful future 💔 If you’d like to be part of our survival, you can help by donating💕:

Some friends wonder how we spend our time here in the war in Gaza with our children!! As for me, I dedicate my time to making my sons Imad and Adam happy — for example, I built a swing inside the tent so we could play and share a little joy together. I always try to protect them, make them smile, and help them forget the terrifying sounds of the bombing and the fear. I wish I could fly them away to a safe and beautiful future 💔 If you’d like to be part of our survival, you can help by donating💕:

mohammed hussein~Gaza 🇵🇸

27,487 просмотров • 1 год назад

Daniel Berger’s move is super unique. Really strong left hand grip, and a backswing that he’s been retooling recently. Mainly by making it shorter, to get him out of “excessive” back extension, which was causing him pain. A drill he does that helps: “As I’m taking the club away, I lift my left foot off the ground, then I press it back into the ground...that basically helps me get rid of the last few frames of my backswing. You can call it an overswing, and that gets rid of the excessive back extension that’s really the area that we saw was most prone to injury.”

Daniel Berger’s move is super unique. Really strong left hand grip, and a backswing that he’s been retooling recently. Mainly by making it shorter, to get him out of “excessive” back extension, which was causing him pain. A drill he does that helps: “As I’m taking the club away, I lift my left foot off the ground, then I press it back into the ground...that basically helps me get rid of the last few frames of my backswing. You can call it an overswing, and that gets rid of the excessive back extension that’s really the area that we saw was most prone to injury.”

LKD

220,504 просмотров • 1 год назад

i helped satisfy one of my coaching client's wives last month there's this one windows setting that's secretly holding back thousands of league players it's called enhance pointer precision sounds good right? sounds like it makes your cursor more accurate it does the opposite it adds mouse acceleration. your cursor moves different distances based on how fast you move your hand move slow: cursor barely moves move fast: cursor flies across the screen so your muscle memory is fucked. your brain can never build consistent patterns. you're trying to learn micro but your cursor is literally different every single time you move it it's like trying to learn piano but every key is in a different spot each day this client was silver 4. adc main. mechanics looked drunk. cursor flying everywhere. overshooting targets. kiting looked like a seizure told him to turn it off instantly his cursor is 1 to 1. hand moves an inch, cursor moves an inch. every time. consistent. predictable. smooth his hands and fingers finally learned what consistency feels like two weeks later he's gold 3. mechanics cleaner. skillshots landing. kiting smoother then i get a message "bro my wife told me to thank you" i said "for helping you climb?" he said "nah bro. the mouse precision thing. helped with more than league" took me a second. i don't just coach league i help wives finish Study the Saskio way

i helped satisfy one of my coaching client's wives last month there's this one windows setting that's secretly holding back thousands of league players it's called enhance pointer precision sounds good right? sounds like it makes your cursor more accurate it does the opposite it adds mouse acceleration. your cursor moves different distances based on how fast you move your hand move slow: cursor barely moves move fast: cursor flies across the screen so your muscle memory is fucked. your brain can never build consistent patterns. you're trying to learn micro but your cursor is literally different every single time you move it it's like trying to learn piano but every key is in a different spot each day this client was silver 4. adc main. mechanics looked drunk. cursor flying everywhere. overshooting targets. kiting looked like a seizure told him to turn it off instantly his cursor is 1 to 1. hand moves an inch, cursor moves an inch. every time. consistent. predictable. smooth his hands and fingers finally learned what consistency feels like two weeks later he's gold 3. mechanics cleaner. skillshots landing. kiting smoother then i get a message "bro my wife told me to thank you" i said "for helping you climb?" he said "nah bro. the mouse precision thing. helped with more than league" took me a second. i don't just coach league i help wives finish Study the Saskio way

Tony Chau

23,052 просмотров • 9 месяцев назад

This is a question I think quite a lot of people are wondering about. Right now, I’m hiring students to handle the newer phones, post content, and create content every day. For the TikTok accounts that are already trusted, have been running for a long time, and have a high follower count, I automate them using my own internal tools. Currently, I only handle the first steps myself: buying new phones → warming them up → making the first posts. After that, I hand the phones over to the students I hire to continue creating and posting content. Then, once I feel the accounts are strong enough, I move them into automation. And right now, I’m traveling with my family in Da Nang. This time I’m here with my family and want to spend all my time with them, so I won’t be meeting anyone while I’m here. 🏝️ I always aim to build everything in an automated way, or avoid doing things I don’t enjoy by hiring people to handle them for me.😌

This is a question I think quite a lot of people are wondering about. Right now, I’m hiring students to handle the newer phones, post content, and create content every day. For the TikTok accounts that are already trusted, have been running for a long time, and have a high follower count, I automate them using my own internal tools. Currently, I only handle the first steps myself: buying new phones → warming them up → making the first posts. After that, I hand the phones over to the students I hire to continue creating and posting content. Then, once I feel the accounts are strong enough, I move them into automation. And right now, I’m traveling with my family in Da Nang. This time I’m here with my family and want to spend all my time with them, so I won’t be meeting anyone while I’m here. 🏝️ I always aim to build everything in an automated way, or avoid doing things I don’t enjoy by hiring people to handle them for me.😌

Alex Nguyen

15,186 просмотров • 4 месяцев назад