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🚨 COMPUTER CHIPS MAY HAVE JUST ESCAPED A MAJOR LIMIT OF MODERN COMPUTING. For decades, Moore's Law predicted that computing power would keep growing as engineers packed more transistors onto chips. But there was a problem: We're running out of room. Now scientists at the University of Illinois have... demonstrated a new type of 3D computer chip that stacks transistor layers vertically instead of spreading them across a flat surface. Think skyscrapers instead of suburbs. Why this matters: • More computing power in the same space • Faster communication between circuits • Potentially lower energy consumption • A path beyond today's chip scaling limits The breakthrough solves one of the biggest obstacles in 3D chip design: Heat. Previous stacked chips risked damaging lower layers during manufacturing. The new approach uses ultra-thin silicon membranes and low-temperature fabrication techniques that allow multiple layers to be built without destroying the layers below. Researchers have already demonstrated working logic circuits and memory cells across three stacked layers. And they believe many more layers could follow. The future of computing may not be smaller chips. It may be taller ones. Follow for more future technology and frontier science breakthroughs.show more

TheNewPhysics

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21,306 次观看 • 2 个月前 •via X (Twitter)

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Just weeks ago I considered this to be a map of Superchargers. The foundation that made EV’s a going concern for the first time. But it’s not. These dots represent fully permitted and built power stations in an era where every AI player is trying to figure out how to get power for compute. This is the largest electrical power moat I’ve ever seen that can fully supply current and future charging needs while collecting and storing cheaper power during off-peak to supply an AI revolution. Elon doesn’t care who knows anymore. 2nd place is… crumbs. AWS was built from excess server space needed during peak demand. Now it’s bigger and more valuable than the core Amazon retail business. Tesla is about to drop a hardware smackdown right in the face of software engineers. AI prototypes are easy. Scaling is hard. If only Tesla had a factory pouring out millions of chips each year that are underutilized 95% of the time. Each with their own battery storage. Imagine that. Tesla could call them ‘cars’. And that power moat? It’s all fully upgradable. It’s primed to be tripled. Only a handful of Tesla charging stations currently have solar and/or Megapacks. For 14 years Tesla has permitted and built the gas stations of the future around the world. Everyone said it would fail. All of them were wrong. And now Tesla is in a process of creating a possible 10x value stamp on those stations that should have never been built. It makes you wonder, When a vehicle now leaves the Tesla factory; how do we even begin to calculate the economic production that it will generate during its lifetime? It’s a Robotaxi, energy storage, and a fully sealed/cooled compute processor. They may as well start shitting gold out of a tailpipe.

Just weeks ago I considered this to be a map of Superchargers. The foundation that made EV’s a going concern for the first time. But it’s not. These dots represent fully permitted and built power stations in an era where every AI player is trying to figure out how to get power for compute. This is the largest electrical power moat I’ve ever seen that can fully supply current and future charging needs while collecting and storing cheaper power during off-peak to supply an AI revolution. Elon doesn’t care who knows anymore. 2nd place is… crumbs. AWS was built from excess server space needed during peak demand. Now it’s bigger and more valuable than the core Amazon retail business. Tesla is about to drop a hardware smackdown right in the face of software engineers. AI prototypes are easy. Scaling is hard. If only Tesla had a factory pouring out millions of chips each year that are underutilized 95% of the time. Each with their own battery storage. Imagine that. Tesla could call them ‘cars’. And that power moat? It’s all fully upgradable. It’s primed to be tripled. Only a handful of Tesla charging stations currently have solar and/or Megapacks. For 14 years Tesla has permitted and built the gas stations of the future around the world. Everyone said it would fail. All of them were wrong. And now Tesla is in a process of creating a possible 10x value stamp on those stations that should have never been built. It makes you wonder, When a vehicle now leaves the Tesla factory; how do we even begin to calculate the economic production that it will generate during its lifetime? It’s a Robotaxi, energy storage, and a fully sealed/cooled compute processor. They may as well start shitting gold out of a tailpipe.

No Safe Words

56,727 次观看 • 1 个月前

$NVDA CEO JENSEN HUANG: "ANYONE WHO UNDERESTIMATES HUAWEI, IS DEEPLY NAIVE." He's right. And the timeline proves it. 2019: US puts Huawei on the sanctions blacklist. TSMC stops making their chips. Kirin chips dead. Phone business looks over. 2020: Full export ban. Even basic chip-making tools blocked. Everyone laughs: "China stuck at 14nm forever." 2023: Out of nowhere, Huawei drops the Mate 60 Pro. Inside? A new 7nm Kirin chip. Made fully in China, without the high-end tools the US blocked. The West coped: "lucky one-off, they can't keep doing it." 2026: Huawei unveils Tau Scaling + LogicFolding. New way to stack chips. More power, less wiring, smaller size. Plan: hit 1.4nm-level chips by 2031. Still without the tools the US banned. The US tried to block China. Instead they forced China to build its own. Now China is inventing the next generation of chips the West will have to copy. No company has been hit with more sanctions than Huawei. None has come back harder. US tech war backfired in real time.

$NVDA CEO JENSEN HUANG: "ANYONE WHO UNDERESTIMATES HUAWEI, IS DEEPLY NAIVE." He's right. And the timeline proves it. 2019: US puts Huawei on the sanctions blacklist. TSMC stops making their chips. Kirin chips dead. Phone business looks over. 2020: Full export ban. Even basic chip-making tools blocked. Everyone laughs: "China stuck at 14nm forever." 2023: Out of nowhere, Huawei drops the Mate 60 Pro. Inside? A new 7nm Kirin chip. Made fully in China, without the high-end tools the US blocked. The West coped: "lucky one-off, they can't keep doing it." 2026: Huawei unveils Tau Scaling + LogicFolding. New way to stack chips. More power, less wiring, smaller size. Plan: hit 1.4nm-level chips by 2031. Still without the tools the US banned. The US tried to block China. Instead they forced China to build its own. Now China is inventing the next generation of chips the West will have to copy. No company has been hit with more sanctions than Huawei. None has come back harder. US tech war backfired in real time.

CryptoGoos

29,122 次观看 • 2 个月前

🚨 SCIENTISTS MAY HAVE FOUND A REAL “LOOPHOLE” FOR WARP DRIVES. And for the first time, the math may not completely break physics. For decades, warp drives were considered impossible because they seemed to require massive amounts of “exotic negative energy” that doesn’t exist in usable quantities. But new theoretical models suggest there may be ways to reshape spacetime using far less exotic energy or in some versions, almost none at all. Why this matters: • A warp drive doesn’t actually move the ship faster than light • It compresses spacetime in front of the craft and expands it behind • The ship stays inside a stable bubble while the universe itself moves around it • Einstein’s speed limit remains intact the ship never locally exceeds c The deeper implication is mind-bending: If spacetime can be engineered like this, distance itself becomes programmable. Interstellar travel would stop being an impossible energy problem… and turn into a geometry problem. The universe may not be blocking faster-than-light travel. We may simply be too primitive to shape spacetime correctly yet. What happens when humanity learns to engineer gravity itself? Follow for more frontier physics and reality-bending breakthroughs.

🚨 SCIENTISTS MAY HAVE FOUND A REAL “LOOPHOLE” FOR WARP DRIVES. And for the first time, the math may not completely break physics. For decades, warp drives were considered impossible because they seemed to require massive amounts of “exotic negative energy” that doesn’t exist in usable quantities. But new theoretical models suggest there may be ways to reshape spacetime using far less exotic energy or in some versions, almost none at all. Why this matters: • A warp drive doesn’t actually move the ship faster than light • It compresses spacetime in front of the craft and expands it behind • The ship stays inside a stable bubble while the universe itself moves around it • Einstein’s speed limit remains intact the ship never locally exceeds c The deeper implication is mind-bending: If spacetime can be engineered like this, distance itself becomes programmable. Interstellar travel would stop being an impossible energy problem… and turn into a geometry problem. The universe may not be blocking faster-than-light travel. We may simply be too primitive to shape spacetime correctly yet. What happens when humanity learns to engineer gravity itself? Follow for more frontier physics and reality-bending breakthroughs.

TheNewPhysics

89,623 次观看 • 2 个月前

Jeff Bezos just described the era you are living in. It sounds nothing like what you have been told. Bezos: “The world is so interesting right now. We’re in multiple golden ages at once.” Not one golden age. Multiple. Simultaneous. Overlapping. Bezos: “I think there’s never been a more extraordinary moment to be alive.” He was not being poetic. He was being literal. For the entire history of civilization, humanity got one revolution at a time. Fire. The wheel. The printing press. Electricity. The transistor. One breakthrough. Then centuries of silence before the next. That pattern just shattered. Artificial intelligence. Space access. Gene editing. Energy storage. Quantum computing. Five revolutions running inside the same decade. That has never happened before. Not once in ten thousand years of recorded progress. And the story being sold to you every single day is that everything is falling apart. That the future is something to survive. That the best days are behind you. The people closest to the actual technology do not believe a single word of it. They are not debating whether the world is ending. They are too busy building the next one. Fear is the most profitable product on Earth. It moves faster than any breakthrough ever will. The greatest concentration of technological revolutions in human history is unfolding right now. Most of the world is too busy arguing about which version of collapse to believe in to notice. Bezos did not say a golden age might be approaching. He said you are already standing inside several of them. The gap between that statement and what you currently believe about the world is the most expensive blind spot of your lifetime. You were not born at the end of anything. You were born at the exact point where the entire curve bends upward. That does not happen twice.

Jeff Bezos just described the era you are living in. It sounds nothing like what you have been told. Bezos: “The world is so interesting right now. We’re in multiple golden ages at once.” Not one golden age. Multiple. Simultaneous. Overlapping. Bezos: “I think there’s never been a more extraordinary moment to be alive.” He was not being poetic. He was being literal. For the entire history of civilization, humanity got one revolution at a time. Fire. The wheel. The printing press. Electricity. The transistor. One breakthrough. Then centuries of silence before the next. That pattern just shattered. Artificial intelligence. Space access. Gene editing. Energy storage. Quantum computing. Five revolutions running inside the same decade. That has never happened before. Not once in ten thousand years of recorded progress. And the story being sold to you every single day is that everything is falling apart. That the future is something to survive. That the best days are behind you. The people closest to the actual technology do not believe a single word of it. They are not debating whether the world is ending. They are too busy building the next one. Fear is the most profitable product on Earth. It moves faster than any breakthrough ever will. The greatest concentration of technological revolutions in human history is unfolding right now. Most of the world is too busy arguing about which version of collapse to believe in to notice. Bezos did not say a golden age might be approaching. He said you are already standing inside several of them. The gap between that statement and what you currently believe about the world is the most expensive blind spot of your lifetime. You were not born at the end of anything. You were born at the exact point where the entire curve bends upward. That does not happen twice.

Dustin

21,007 次观看 • 3 个月前

So, my opinion on what the Antarctic (Antarctica) Anomaly is that it's a type of frequency technology. It must be way more powerful than HAARP, as many have claimed it to be, because we would see these anomalies at other HAARP sites, and we don't, not like this. With that said, and I'm very much trying to avoid letting what I want it to be not play a part here, I think it is a technology that is being used either off the coast of Antarctica itself or Bouvet Island. A third possibility is an area just to the northwest of the island that looks odd. It's possible it is a sonar scan from a ship, but why in that remote location? It looks like an antenna set up or rows of something that is out of place. I also believe that the weather events and fires that have taken place in Africa could possibly have been because of this. Each time we saw the anomaly, it was followed by a destructive weather event in Africa. A weird connection to that is we have been told and warned of a very busy 2024 Atlantic hurricane season. This is in part because of the above-average Atlantic ocean temperatures, which is the fuel to Hurricanes. With all this info, it's possible to see how the Anomaly could be a frequency tech that can manipulate or create weather, And or WARM up the Ocean temps to purposely enhance the Hurricane season and Storm growth. Keep in mind that many of our hurricanes and many of the biggest hurricanes have come from the west coast of Africa and form over the Cape Verde islands before heading towards the Caribbean and the United States. This is all of course speculation, and I'm learning many new things every day, so this idea may morph over time as we learn more. In the end, it is very hard to ignore all these findings. #antarctica #anonaly #AntarcticaAnomaly #BouvetIsland

So, my opinion on what the Antarctic (Antarctica) Anomaly is that it's a type of frequency technology. It must be way more powerful than HAARP, as many have claimed it to be, because we would see these anomalies at other HAARP sites, and we don't, not like this. With that said, and I'm very much trying to avoid letting what I want it to be not play a part here, I think it is a technology that is being used either off the coast of Antarctica itself or Bouvet Island. A third possibility is an area just to the northwest of the island that looks odd. It's possible it is a sonar scan from a ship, but why in that remote location? It looks like an antenna set up or rows of something that is out of place. I also believe that the weather events and fires that have taken place in Africa could possibly have been because of this. Each time we saw the anomaly, it was followed by a destructive weather event in Africa. A weird connection to that is we have been told and warned of a very busy 2024 Atlantic hurricane season. This is in part because of the above-average Atlantic ocean temperatures, which is the fuel to Hurricanes. With all this info, it's possible to see how the Anomaly could be a frequency tech that can manipulate or create weather, And or WARM up the Ocean temps to purposely enhance the Hurricane season and Storm growth. Keep in mind that many of our hurricanes and many of the biggest hurricanes have come from the west coast of Africa and form over the Cape Verde islands before heading towards the Caribbean and the United States. This is all of course speculation, and I'm learning many new things every day, so this idea may morph over time as we learn more. In the end, it is very hard to ignore all these findings. #antarctica #anonaly #AntarcticaAnomaly #BouvetIsland

In2ThinAir

442,580 次观看 • 2 年前

Normally I wouldn’t be this interested in chip tech, even considering this is impressive. Huawei has found a creative workaround to catch up with the likes of TSMC. But what makes it even more compelling to me is the bigger story and resilience behind it. Starting in 2019, Huawei faced intense sanctions that significantly restricted their access to advanced chip technology and global supply chains. For a while, it looked like this would seriously damage or even sideline them in major way. A lot of people thought the company was done or would be stuck far behind for years. Yet Huawei refused to die. Pushed hard by those challenges, they didn’t fold or give up. Instead, they dug in, poured everything into self-reliance, research, and fresh thinking. They reinvented how they approach problems and entered a whole new era of innovation and creativity that probably wouldn’t have happened this quickly, or maybe even at all, without being forced into that corner. That’s the part I find truly inspiring. When the pressure was at its heaviest, they turned obstacles into fuel. They focused on what they could control, built up their own capabilities, and came back stronger with real breakthroughs. It’s rare to see that kind of determination pay off in such a visible way. So many observers probably believed the sanctions would destroy them or at least slow them down permanently. Instead, they lit a fire under the whole company and sparked a level of ingenuity that feels genuinely exciting to watch unfold. Sanctions were supposed to end them. Instead, they pushed Huawei into this impressive new chapter of self-reliance and forward momentum. That kind of comeback story is exactly why I’m such a big fan and why moments like this announcement feel so satisfying.

Normally I wouldn’t be this interested in chip tech, even considering this is impressive. Huawei has found a creative workaround to catch up with the likes of TSMC. But what makes it even more compelling to me is the bigger story and resilience behind it. Starting in 2019, Huawei faced intense sanctions that significantly restricted their access to advanced chip technology and global supply chains. For a while, it looked like this would seriously damage or even sideline them in major way. A lot of people thought the company was done or would be stuck far behind for years. Yet Huawei refused to die. Pushed hard by those challenges, they didn’t fold or give up. Instead, they dug in, poured everything into self-reliance, research, and fresh thinking. They reinvented how they approach problems and entered a whole new era of innovation and creativity that probably wouldn’t have happened this quickly, or maybe even at all, without being forced into that corner. That’s the part I find truly inspiring. When the pressure was at its heaviest, they turned obstacles into fuel. They focused on what they could control, built up their own capabilities, and came back stronger with real breakthroughs. It’s rare to see that kind of determination pay off in such a visible way. So many observers probably believed the sanctions would destroy them or at least slow them down permanently. Instead, they lit a fire under the whole company and sparked a level of ingenuity that feels genuinely exciting to watch unfold. Sanctions were supposed to end them. Instead, they pushed Huawei into this impressive new chapter of self-reliance and forward momentum. That kind of comeback story is exactly why I’m such a big fan and why moments like this announcement feel so satisfying.

Daniel Dumbrill

56,589 次观看 • 2 个月前

‌Cheap LED bulbs may not be worth buying, mainly because their components such as capacitors may be of poor quality, resulting in a short life and easy failure. ‌ Here are the specific reasons: ‌Quality issues‌: Low-quality LED bulbs may use low-cost materials and processes, resulting in poor overall quality, such as poor quality capacitors that are easy to damage, poor heat dissipation materials and structures, which will affect the life and stability of the bulbs. ‌Health risks‌: Low-quality LED bulbs may have problems such as blue light hazards and flickering. Long-term use may cause damage to the eyes and skin, and even cause headaches, photosensitive epilepsy and other problems. ‌Safety hazards‌: Low-quality LED bulbs may be more prone to safety accidents such as short circuits and fires, posing a threat to personal and property safety. Cost issues: The price of each electronic component of LED bulbs is basically stable. The electronic components required for circuit protection design, temperature control design, etc. have a different quality and price, including heat dissipation materials, such as aluminum, copper, copper substrates, etc. The type of heat dissipation material used and the amount of use directly determine the cost increase or decrease. In other words, a better quality product must meet the requirements, and the cost is there, and it cannot be as low as a low-quality product. Therefore, when buying LED bulbs, it is recommended to choose products with more reasonable prices and guaranteed quality to ensure the use effect and safety. ‌ Of course, don't be superstitious about big brands. A large part of their high prices is advertising costs and lucrative profits. If you want to buy high-quality LED products at reasonable prices, you have to admit that you need to seek Chinese manufacturing; It must be emphasized that most of the brands that truly specialize in LED car light bulbs are in China. China has a complete LED car light industry chain, so according to customer needs, there are low to high quality, and our SNGL is the best LED car light bulb brand in China. The design and quality are not inferior to Philips at all. It has a history of more than ten years and is a professional LED car light bulb. In terms of component quality, LED chips, light pattern design, brightness, service life, heat dissipation materials and structure, adaptability, lighting effects, on-road test results, etc., our SNGL has performed well. You are welcome to buy it.

SNGL

30,112 次观看 • 1 年前

⏱️ THE WAIT IS FINALLY OVER In just 2 days you will see what FAR Labs have been building. We are about to reveal the foundation of FAR AI, built on new compute, new biometric signals, new science models, and new forms of intelligent play. Each part is designed to help you run faster, produce more, and open fresh revenue streams across AI, science, and gaming. You will see how these layers connect and how they create a system built for real users, real ownership, and real outcomes. Be the first to use FAR AI and unlock new revenue. Follow these steps: 1. Click the link below. 2. Enter your email in the box. 3. Confirm your signup and you are in. Here's the link 👉 PS Spots for early access will move fast, act now.

⏱️ THE WAIT IS FINALLY OVER In just 2 days you will see what FAR Labs have been building. We are about to reveal the foundation of FAR AI, built on new compute, new biometric signals, new science models, and new forms of intelligent play. Each part is designed to help you run faster, produce more, and open fresh revenue streams across AI, science, and gaming. You will see how these layers connect and how they create a system built for real users, real ownership, and real outcomes. Be the first to use FAR AI and unlock new revenue. Follow these steps: 1. Click the link below. 2. Enter your email in the box. 3. Confirm your signup and you are in. Here's the link 👉 PS Spots for early access will move fast, act now.

FAR Labs

31,485 次观看 • 8 个月前

Isn't it strange that the grandfathers of two of the most powerful men in America, and the uncle of the third, were all involved in major scientific, technological, or government projects? Just a coincidence? Donald Trump's uncle, John G. Trump, was a renowned MIT scientist who worked on advanced military technologies during World War II and was entrusted with reviewing the papers of Nikola Tesla after his death. Jeff Bezos' grandfather, Lawrence Preston Gise, held a key position within the U.S. Atomic Energy Commission, one of the institutions overseeing America's nuclear program during the Cold War and one of the most strategically important technological sectors of the era. Elon Musk's grandfather, Joshua N. Haldeman, was a leading member of the Technocracy movement, which envisioned a future governed by scientists, engineers, and technological expertise rather than traditional politicians. Today, Trump is one of the most influential political figures in America and the sitting president. Bezos built one of the world's largest corporations and controls a significant portion of the world's cloud computing infrastructure. Musk leads some of the most important technology companies on Earth and maintains a close relationship with the political establishment. These people are not here by accident. They are all part of an ancient royal control group. Posts like this have gotten my account flagged, but I have something even more interesting involving a lost civilization and ties to a certain member of this group. That post will be for my subscribers, the true supporters of my work, who are now going to be the pillars of my research, as X and Nikita Bier have done significant damage to my account.

Isn't it strange that the grandfathers of two of the most powerful men in America, and the uncle of the third, were all involved in major scientific, technological, or government projects? Just a coincidence? Donald Trump's uncle, John G. Trump, was a renowned MIT scientist who worked on advanced military technologies during World War II and was entrusted with reviewing the papers of Nikola Tesla after his death. Jeff Bezos' grandfather, Lawrence Preston Gise, held a key position within the U.S. Atomic Energy Commission, one of the institutions overseeing America's nuclear program during the Cold War and one of the most strategically important technological sectors of the era. Elon Musk's grandfather, Joshua N. Haldeman, was a leading member of the Technocracy movement, which envisioned a future governed by scientists, engineers, and technological expertise rather than traditional politicians. Today, Trump is one of the most influential political figures in America and the sitting president. Bezos built one of the world's largest corporations and controls a significant portion of the world's cloud computing infrastructure. Musk leads some of the most important technology companies on Earth and maintains a close relationship with the political establishment. These people are not here by accident. They are all part of an ancient royal control group. Posts like this have gotten my account flagged, but I have something even more interesting involving a lost civilization and ties to a certain member of this group. That post will be for my subscribers, the true supporters of my work, who are now going to be the pillars of my research, as X and Nikita Bier have done significant damage to my account.

Open Minded Approach

50,168 次观看 • 2 个月前

More Batteries vs. Submarines Now that the German TKMS and the French Naval Group have massively adopted lithium-ion batteries, following the Japanese lead, this is consolidating as a major trend, just as I had predicted. The next stage will be solid-state batteries, and at that point, we'll essentially be discussing only speed and submerged endurance in comparison to nuclear submarines. Since solid-state batteries are lighter, they will allow for a greater number to be installed, freeing up space for more powerful propulsion systems. Naval Group has already sold a version of the Scorpène to Indonesia capable of remaining submerged for up to 80 days. That's with lithium-ion batteries. Imagine what this could exceed, more than double, with solid-state batteries. In practical terms, a more powerful engine combined with solid-state batteries in the proportions that Naval Group is now using in the Scorpène would provide three times the speed, meaning something like 10–15 knots at constant speed while maintaining around 50 days submerged. This would give a range of 40,000–50,000 km, requiring less than one hour on the surface for a fast recharge. For speeds above 25 knots, simply adding more batteries and a better engine would suffice, as the solid-state system has high power output. All this at 15–20% of the cost of a nuclear submarine. And if the choice is to power the batteries with a micro-reactor, it would cost 25–35% of a conventional nuclear one. Then someone will say: “But a nuclear sub can stay submerged for years.” That makes no difference at all, since even with around 60 days of endurance, the crew still needs to surface to resupply provisions. The big advantages remain: battery-powered subs are superior in silence, and speed can be addressed with larger battery packs.

More Batteries vs. Submarines Now that the German TKMS and the French Naval Group have massively adopted lithium-ion batteries, following the Japanese lead, this is consolidating as a major trend, just as I had predicted. The next stage will be solid-state batteries, and at that point, we'll essentially be discussing only speed and submerged endurance in comparison to nuclear submarines. Since solid-state batteries are lighter, they will allow for a greater number to be installed, freeing up space for more powerful propulsion systems. Naval Group has already sold a version of the Scorpène to Indonesia capable of remaining submerged for up to 80 days. That's with lithium-ion batteries. Imagine what this could exceed, more than double, with solid-state batteries. In practical terms, a more powerful engine combined with solid-state batteries in the proportions that Naval Group is now using in the Scorpène would provide three times the speed, meaning something like 10–15 knots at constant speed while maintaining around 50 days submerged. This would give a range of 40,000–50,000 km, requiring less than one hour on the surface for a fast recharge. For speeds above 25 knots, simply adding more batteries and a better engine would suffice, as the solid-state system has high power output. All this at 15–20% of the cost of a nuclear submarine. And if the choice is to power the batteries with a micro-reactor, it would cost 25–35% of a conventional nuclear one. Then someone will say: “But a nuclear sub can stay submerged for years.” That makes no difference at all, since even with around 60 days of endurance, the crew still needs to surface to resupply provisions. The big advantages remain: battery-powered subs are superior in silence, and speed can be addressed with larger battery packs.

Patricia Marins

103,224 次观看 • 8 个月前

The future of footwear may not be manufactured in bulk. It may be fabricated around you. That is what makes this shift so interesting to me. 3D-printed footwear is moving from novelty to a real industrial model, with market forecasts pointing to rapid growth over the next decade. At the same time, brands and manufacturers are using additive manufacturing, digital design, and custom-fit workflows to shorten development cycles and make more personalized products viable. What is new here is not just the printer. It is the system around it: → scan the foot → model the fit digitally → print the part on demand → produce closer to the customer That matters. Because once footwear becomes data-driven and locally fabricated, several things change fast: → fit gets more personal → prototyping gets faster → waste drops because you do not overproduce → inventory pressure falls because you do not need to guess demand the same way To me, that is the bigger signal. This is not just about a better sneaker. It is about a different manufacturing logic. Formlabs notes that 3D printing already enables customized orthotics with better biomechanical precision, lower material waste, and simpler digital workflows. McKinsey has also pointed to digitization and 3D design as a way to shorten design cycles and reduce sampling iterations in apparel and footwear. And once that logic matures, the use cases get much bigger: → custom athletic footwear built from gait and pressure data → hospitals producing orthotics faster and closer to the patient → micro-factories making products on demand instead of stocking shelves → footwear designed for one body, not an average body That is why I think this matters now. The question is no longer whether personalized fabrication is possible. It is whether brands move fast enough before customers start expecting every product to fit like it was made only for them. Would you actually wear a shoe fabricated around your own biometric data? #AI #3DPrinting #Footwear #Manufacturing #Innovation #FutureOfWork #RetailTech #Customization #Technology

The future of footwear may not be manufactured in bulk. It may be fabricated around you. That is what makes this shift so interesting to me. 3D-printed footwear is moving from novelty to a real industrial model, with market forecasts pointing to rapid growth over the next decade. At the same time, brands and manufacturers are using additive manufacturing, digital design, and custom-fit workflows to shorten development cycles and make more personalized products viable. What is new here is not just the printer. It is the system around it: → scan the foot → model the fit digitally → print the part on demand → produce closer to the customer That matters. Because once footwear becomes data-driven and locally fabricated, several things change fast: → fit gets more personal → prototyping gets faster → waste drops because you do not overproduce → inventory pressure falls because you do not need to guess demand the same way To me, that is the bigger signal. This is not just about a better sneaker. It is about a different manufacturing logic. Formlabs notes that 3D printing already enables customized orthotics with better biomechanical precision, lower material waste, and simpler digital workflows. McKinsey has also pointed to digitization and 3D design as a way to shorten design cycles and reduce sampling iterations in apparel and footwear. And once that logic matures, the use cases get much bigger: → custom athletic footwear built from gait and pressure data → hospitals producing orthotics faster and closer to the patient → micro-factories making products on demand instead of stocking shelves → footwear designed for one body, not an average body That is why I think this matters now. The question is no longer whether personalized fabrication is possible. It is whether brands move fast enough before customers start expecting every product to fit like it was made only for them. Would you actually wear a shoe fabricated around your own biometric data? #AI #3DPrinting #Footwear #Manufacturing #Innovation #FutureOfWork #RetailTech #Customization #Technology

Pascal Bornet

47,489 次观看 • 3 个月前

🚨 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 次观看 • 2 个月前

The Sabotaging Practice of Over Supply and Sameness in the NFT Space. The current zeitgeist of the NFT space is that the same artists are doing the same kind of work five times a year, with project after project leaving a trail of disappointment and discontent among collectors and all of us watching in disbelief as huge resources are extracted from the space over work that feels like it could be left as an "artist study." I understand that you can do what you want with your money as collectors, but we are killing the whole space with this incestuous practice. No artist is that prolific to be able to do 5 collections of 100+ pieces each every year and actually deliver innovation and some kind of creative evolution. Of course, they can pretend play that the work has something new, but there is no precedent nor proof that that has ever happened in the speed that it happens in the NFT space. Again, people are free to through away their resources on whatever they want but with this way of doing things, we more and more are going to start seeing the consequences. Oh! There are consequences? Yes. Maybe unintended, but there are. Let's see. Let's start with the loss of belief in the NFT space as somewhere where emerging artists can come and find support for their experiments. Why even bother to bring experiments, innovation, and new ways to think of art on the blockchain if the same people have all the collectors hypnotized with their magical flutes? Why even try to come to a space where taking risks and challenging the status quo (the mission of art!!!) is overlooked? This makes the NFT space a social club and not a space for art. I guess it is fine, but IMO it is a recipe for disaster. New collectors stay away because the art will slowly but surely become stale and un-challenging. Why even bother to come and see what is happening here if you can't, as a collector, see new weird and up-and-coming artists? The amount of noise emitted by the same artists doing the same art over and over, drowns out any new voices. Again. A recipe for disaster. The NFT space is becoming a space of disappointment and doubt. We think that collections going to zero one after the other, over and over, is not damaging? I feel we are kidding ourselves. Disappointment piles up, and again, the people who will hurt are the emerging artists, the new blood, the ones who are willing to risk the most and, in return, put fire in this cold space of sameness. I love this space—don't get me wrong—it has changed my life, and I believe it has a ton of potential, but things need to change for it to become a beacon of light in art. But we need to support new voices. We need to support new ideas. The challenge is huge. I hope to contribute all I can to this change. I hope more and more see how exciting it is to go out and try to discover what else is out there and move this space forward. But again, I understand the leaps of faith needed, but if there is a space that is based on that, it's the NFT space...so there is hope. We will see. 📺by Boldtron

The Sabotaging Practice of Over Supply and Sameness in the NFT Space. The current zeitgeist of the NFT space is that the same artists are doing the same kind of work five times a year, with project after project leaving a trail of disappointment and discontent among collectors and all of us watching in disbelief as huge resources are extracted from the space over work that feels like it could be left as an "artist study." I understand that you can do what you want with your money as collectors, but we are killing the whole space with this incestuous practice. No artist is that prolific to be able to do 5 collections of 100+ pieces each every year and actually deliver innovation and some kind of creative evolution. Of course, they can pretend play that the work has something new, but there is no precedent nor proof that that has ever happened in the speed that it happens in the NFT space. Again, people are free to through away their resources on whatever they want but with this way of doing things, we more and more are going to start seeing the consequences. Oh! There are consequences? Yes. Maybe unintended, but there are. Let's see. Let's start with the loss of belief in the NFT space as somewhere where emerging artists can come and find support for their experiments. Why even bother to bring experiments, innovation, and new ways to think of art on the blockchain if the same people have all the collectors hypnotized with their magical flutes? Why even try to come to a space where taking risks and challenging the status quo (the mission of art!!!) is overlooked? This makes the NFT space a social club and not a space for art. I guess it is fine, but IMO it is a recipe for disaster. New collectors stay away because the art will slowly but surely become stale and un-challenging. Why even bother to come and see what is happening here if you can't, as a collector, see new weird and up-and-coming artists? The amount of noise emitted by the same artists doing the same art over and over, drowns out any new voices. Again. A recipe for disaster. The NFT space is becoming a space of disappointment and doubt. We think that collections going to zero one after the other, over and over, is not damaging? I feel we are kidding ourselves. Disappointment piles up, and again, the people who will hurt are the emerging artists, the new blood, the ones who are willing to risk the most and, in return, put fire in this cold space of sameness. I love this space—don't get me wrong—it has changed my life, and I believe it has a ton of potential, but things need to change for it to become a beacon of light in art. But we need to support new voices. We need to support new ideas. The challenge is huge. I hope to contribute all I can to this change. I hope more and more see how exciting it is to go out and try to discover what else is out there and move this space forward. But again, I understand the leaps of faith needed, but if there is a space that is based on that, it's the NFT space...so there is hope. We will see. 📺by Boldtron

alejandro cartagena

98,261 次观看 • 2 年前

Full Fine-tuning vs. Freezing Layers. Interact 👉 and == Full Fine-tuning == A real network has many — three layers in this example, billions of parameters in a production model. What does fine-tuning look like when you update all of them? That’s full fine-tuning: continue training every weight in the pretrained network on your new task. Every layer’s W gets its own ΔW. Nothing is frozen — every parameter is in play. Think of an MLP as a chain of prerequisites leading to an advanced course. Layer 1 might be Linear Algebra, layer 2 Probability, layer 3 Advanced Machine Learning — each one building on what came before. Fine-tuning is what happens during graduate study: the foundations are already there from undergrad, so you’re not re-learning. Full fine-tuning is reviewing every prerequisite to see what new topics have appeared and what discoveries the field has made since the last time you sat through them. Effective — but exhausting. This diagram shows the same three-layer MLP twice, side by side. On the left, the pretrained network runs on input X: three weight matrices W₁, W₂, W₃, each followed by a ReLU activation. Full fine-tuning gives the model the most freedom to specialize. Every parameter can move — and every parameter that can move must be stored. But not every prerequisite needs revisiting. The further you go back in the chain, the less the material has changed since pretraining — the linear-algebra basics under your computer-vision course are largely the same as they ever were. The next page does exactly that: freeze the prerequisites that haven’t moved, and only refresh the advanced one closest to your specialization. == Freezing Layers == Full fine-tuning reviewed every prerequisite — Linear Algebra, Probability, Advanced ML — to refresh each subject with the latest topics. Effective, but exhausting. Then you realize something. The prerequisites haven’t actually changed that much. Linear Algebra is still Linear Algebra; the matrix decompositions you learned still hold. Probability is still Probability; the distributions and Bayes’ rule haven’t moved. Almost all the new material — the new ideas, the recent discoveries — lives in the advanced layer at the top. That’s freezing layers: keep the prerequisite layers fixed at their pretrained state, and only update the advanced one. In the diagram below, W1 and W2 — the foundational prerequisites — stay frozen. Only W3 — the layer closest to your task-specific output — gets a ΔW.

Full Fine-tuning vs. Freezing Layers. Interact 👉 and == Full Fine-tuning == A real network has many — three layers in this example, billions of parameters in a production model. What does fine-tuning look like when you update all of them? That’s full fine-tuning: continue training every weight in the pretrained network on your new task. Every layer’s W gets its own ΔW. Nothing is frozen — every parameter is in play. Think of an MLP as a chain of prerequisites leading to an advanced course. Layer 1 might be Linear Algebra, layer 2 Probability, layer 3 Advanced Machine Learning — each one building on what came before. Fine-tuning is what happens during graduate study: the foundations are already there from undergrad, so you’re not re-learning. Full fine-tuning is reviewing every prerequisite to see what new topics have appeared and what discoveries the field has made since the last time you sat through them. Effective — but exhausting. This diagram shows the same three-layer MLP twice, side by side. On the left, the pretrained network runs on input X: three weight matrices W₁, W₂, W₃, each followed by a ReLU activation. Full fine-tuning gives the model the most freedom to specialize. Every parameter can move — and every parameter that can move must be stored. But not every prerequisite needs revisiting. The further you go back in the chain, the less the material has changed since pretraining — the linear-algebra basics under your computer-vision course are largely the same as they ever were. The next page does exactly that: freeze the prerequisites that haven’t moved, and only refresh the advanced one closest to your specialization. == Freezing Layers == Full fine-tuning reviewed every prerequisite — Linear Algebra, Probability, Advanced ML — to refresh each subject with the latest topics. Effective, but exhausting. Then you realize something. The prerequisites haven’t actually changed that much. Linear Algebra is still Linear Algebra; the matrix decompositions you learned still hold. Probability is still Probability; the distributions and Bayes’ rule haven’t moved. Almost all the new material — the new ideas, the recent discoveries — lives in the advanced layer at the top. That’s freezing layers: keep the prerequisite layers fixed at their pretrained state, and only update the advanced one. In the diagram below, W1 and W2 — the foundational prerequisites — stay frozen. Only W3 — the layer closest to your task-specific output — gets a ΔW.

Tom Yeh

27,587 次观看 • 3 个月前

The Charm of Charms I see a lot of people saying that Charms are not a good investment because they are removable and not consumables. My opinion is quite the opposite. Charms can hold more value by being removable. People know that they can buy, use the items for how long they want, and sell whenever they want. This is what makes it feel more high-tier and special. If it was not removable, it wouldn't feel high-tier, it would be a disposable item with an expiration date. And CS2 is clearly following the realism path and Charms surely can be removed IRL, this is actually their goal, their purpose. Making it consumable would not make sense considering the theme of the game. And there is another important point: People that buy Charms don't just buy 1, they buy a bunch, 1 for each skin, or at least the top ones: USP, Glock, AWP, AK, M4, A1. Just using on the top weapons, each buyer will have 6x instead of just 1 or 2 knife/agent, for example. So the demand tends to be even higher, pressuring up the prices in the long-term. Keep an eye on it: Now that the Shanghai Major is happening, I am seeing a lot of pros using Charms. There is the possibility that the CS2 community starts accepting and liking even more of the new items, after the event. This Major will also be a showcase of skins to casuals. Let's see how it plays out.

The Charm of Charms I see a lot of people saying that Charms are not a good investment because they are removable and not consumables. My opinion is quite the opposite. Charms can hold more value by being removable. People know that they can buy, use the items for how long they want, and sell whenever they want. This is what makes it feel more high-tier and special. If it was not removable, it wouldn't feel high-tier, it would be a disposable item with an expiration date. And CS2 is clearly following the realism path and Charms surely can be removed IRL, this is actually their goal, their purpose. Making it consumable would not make sense considering the theme of the game. And there is another important point: People that buy Charms don't just buy 1, they buy a bunch, 1 for each skin, or at least the top ones: USP, Glock, AWP, AK, M4, A1. Just using on the top weapons, each buyer will have 6x instead of just 1 or 2 knife/agent, for example. So the demand tends to be even higher, pressuring up the prices in the long-term. Keep an eye on it: Now that the Shanghai Major is happening, I am seeing a lot of pros using Charms. There is the possibility that the CS2 community starts accepting and liking even more of the new items, after the event. This Major will also be a showcase of skins to casuals. Let's see how it plays out.

xMercy

54,443 次观看 • 1 年前

The political establishment in Australia is not entirely stupid, they just think you are. As they lament the rise of One Nation, they pretend they don't understand it. Because if they showed us that they understand the resons, they then have to make a major admission. Hanson's rise is all their fault. Because the major parties and the faux independents have been on a unity ticket on all of the big problems they have jointly caused for decades. They can’t hide from the messes they have caused, so now they want to blame everyone else but themselves. Today, on ABC’s Insiders, Annabel Crab belled the cat, as Karvelas did the two step crab walk. Annabel correctly diagnoses the political situation here right now. It is not a love for Hanson, or One Nation that is causing the surge, but a total lack of faith in the other offerings. It almost does not matter what Hanson says or does, because her greatest strengths are that she is there, and she is not one of them. Those are enduring traits and the more the major parties hit her, the more the media carry on about her, and the more the establishment present her as a “deplorable”, the more people they will push in her direction. It is like they are in quicksand... the more they struggle, the deeper they sink. People are growing ready for wild political change. A worsening economy and a growing collapse in social cohesion has put the nation on edge. The big end of town want to pretend everything will be fine when the latest special envoy delivers their newest report, but nothing changes. Nothing changes because nothing is supposed to change. Because the government, the opposition and their Green Teal cheer squads want things just the way they are. They didn’t just pass all of the enabling legislation for no reason. There are real beneficiaries of these things, it is just that none of the beneficiaries are the Australian people. Australians have broadly been the target of the changes made to benefit foreign interests, the political class and major corporations. We have been targeted for so long it is impossible not to feel the cross-hairs of the scope resting on our forehead. Hanson and her team simply have to talk about that feeling... they don’t even have to have a solution. Because when the establishment continues to pretend the problems don't exist, just acknowledging the pain is enough to earn a vote. Annabel nails this sentiment in just a few words. Right as Karvelas changes the subject, because it is not that this isn’t obvious, it is because Karvelas is there to cover it up, and hit Hanson’s credibility again. Fuelling the vicious cycle of the rise of the outsider. Unless something significant changes in the establishment, and I don’t expect it will, there will be major upheaval at the next election. Most people will not be voting for their favourite party or person, they will primarily be voting against the status quo, because in their minds, it could not possibly be worse than what we have experienced for decades... but it just might be a little bit better. And that is a risk worth taking. After all most of us like a punt. I just want Australia back.

The political establishment in Australia is not entirely stupid, they just think you are. As they lament the rise of One Nation, they pretend they don't understand it. Because if they showed us that they understand the resons, they then have to make a major admission. Hanson's rise is all their fault. Because the major parties and the faux independents have been on a unity ticket on all of the big problems they have jointly caused for decades. They can’t hide from the messes they have caused, so now they want to blame everyone else but themselves. Today, on ABC’s Insiders, Annabel Crab belled the cat, as Karvelas did the two step crab walk. Annabel correctly diagnoses the political situation here right now. It is not a love for Hanson, or One Nation that is causing the surge, but a total lack of faith in the other offerings. It almost does not matter what Hanson says or does, because her greatest strengths are that she is there, and she is not one of them. Those are enduring traits and the more the major parties hit her, the more the media carry on about her, and the more the establishment present her as a “deplorable”, the more people they will push in her direction. It is like they are in quicksand... the more they struggle, the deeper they sink. People are growing ready for wild political change. A worsening economy and a growing collapse in social cohesion has put the nation on edge. The big end of town want to pretend everything will be fine when the latest special envoy delivers their newest report, but nothing changes. Nothing changes because nothing is supposed to change. Because the government, the opposition and their Green Teal cheer squads want things just the way they are. They didn’t just pass all of the enabling legislation for no reason. There are real beneficiaries of these things, it is just that none of the beneficiaries are the Australian people. Australians have broadly been the target of the changes made to benefit foreign interests, the political class and major corporations. We have been targeted for so long it is impossible not to feel the cross-hairs of the scope resting on our forehead. Hanson and her team simply have to talk about that feeling... they don’t even have to have a solution. Because when the establishment continues to pretend the problems don't exist, just acknowledging the pain is enough to earn a vote. Annabel nails this sentiment in just a few words. Right as Karvelas changes the subject, because it is not that this isn’t obvious, it is because Karvelas is there to cover it up, and hit Hanson’s credibility again. Fuelling the vicious cycle of the rise of the outsider. Unless something significant changes in the establishment, and I don’t expect it will, there will be major upheaval at the next election. Most people will not be voting for their favourite party or person, they will primarily be voting against the status quo, because in their minds, it could not possibly be worse than what we have experienced for decades... but it just might be a little bit better. And that is a risk worth taking. After all most of us like a punt. I just want Australia back.

Matthew Camenzuli

50,238 次观看 • 1 个月前