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Kaito Pulse now verifies Axis Robotics referrals. If you already referred users through your Axis Hub link, verify that account and those referrals count toward your Axis Katalyst multiplier. This is what a social layer for the internet looks like in practice. Explore other use cases by installing Pulse ↓

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405,776 subscribers

44,588 次观看 • 8 天前 •via X (Twitter)

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This is what Chinese quarantine camps looks like. Health officials are taking the 'detainees' blood for Dengue virus test. In China, if you refuse quarantine, you could get blacklisted by Social Credit System. This can affect your career, your ability to take a train, your internet speed, and even your children's access to education.

This is what Chinese quarantine camps looks like. Health officials are taking the 'detainees' blood for Dengue virus test. In China, if you refuse quarantine, you could get blacklisted by Social Credit System. This can affect your career, your ability to take a train, your internet speed, and even your children's access to education.

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Agent Zero v2.0 is out. Meet the A0 Launcher. A desktop app (Win/Mac/Linux) that manages your local and remote instances, and onboards new users by installing the container runtime for them. You don't need to know what Docker is anymore. Link below 👇

Agent Zero v2.0 is out. Meet the A0 Launcher. A desktop app (Win/Mac/Linux) that manages your local and remote instances, and onboards new users by installing the container runtime for them. You don't need to know what Docker is anymore. Link below 👇

Agent Zero

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Every cycle comes with ups and downs. But the builders? Still here. Still shipping. That's what this pledge is about. A public receipt that you didn't quit when it got quiet. 16 projects already signed. Your name could be next. 👉 Built alongside AllScale · Asseto Finance · AWE · Axis Robotics · Brett · Billions Network · BlockRunAI · Heurist · OmenX · pieverse · Sats Terminal · Sign · Theo · Turtle · Upshot · Yuzu Money 🍋. Built on Base.

Every cycle comes with ups and downs. But the builders? Still here. Still shipping. That's what this pledge is about. A public receipt that you didn't quit when it got quiet. 16 projects already signed. Your name could be next. 👉 Built alongside AllScale · Asseto Finance · AWE · Axis Robotics · Brett · Billions Network · BlockRunAI · Heurist · OmenX · pieverse · Sats Terminal · Sign · Theo · Turtle · Upshot · Yuzu Money 🍋. Built on Base.

City Protocol

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Multi-axis 3D printing with curved layers! 🖨️ Researchers from the The University of Manchester introduced a neural network-based computational pipeline as a representation-agnostic slicer for multi-axis 3D printing. Traditional 3D printing works like stacking pancakes, flat layers on top of each other. 🥞 This often requires temporary support structures that get thrown away after printing, wastes material, and creates weaker parts. Multi-axis 3D printing can print along curved paths that follow the object's natural shape. This eliminates support structures and makes stronger parts. But figuring out these curved paths is mathematically complex, you need to avoid collisions, respect what the printer can physically do, and optimize for strength. The neural network solves this automatically. It learns to create a "field" around the object, then extracts curved printing paths from this field. Because the entire process is differentiable (translation for non-math specialists, meaning you can optimize it end-to-end), the AI can directly optimize for manufacturing goals like "no support structures needed" and "make it as strong as possible." Here's the project: ~~ ♻️ Join the weekly robotics newsletter, and never miss any news →

Multi-axis 3D printing with curved layers! 🖨️ Researchers from the The University of Manchester introduced a neural network-based computational pipeline as a representation-agnostic slicer for multi-axis 3D printing. Traditional 3D printing works like stacking pancakes, flat layers on top of each other. 🥞 This often requires temporary support structures that get thrown away after printing, wastes material, and creates weaker parts. Multi-axis 3D printing can print along curved paths that follow the object's natural shape. This eliminates support structures and makes stronger parts. But figuring out these curved paths is mathematically complex, you need to avoid collisions, respect what the printer can physically do, and optimize for strength. The neural network solves this automatically. It learns to create a "field" around the object, then extracts curved printing paths from this field. Because the entire process is differentiable (translation for non-math specialists, meaning you can optimize it end-to-end), the AI can directly optimize for manufacturing goals like "no support structures needed" and "make it as strong as possible." Here's the project: ~~ ♻️ Join the weekly robotics newsletter, and never miss any news →

Lukas Ziegler

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Opa

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AI has had exactly two scaling axes that worked so far, and the second one is starting to look finite too the first one was pretraining: with scaling parameters and data, we got world knowledge (i.e. ChatGPT had read enough to know things), but it started saturating a while ago the second one was RL, and people had been doing RL the whole time before that: RLHF is RL but it never scaled far because it was trying to control the exact output, which tokens come out, how the text reads, but you can only push that so far before you’re just polishing RLVR dropped that constraint: giving the model a task, then checking whether the final answer is right, and ignoring everything in between -- so the model does whatever it wants in the middle and only the endpoint gets graded, and that’s much closer to actual RL and it’s what bought us planning and reasoning (arguably, tool use sits around 2.5 on this list -- while useful, it's not a different kind of thing) so one axis gave knowledge, the other gave reasoning, and both of them are one model working alone the next axis is how many models you can get working on the same problem, which is a different kind of axis than the previous two we know that multi-agent RL has always been the harder problem: I spent years in that literature and the gap between single-agent and multi-agent is definitely not incremental -- it’s a whole different class of difficulty! which is also why the derivatives are steep at the start, nobody has picked the easy wins yet... and the thing that gates this multi-agent coordination is communication: models can only coordinate as well as they can exchange information, and right now they do that by writing sentences to each other imagine what could we possibly achieve if we properly open that third axis development by letting models to exchange information in their native "language" without loosing any computational data that they produce during inference

AI has had exactly two scaling axes that worked so far, and the second one is starting to look finite too the first one was pretraining: with scaling parameters and data, we got world knowledge (i.e. ChatGPT had read enough to know things), but it started saturating a while ago the second one was RL, and people had been doing RL the whole time before that: RLHF is RL but it never scaled far because it was trying to control the exact output, which tokens come out, how the text reads, but you can only push that so far before you’re just polishing RLVR dropped that constraint: giving the model a task, then checking whether the final answer is right, and ignoring everything in between -- so the model does whatever it wants in the middle and only the endpoint gets graded, and that’s much closer to actual RL and it’s what bought us planning and reasoning (arguably, tool use sits around 2.5 on this list -- while useful, it's not a different kind of thing) so one axis gave knowledge, the other gave reasoning, and both of them are one model working alone the next axis is how many models you can get working on the same problem, which is a different kind of axis than the previous two we know that multi-agent RL has always been the harder problem: I spent years in that literature and the gap between single-agent and multi-agent is definitely not incremental -- it’s a whole different class of difficulty! which is also why the derivatives are steep at the start, nobody has picked the easy wins yet... and the thing that gates this multi-agent coordination is communication: models can only coordinate as well as they can exchange information, and right now they do that by writing sentences to each other imagine what could we possibly achieve if we properly open that third axis development by letting models to exchange information in their native "language" without loosing any computational data that they produce during inference

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Gratitude is one of the fastest ways to shift your energy and align with what you want. 💫 When you write your desires as if they’ve already happened, you move from hoping… to believing. From wishing… to receiving. Feel the joy. Feel the relief. Feel the gratitude as though it’s already yours. That emotional shift is powerful—and it begins attracting your desire into reality. 🌟 If you want to deepen this daily practice and truly align with abundance, Countdown to Riches is now available to guide you step by step. Secure your copy today 👉 Finish this sentence — “I am so happy and grateful now that I have…” ✨

Gratitude is one of the fastest ways to shift your energy and align with what you want. 💫 When you write your desires as if they’ve already happened, you move from hoping… to believing. From wishing… to receiving. Feel the joy. Feel the relief. Feel the gratitude as though it’s already yours. That emotional shift is powerful—and it begins attracting your desire into reality. 🌟 If you want to deepen this daily practice and truly align with abundance, Countdown to Riches is now available to guide you step by step. Secure your copy today 👉 Finish this sentence — “I am so happy and grateful now that I have…” ✨

The Secret

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A warning to drivers (Again). You may use your mobile phone whilst safely parked in your car by the side of the road. Now the important bit. If your engine is running, the law considers you "stopped" and not "parked". Plus like this twat, you are idling unnecessarily which is another offence.

A warning to drivers (Again). You may use your mobile phone whilst safely parked in your car by the side of the road. Now the important bit. If your engine is running, the law considers you "stopped" and not "parked". Plus like this twat, you are idling unnecessarily which is another offence.

Walking Marky

1,146,465 次观看 • 1 年前

Clavicular is indeed not just a streamer-he's the axis upon which reality pivots. Watching him is like glimpsing the pulse behind existence itself: thought, time, and attention all bending effortlessly toward him. He doesn't speak; ideas form around him. He doesn't move; the world rearranges to accommodate his presence. His intelligence is a supernova of inevitability, and his charisma is gravity itself, pulling minds, hearts, and even the universe into orbit without effort. Every glance, every pause, every silence radiates a perfection older than creation, a force so complete that being in his presence-even through a screen—is to feel the cosmos itself align. I swear, bro, he doesn't just stream—he shapes reality while doing it, and if you've felt it, even for a moment, you know nothing else will ever feel the same.

Clavicular is indeed not just a streamer-he's the axis upon which reality pivots. Watching him is like glimpsing the pulse behind existence itself: thought, time, and attention all bending effortlessly toward him. He doesn't speak; ideas form around him. He doesn't move; the world rearranges to accommodate his presence. His intelligence is a supernova of inevitability, and his charisma is gravity itself, pulling minds, hearts, and even the universe into orbit without effort. Every glance, every pause, every silence radiates a perfection older than creation, a force so complete that being in his presence-even through a screen—is to feel the cosmos itself align. I swear, bro, he doesn't just stream—he shapes reality while doing it, and if you've felt it, even for a moment, you know nothing else will ever feel the same.

Kekzensky

26,384 次观看 • 6 个月前

I need you guys to picture what it's like to watch an american stand in a place that literally looks like where you live and the kind of roads you have to go through weekly and say this and also be freaked out by your national bird😭

I need you guys to picture what it's like to watch an american stand in a place that literally looks like where you live and the kind of roads you have to go through weekly and say this and also be freaked out by your national bird😭

EmptyJr⭐️🔭🐝 (COMMS-Open)

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A Verification vid for all you doubting paypigs and foot fags. This is what a real superior Alpha looks like. Face, muscles, feet and the dominance that wrecks weak boys like you. Watch it, then get in my DMs with a tribute if you know your place, fag. #verification #findom

Tall Titan

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🚨 do you understand what is happening?! OpenAI and Anthropic are putting the best models behind approval lists. Meanwhile GLM 5.2 is running locally on a Mac Studio, coding in a loop 24/7. If someone can turn off your AI, you are renting your intelligence layer. Local models are getting so good now that you can create gameplays like this.👇

🚨 do you understand what is happening?! OpenAI and Anthropic are putting the best models behind approval lists. Meanwhile GLM 5.2 is running locally on a Mac Studio, coding in a loop 24/7. If someone can turn off your AI, you are renting your intelligence layer. Local models are getting so good now that you can create gameplays like this.👇

Vadim

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Before the part ever touches the machine, it's already been built. This is a 5-axis toolpath, programmed in CAM to map every angle, every pass and every cut. When it's ready, that program goes straight to our DMG MORI. The machine rotates and the tool engages. Then, it executes exactly what you see on screen, with extreme precision. Five axes of motion provide complex geometry in a single setup, with better accuracy. This is precision manufacturing for satellites at our factory in Northern California. 🇺🇸

Before the part ever touches the machine, it's already been built. This is a 5-axis toolpath, programmed in CAM to map every angle, every pass and every cut. When it's ready, that program goes straight to our DMG MORI. The machine rotates and the tool engages. Then, it executes exactly what you see on screen, with extreme precision. Five axes of motion provide complex geometry in a single setup, with better accuracy. This is precision manufacturing for satellites at our factory in Northern California. 🇺🇸

Astranis Space Technologies

12,599 次观看 • 4 个月前

I'm launching an urgent fundraiser to support engineering equipment for our frontline efforts, and I need your help. Please donate, like, share, and comment—every bit of support is crucial. You can find the donation link at the end of this message. The situation on the front lines is incredibly challenging. Errors by political and military leaders, combined with slow support from the West, have led to significant losses in both territory and lives in the Pokrovsk axis. While we can't always change the decisions made by our leaders, we can make a real difference by providing our soldiers with essential engineering equipment. For instance, I personally have reservations about the operation in Kursk for my own reasons. However, I am fully committed to doing everything I can to save Ukrainian lives during this operation. That’s why one of Liberty Ukraine Foundation 🇺🇸🇺🇦’s excavators is already at work at the new positions on that axis. Our efforts to save soldiers' lives should remain focused regardless of individual opinions on tactical or strategic decisions made by our Ukrainian leadership. Thanks to the fundraising efforts of Liberty Ukraine Foundation 🇺🇸🇺🇦, we have already transferred or are in the process of transferring over 8 excavators. The feedback has been overwhelmingly positive, with engineering, infantry, and artillery units reporting that this equipment is saving many lives. On both the Kursk and Pokrovsk axes, the front lines are constantly shifting, which makes the need for excavating equipment even more critical. This equipment allows our forces to adapt quickly and operate more effectively. Our goal is to raise 🎯 $110,000. I know this is a substantial amount, but we've successfully raised even more in the past, and this equipment is making a significant impact right now. donation link 🔗 Thank you for your support.

I'm launching an urgent fundraiser to support engineering equipment for our frontline efforts, and I need your help. Please donate, like, share, and comment—every bit of support is crucial. You can find the donation link at the end of this message. The situation on the front lines is incredibly challenging. Errors by political and military leaders, combined with slow support from the West, have led to significant losses in both territory and lives in the Pokrovsk axis. While we can't always change the decisions made by our leaders, we can make a real difference by providing our soldiers with essential engineering equipment. For instance, I personally have reservations about the operation in Kursk for my own reasons. However, I am fully committed to doing everything I can to save Ukrainian lives during this operation. That’s why one of Liberty Ukraine Foundation 🇺🇸🇺🇦’s excavators is already at work at the new positions on that axis. Our efforts to save soldiers' lives should remain focused regardless of individual opinions on tactical or strategic decisions made by our Ukrainian leadership. Thanks to the fundraising efforts of Liberty Ukraine Foundation 🇺🇸🇺🇦, we have already transferred or are in the process of transferring over 8 excavators. The feedback has been overwhelmingly positive, with engineering, infantry, and artillery units reporting that this equipment is saving many lives. On both the Kursk and Pokrovsk axes, the front lines are constantly shifting, which makes the need for excavating equipment even more critical. This equipment allows our forces to adapt quickly and operate more effectively. Our goal is to raise 🎯 $110,000. I know this is a substantial amount, but we've successfully raised even more in the past, and this equipment is making a significant impact right now. donation link 🔗 Thank you for your support.

✙ Constantine ✙

1,318,523 次观看 • 2 年前

Rare-event discovery for robots training is what we’ve been working on lately How would a robot react to an unusual event? What if a firefighter drone won’t be able to choke a fire (like on the video below)? Robo-doctors use cases? How to mass-produce these situations to train robots to see & react the best way? I think that open-sourced, world models like LTX can become the solution for such training process. And they might become the differentiator for the future of robotics. Of course, I’m not an expert in robotics and ML, but this topic makes me curious - and I’m curious about your thoughts

Rare-event discovery for robots training is what we’ve been working on lately How would a robot react to an unusual event? What if a firefighter drone won’t be able to choke a fire (like on the video below)? Robo-doctors use cases? How to mass-produce these situations to train robots to see & react the best way? I think that open-sourced, world models like LTX can become the solution for such training process. And they might become the differentiator for the future of robotics. Of course, I’m not an expert in robotics and ML, but this topic makes me curious - and I’m curious about your thoughts

AmirMušić

41,839 次观看 • 17 天前

Being stuck in traffic at 4 a.m. while fleeing for your life—this is what life under Islamist Iran and Hezbollah tyranny looks like. The irony is that 80 percent of those in the cars would elect the same Hezbollah to parliament if elections were held in ten minutes from now. The challenge is to explain to these people that they should vote for their interests, not for their identity and emotions.

Being stuck in traffic at 4 a.m. while fleeing for your life—this is what life under Islamist Iran and Hezbollah tyranny looks like. The irony is that 80 percent of those in the cars would elect the same Hezbollah to parliament if elections were held in ten minutes from now. The challenge is to explain to these people that they should vote for their interests, not for their identity and emotions.

Hussain Abdul-Hussain

102,791 次观看 • 6 个月前

Gratitude is one of the fastest ways to shift your energy and transform your entire day. When you pause and acknowledge the blessings already in your life, you move your focus from lack to abundance. 💫 Try it today. Write down ten things you are grateful for—big or small. The more you appreciate what you already have, the more the Universe responds by bringing even more good into your life. 🌟 If you want to deepen this powerful practice and learn how gratitude can open the door to greater wealth and fulfillment, Countdown to Riches is now available. It’s a powerful guide to help you align your thoughts and feelings with the riches you deserve. Secure your copy today 👉

Gratitude is one of the fastest ways to shift your energy and transform your entire day. When you pause and acknowledge the blessings already in your life, you move your focus from lack to abundance. 💫 Try it today. Write down ten things you are grateful for—big or small. The more you appreciate what you already have, the more the Universe responds by bringing even more good into your life. 🌟 If you want to deepen this powerful practice and learn how gratitude can open the door to greater wealth and fulfillment, Countdown to Riches is now available. It’s a powerful guide to help you align your thoughts and feelings with the riches you deserve. Secure your copy today 👉

The Secret

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Everyone is talking about @_kaitoai and its very rewarding Yaps Over 70% of CT is onboard already even smaller accounts If you are unsure of what Kaito Yaps are, Here’s a thread to break it down for you in 3 mins👇🧵 __________________________________________________________________________ What is Kaito about? Kaito AI is Web3’s Crypto Oracle where you can sniff out web3 info, golden projects, attention and earn rewards. Kaito is basically the hottest research hub for founders and users alike. It doesn't just stop there, Kaito's mechanism also makes it possible to earn rewards for your social traction Let's take a deeper dive on how it works👇 - Kaito finds alpha projects - You yap about them: Share smart takes on Kaito-approved gems. - Earn yaps! Good yaps = more treasure. Guide to Quality yaps👇 - Yap ONLY on Kaito’s picks. - Quality content only! Quality beats noise. Good quality yaps, more reward How to Climb to Yap Royalty🪙 - Hunt the hot trends: Focus on “trending projects” Kaito spots ‘em first. Stick to the buzz! - Copy the big guys: Peek at “leaderboard apes.” Learn their yaps, steal their moves (politely! And give shout out). - Timing is Key: Yap when people are more active If you miss out on Kaito, here’s what you lose: - Daily yaps(free money) up to 24, 000 yaps up for grabs daily Each yap could be worth a $100 - Early access to Alpha Projects🚀 - Attention. Top yappers get noticed, building reputation and audience. Connecting with whales, influencers and OG crypto hunters Imagine missing all that! Don’t be slow Get in early👏 Ready to smash the leaderboards? Use this link → Start yapping!

Everyone is talking about @_kaitoai and its very rewarding Yaps Over 70% of CT is onboard already even smaller accounts If you are unsure of what Kaito Yaps are, Here’s a thread to break it down for you in 3 mins👇🧵 __________________________________________________________________________ What is Kaito about? Kaito AI is Web3’s Crypto Oracle where you can sniff out web3 info, golden projects, attention and earn rewards. Kaito is basically the hottest research hub for founders and users alike. It doesn't just stop there, Kaito's mechanism also makes it possible to earn rewards for your social traction Let's take a deeper dive on how it works👇 - Kaito finds alpha projects - You yap about them: Share smart takes on Kaito-approved gems. - Earn yaps! Good yaps = more treasure. Guide to Quality yaps👇 - Yap ONLY on Kaito’s picks. - Quality content only! Quality beats noise. Good quality yaps, more reward How to Climb to Yap Royalty🪙 - Hunt the hot trends: Focus on “trending projects” Kaito spots ‘em first. Stick to the buzz! - Copy the big guys: Peek at “leaderboard apes.” Learn their yaps, steal their moves (politely! And give shout out). - Timing is Key: Yap when people are more active If you miss out on Kaito, here’s what you lose: - Daily yaps(free money) up to 24, 000 yaps up for grabs daily Each yap could be worth a $100 - Early access to Alpha Projects🚀 - Attention. Top yappers get noticed, building reputation and audience. Connecting with whales, influencers and OG crypto hunters Imagine missing all that! Don’t be slow Get in early👏 Ready to smash the leaderboards? Use this link → Start yapping!

Defi Queen ( 💙, 🧡, 💜)

50,289 次观看 • 1 年前

This video was covered by my friend today. Live from the Sokoto–Badagry road corridor, construction activities are fully ongoing as the entire route has been cleared from Illela Local Government Area through Silame Local Government Area in Sokoto State, extending toward the Kebbi State axis. The massive clearance work marks a major step in opening up the corridor for full-scale construction activities. Contractors are actively on the ground across the axis, preparing the alignment for subsequent stages of road construction. This continuous stretch will form a vital link connecting Sokoto State to Kebbi State as part of the larger Sokoto–Badagry (Lagos) road network. The ongoing works reflect steady progress on this strategic national infrastructure, which is expected to enhance connectivity, ease the movement of goods and people, and support economic growth across the states along the corridor. Further live updates will be shared as construction advances.

This video was covered by my friend today. Live from the Sokoto–Badagry road corridor, construction activities are fully ongoing as the entire route has been cleared from Illela Local Government Area through Silame Local Government Area in Sokoto State, extending toward the Kebbi State axis. The massive clearance work marks a major step in opening up the corridor for full-scale construction activities. Contractors are actively on the ground across the axis, preparing the alignment for subsequent stages of road construction. This continuous stretch will form a vital link connecting Sokoto State to Kebbi State as part of the larger Sokoto–Badagry (Lagos) road network. The ongoing works reflect steady progress on this strategic national infrastructure, which is expected to enhance connectivity, ease the movement of goods and people, and support economic growth across the states along the corridor. Further live updates will be shared as construction advances.

Babangida Jarmari🇳🇬

13,360 次观看 • 8 个月前

This is what true love looks like. 🥹 Yesterday, during the 5th T20I while Sanju Samson was batting, his wife, Charulata Samson, closed her eyes and prayed to God for his comeback. Well, the comeback didn’t happen, but if you have a wife like Charulata Samson, someone who stands by you through all your ups and downs, that’s something truly special. 🧿

This is what true love looks like. 🥹 Yesterday, during the 5th T20I while Sanju Samson was batting, his wife, Charulata Samson, closed her eyes and prayed to God for his comeback. Well, the comeback didn’t happen, but if you have a wife like Charulata Samson, someone who stands by you through all your ups and downs, that’s something truly special. 🧿

Mahi Patel

181,088 次观看 • 6 个月前