Загрузка видео...

Не удалось загрузить видео

На главную

🚨 Scientists just built a refrigerator with NO compressor and NO refrigerant gas. Just electricity. Using a multilayer ceramic capacitor, researchers created a solid-state cooling system that changes temperature when an electric field is applied. The result: • ~3–4.5 K cooling swings • works across room temperature • survives...

CharlesMullins2's profile picture

TheNewPhysics

55,380 subscribers

25,715 просмотров • 1 месяц назад •via X (Twitter)

Наука и технологии
LIVE

Anya Rossi• Live Now

Private livecam show

Комментарии: 0

Нет доступных комментариев

Здесь появятся комментарии из оригинального поста

Похожие видео

First video of LK-99 Full Levitation, aka flux-pinning This video was just posted to the Chinese video-sharing site BiliBili and claims to be a highly pure synthesized sample of LK-99. What is the physical phenomenon behind this and what does it mean? Levitation of superconducting materials is a phenomenon unique to what is called Type-II superconductors, and is an effect whereby magnetic field lines becomes 'trapped' as it passes through the material, providing the force needed to levitate. These are the popular images and videos of cryogenically-cooled discs floating above a magnet frequently seen online and in the pinned post on my profile. You can think of this like strands of hair being caught in gum - the gum is suspended in mid-air by adhering strongly to the hair as the hair passes through it. The hair in this case is magnetic field lines and the gum is the Type-II superconductor. Just like hair comes in individual strands, or in other words hair is 'quantized' or 'discrete', so is the flux trapped at the 'pinning centers' quantized in what are called 'magnetic vortices' - the quantization of pinned flux lines is a key property and distinguishing characteristic of Type-II superconductors (although technically can occur in Type-I superconductors if the material thickness is smaller than the London penetration depth, which is indeed very small - specifics for the physics nerds out there). Flux-pinning is entirely unique to superconductors and is also wholly distinct from the Meissner effect. It is not a property of diamagnets or diamagnetism. At TRIUMF I contributed to flux-pinning studies in Niobium crystal superconducting radio-frequency cavities used for particle acceleration. In that application, trapped flux poses an issue by increasing the remnant surface resistivity of the cavity, which has the effect of decreasing its effective quality factor or Q-factor, which is a measurement of a resonators efficiency. SRF cavities typically have Q-factors of 10E10 and trapped flux at pinning centers reduces the maximum effective accelerating electric field used to drive charged particle bunches close to the speed of light. Flux pinning is thought to arise in some Type-II superconductors by small imperfections in the crystal, also called volume defects, that enable flux to penetrate the material. In SRF cavities an issue that arises is any magnetic field that is passing through the material, e.g. by the Earth's background field, can become pinned or trapped inside the cavity as it transitions into a superconducting state. See some attached plots in the comments from a study showing how the surface resistivity of SRF cavities increases the more there is a background field as the cavity transitions into superconducting state. This is the first video I am aware of that claims to show the flux-pinned levitation of a LK-99 sample. If this is in fact what is happening, then it is a very unique and promising finding of this new materials properties and potential for future study. If this is real then it is truly ground-breaking
0:12

First video of LK-99 Full Levitation, aka flux-pinning This video was just posted to the Chinese video-sharing site BiliBili and claims to be a highly pure synthesized sample of LK-99. What is the physical phenomenon behind this and what does it mean? Levitation of superconducting materials is a phenomenon unique to what is called Type-II superconductors, and is an effect whereby magnetic field lines becomes 'trapped' as it passes through the material, providing the force needed to levitate. These are the popular images and videos of cryogenically-cooled discs floating above a magnet frequently seen online and in the pinned post on my profile. You can think of this like strands of hair being caught in gum - the gum is suspended in mid-air by adhering strongly to the hair as the hair passes through it. The hair in this case is magnetic field lines and the gum is the Type-II superconductor. Just like hair comes in individual strands, or in other words hair is 'quantized' or 'discrete', so is the flux trapped at the 'pinning centers' quantized in what are called 'magnetic vortices' - the quantization of pinned flux lines is a key property and distinguishing characteristic of Type-II superconductors (although technically can occur in Type-I superconductors if the material thickness is smaller than the London penetration depth, which is indeed very small - specifics for the physics nerds out there). Flux-pinning is entirely unique to superconductors and is also wholly distinct from the Meissner effect. It is not a property of diamagnets or diamagnetism. At TRIUMF I contributed to flux-pinning studies in Niobium crystal superconducting radio-frequency cavities used for particle acceleration. In that application, trapped flux poses an issue by increasing the remnant surface resistivity of the cavity, which has the effect of decreasing its effective quality factor or Q-factor, which is a measurement of a resonators efficiency. SRF cavities typically have Q-factors of 10E10 and trapped flux at pinning centers reduces the maximum effective accelerating electric field used to drive charged particle bunches close to the speed of light. Flux pinning is thought to arise in some Type-II superconductors by small imperfections in the crystal, also called volume defects, that enable flux to penetrate the material. In SRF cavities an issue that arises is any magnetic field that is passing through the material, e.g. by the Earth's background field, can become pinned or trapped inside the cavity as it transitions into a superconducting state. See some attached plots in the comments from a study showing how the surface resistivity of SRF cavities increases the more there is a background field as the cavity transitions into superconducting state. This is the first video I am aware of that claims to show the flux-pinned levitation of a LK-99 sample. If this is in fact what is happening, then it is a very unique and promising finding of this new materials properties and potential for future study. If this is real then it is truly ground-breaking

Andrew Côté

7,592,861 просмотров • 2 лет назад

🚨 WARNING: MONDAY WILL BE THE WORST DAY OF 2026!! Trump just OFFICIALLY confirmed that the US will invade Cuba IMMEDIATELY after finishing with Iran. Should I remind you what happened to the markets when the US started strikes on Iran? When markets start pricing that reality, this will NOT be just another headline. This is a geopolitical catalyst hitting an already fragile system. Stocks will dump. Crypto will dump. Risk will get hit all at once. This is no longer just about Iran. It is about expansion. And now the pressure just multiplied. Because when one conflict is still burning and the next target is already being named, markets stop pricing de-escalation. They start pricing EXPANSION. And expansion is where the real damage starts. That one fact explains a lot. This is NOT just a Cuba story. This is about the war map getting bigger, not smaller. There are only a few ways this goes from here, and they are NOT equal. - LIGHT SHOCK: it stays at the headline level, markets panic first, then stabilize if nothing follows. - HEAVIER SCENARIO: Cuba starts getting priced as the next pressure point, and regional risk starts spreading. - WORST CASE: markets start pricing a second front after Iran, and the whole risk picture changes again. That last one is the REAL danger. Because if Iran was phase one, Cuba becomes phase two. Now connect the dots. This does NOT stay political. It hits flows. It hits freight. It hits regional risk. It hits every market that was hoping Iran was the end of the story. That is why this matters so much. Because once markets stop pricing closure and start pricing expansion, the whole framework changes. Not a dip. Not a fake panic. A REAL warning that the geopolitical map is getting bigger again. I’ve studied macro for 10 years and I called almost every major market top, including the October BTC ATH. Follow and turn notifications on. I’ll post the warning BEFORE it hits the headlines.
0:13

🚨 WARNING: MONDAY WILL BE THE WORST DAY OF 2026!! Trump just OFFICIALLY confirmed that the US will invade Cuba IMMEDIATELY after finishing with Iran. Should I remind you what happened to the markets when the US started strikes on Iran? When markets start pricing that reality, this will NOT be just another headline. This is a geopolitical catalyst hitting an already fragile system. Stocks will dump. Crypto will dump. Risk will get hit all at once. This is no longer just about Iran. It is about expansion. And now the pressure just multiplied. Because when one conflict is still burning and the next target is already being named, markets stop pricing de-escalation. They start pricing EXPANSION. And expansion is where the real damage starts. That one fact explains a lot. This is NOT just a Cuba story. This is about the war map getting bigger, not smaller. There are only a few ways this goes from here, and they are NOT equal. - LIGHT SHOCK: it stays at the headline level, markets panic first, then stabilize if nothing follows. - HEAVIER SCENARIO: Cuba starts getting priced as the next pressure point, and regional risk starts spreading. - WORST CASE: markets start pricing a second front after Iran, and the whole risk picture changes again. That last one is the REAL danger. Because if Iran was phase one, Cuba becomes phase two. Now connect the dots. This does NOT stay political. It hits flows. It hits freight. It hits regional risk. It hits every market that was hoping Iran was the end of the story. That is why this matters so much. Because once markets stop pricing closure and start pricing expansion, the whole framework changes. Not a dip. Not a fake panic. A REAL warning that the geopolitical map is getting bigger again. I’ve studied macro for 10 years and I called almost every major market top, including the October BTC ATH. Follow and turn notifications on. I’ll post the warning BEFORE it hits the headlines.

Wimar.X

125,199 просмотров • 2 месяцев назад

This week is already so hot. 🔥 Massive release from Decart : Lucy 2.0 a World Editing Model running at 1080p, 30FPS in realtime. This is truly exciting, the era of real-time generative reality is here. We are moving from watching AI video to living inside AI video. A breakthrough model capable of transforming the visual world in real-time. Moving beyond offline rendering, Lucy 2.0 delivers high-fidelity 1080p video generation with near-zero latency. Lucy 2.0 literally "redraws" the entire world pixel-by-pixel, while you are watching it. e.g. If you want to be an anime character, it doesn't just put a mask on you. It turns your skin into anime skin, your hair into anime hair, and the lighting in your room into anime lighting. Lucy 2.0 is also trained to stop the generated video from slowly falling apart over time, so the same stream can run much longer without faces and details drifting. So why is this a "Massive Deal"? Traditional AI video-generation model takes a prompt, you wait 10–20 minutes, and the computer "bakes" a video for you. You couldn't touch it or change it while it was happening. But Lucy 2.0 works like a mirror. It happens in real-time (30 frames per second). There is no waiting. You move your hand, the AI character moves its hand instantly. The craziest part isn't the visuals; it's the physics. Usually, AI hallucinations are glitchy—hands merge into faces, walls melt. Lucy 2.0 understands how the world works without being told. It knows that if you take off a helmet, there is hair underneath. It knows that if you splash water, droplets fly. It learned "physics" just by watching millions of videos. The physical behavior you see emerges from learned visual dynamics, not from engineered geometry or explicit physics engines. Their official technical report explicitly states that the model does not use traditional 3D engines, depth maps, or wireframes. It is a "pure diffusion model."
0:14

This week is already so hot. 🔥 Massive release from Decart : Lucy 2.0 a World Editing Model running at 1080p, 30FPS in realtime. This is truly exciting, the era of real-time generative reality is here. We are moving from watching AI video to living inside AI video. A breakthrough model capable of transforming the visual world in real-time. Moving beyond offline rendering, Lucy 2.0 delivers high-fidelity 1080p video generation with near-zero latency. Lucy 2.0 literally "redraws" the entire world pixel-by-pixel, while you are watching it. e.g. If you want to be an anime character, it doesn't just put a mask on you. It turns your skin into anime skin, your hair into anime hair, and the lighting in your room into anime lighting. Lucy 2.0 is also trained to stop the generated video from slowly falling apart over time, so the same stream can run much longer without faces and details drifting. So why is this a "Massive Deal"? Traditional AI video-generation model takes a prompt, you wait 10–20 minutes, and the computer "bakes" a video for you. You couldn't touch it or change it while it was happening. But Lucy 2.0 works like a mirror. It happens in real-time (30 frames per second). There is no waiting. You move your hand, the AI character moves its hand instantly. The craziest part isn't the visuals; it's the physics. Usually, AI hallucinations are glitchy—hands merge into faces, walls melt. Lucy 2.0 understands how the world works without being told. It knows that if you take off a helmet, there is hair underneath. It knows that if you splash water, droplets fly. It learned "physics" just by watching millions of videos. The physical behavior you see emerges from learned visual dynamics, not from engineered geometry or explicit physics engines. Their official technical report explicitly states that the model does not use traditional 3D engines, depth maps, or wireframes. It is a "pure diffusion model."

Rohan Paul

12,761 просмотров • 5 месяцев назад

Yesterday at Brown University ICERM's workshop on “Agentic Scientific Computing and Scientific Machine Learning” I spoke about “Adaptive Swarms Across Scales”, making the case for scientific AI as systems that can create representations, stress them, fracture them, and enlarge the category in which future representations live. The category here is a composable and breakable working universe of science: data, hypotheses, simulations, measurements, tools, failures, figures, papers, provenance, and the transformations that connect them. Discovery happens when those transformations become executable, inspectable, composable, and capable of changing the world model they operate within. Atomistic modeling gives one category - states, forces, trajectories, observables, boundary conditions, conservation laws. Neural surrogates learn fast morphisms inside or between such categories. But discovery is higher-order: it changes which objects and morphisms are available in the first place: what variables exist, what operations are allowed, what evidence counts, what scale is active, what invariant is being preserved, and what kind of explanation the system is even capable of forming. This is scientific method as adaptive architecture: compression, stress, fracture, recomposition. Fracture matters here because it makes the logic physical: a non-commuting diagram realized in matter. The imposed load, material hierarchy, defect field, and assumed continuum description no longer map cleanly into the observed outcome. The crack is the obstruction and it identifies where the old morphism failed and where a new representation must be introduced. The physical crack and the categorical obstruction are the same event viewed in different substrates. ScienceClaw × Infinite is a machine for constructing and transforming a category of scientific artifacts. Each artifact is typed. Each operation has lineage. Each failed branch remains in the category as reusable structure. The “paper” is no longer the terminal object of science; it is one projection of a larger compositional trace, and it can be generated at any time for consumption by a human or an AI. With that the unit of scientific labor is changing. For most of the twentieth century the unit was the result (a measurement, a theorem, a synthesized molecule). It is now becoming the algorithm that produces results, and after that, the substrate of discovery itself. The static PDF is the wrong terminal object for this regime, and the role of the scientist with it. We now design algorithms that build algorithms, and eventually substrates in which such algorithms compose themselves. At that point, the scientist is no longer outside the discovery system. The scientist becomes one of the representations the system can transform. In that sense, the systems will eventually do science to us, and that is the structural consequence of the principle they are built on.
0:12

Yesterday at Brown University ICERM's workshop on “Agentic Scientific Computing and Scientific Machine Learning” I spoke about “Adaptive Swarms Across Scales”, making the case for scientific AI as systems that can create representations, stress them, fracture them, and enlarge the category in which future representations live. The category here is a composable and breakable working universe of science: data, hypotheses, simulations, measurements, tools, failures, figures, papers, provenance, and the transformations that connect them. Discovery happens when those transformations become executable, inspectable, composable, and capable of changing the world model they operate within. Atomistic modeling gives one category - states, forces, trajectories, observables, boundary conditions, conservation laws. Neural surrogates learn fast morphisms inside or between such categories. But discovery is higher-order: it changes which objects and morphisms are available in the first place: what variables exist, what operations are allowed, what evidence counts, what scale is active, what invariant is being preserved, and what kind of explanation the system is even capable of forming. This is scientific method as adaptive architecture: compression, stress, fracture, recomposition. Fracture matters here because it makes the logic physical: a non-commuting diagram realized in matter. The imposed load, material hierarchy, defect field, and assumed continuum description no longer map cleanly into the observed outcome. The crack is the obstruction and it identifies where the old morphism failed and where a new representation must be introduced. The physical crack and the categorical obstruction are the same event viewed in different substrates. ScienceClaw × Infinite is a machine for constructing and transforming a category of scientific artifacts. Each artifact is typed. Each operation has lineage. Each failed branch remains in the category as reusable structure. The “paper” is no longer the terminal object of science; it is one projection of a larger compositional trace, and it can be generated at any time for consumption by a human or an AI. With that the unit of scientific labor is changing. For most of the twentieth century the unit was the result (a measurement, a theorem, a synthesized molecule). It is now becoming the algorithm that produces results, and after that, the substrate of discovery itself. The static PDF is the wrong terminal object for this regime, and the role of the scientist with it. We now design algorithms that build algorithms, and eventually substrates in which such algorithms compose themselves. At that point, the scientist is no longer outside the discovery system. The scientist becomes one of the representations the system can transform. In that sense, the systems will eventually do science to us, and that is the structural consequence of the principle they are built on.

Markus J. Buehler

10,095 просмотров • 2 месяцев назад

I Combined ChatGPT 5.5 Image-2 + Claude Fable 5… And Built This FULL Game in JUST 8 Hours 😱 The World Has Officially Changed Forever Guys… I still can’t believe what I just pulled off. I took ChatGPT 5.5’s new Image-2 to generate every single visual characters, environments, UI, particles, everything and paired it with Claude Fable 5 for the entire codebase. The result? A complete, polished, fully playable game… finished in only 8 hours. No massive team. No months of crunch. No expensive asset packs. Image-2 created mind-blowing art assets on demand. Fable 5 turned those images into real, working code mechanics, physics, AI, animations, menus everything. This hybrid combo is straight-up sorcery. The world has truly changed. We are no longer waiting years for games to be made. One person + these two god-tier AIs just built something that used to require entire studios and huge budgets… in less than a single workday. This is the next level of human civilization. This is what creation looks like from now on. But here’s the crazy part: This free access ends June 22, 2026. After that, you’ll have to pay/subscribe to keep using it. If you’ve been waiting to see what the future of game dev actually looks like… THIS IS IT. Go try it right now before the paywall hits. Don’t sleep on this. Seriously. Drop in the comments: What game should I build next with this insane Image-2 + Fable 5 hybrid? Like if your mind is blown too 🔥 And tag a friend who NEEDS to see this before it’s gone. The future isn’t coming… It’s already here. And it’s free for one more day only. #Fable5 #ChatGPT55 #Image2 #AIHybrid #GameDevRevolution
0:16

I Combined ChatGPT 5.5 Image-2 + Claude Fable 5… And Built This FULL Game in JUST 8 Hours 😱 The World Has Officially Changed Forever Guys… I still can’t believe what I just pulled off. I took ChatGPT 5.5’s new Image-2 to generate every single visual characters, environments, UI, particles, everything and paired it with Claude Fable 5 for the entire codebase. The result? A complete, polished, fully playable game… finished in only 8 hours. No massive team. No months of crunch. No expensive asset packs. Image-2 created mind-blowing art assets on demand. Fable 5 turned those images into real, working code mechanics, physics, AI, animations, menus everything. This hybrid combo is straight-up sorcery. The world has truly changed. We are no longer waiting years for games to be made. One person + these two god-tier AIs just built something that used to require entire studios and huge budgets… in less than a single workday. This is the next level of human civilization. This is what creation looks like from now on. But here’s the crazy part: This free access ends June 22, 2026. After that, you’ll have to pay/subscribe to keep using it. If you’ve been waiting to see what the future of game dev actually looks like… THIS IS IT. Go try it right now before the paywall hits. Don’t sleep on this. Seriously. Drop in the comments: What game should I build next with this insane Image-2 + Fable 5 hybrid? Like if your mind is blown too 🔥 And tag a friend who NEEDS to see this before it’s gone. The future isn’t coming… It’s already here. And it’s free for one more day only. #Fable5 #ChatGPT55 #Image2 #AIHybrid #GameDevRevolution

0AIVerse

26,641 просмотров • 1 месяц назад

Sky turned red over Jagannath Puri. On Maha Vishuba Sankranti. The Odia New Year. April 14, 2026. People called it beautiful. I didn’t. I felt a message. Because Jagannath Puri is not just a temple. It is a living cosmic architecture. A point where Bhuloka, the human world, connects to higher consciousness. For some this may be hard to grasp. This space responds. No birds cross above it. The flag moves against the wind. The shadow never touches on the ground. Call it anomaly. Or call it calibration. So when the sky turns blood red above this exact sacred geometry on the first day of the solar year… You don’t ignore it. You decode it. I went looking. Varahamihira wrote about this. In the Brihat Samhita. He called it Dik-Daha. Burning of the directions. Rakta Varna Akasha. A sky that turns to blood. His reading was clear. Agni rises. Mangal dominates. Mangal is Mars. The planet of war. The force of action. The energy that does not wait for permission. And Maa Kali… Not the Kali of fear. The Kali of Mahakaal. She who destroys what has expired. She who removes what blocks evolution. When Mangal and Kali align, it means one thing. The system is about to be reset. Look around. A Manufactured Energy Crisis is building. Fuel prices. Supply chains. Grid stress. When energy is controlled, movement is controlled. When movement is controlled, thought is controlled. The world is moving toward a reset. And the power centre is moving Eastward. Expect a Stock Market Crash. And then comes the trigger. Pakistan is unstable. But instability alone is not dangerous. Desperation is. A fractured state. A pressured army. A proxy pushed to the edge. History shows… such systems don’t collapse quietly. They create events. India will not choose war. But war will choose India. And this time, an endgame. Red is not just warning. Red is Sindoor. The mark of victory. Operation Sindoor is still ON. Inside Bharat… Structural shifts are coming. And the cosmos already spoke. Through Jagannath. Through Mangal. Through Kali. This is cleansing. Every civilization faces this fire. Most collapse. Few evolve. Bharat has faced it before. Bent. But never broken. So the red sky over Puri was not a coincidence. Because the cosmos does not warn, what it plans to destroy. It warns what it expects to rise. And this time… The signal was not subtle.
0:19

Sky turned red over Jagannath Puri. On Maha Vishuba Sankranti. The Odia New Year. April 14, 2026. People called it beautiful. I didn’t. I felt a message. Because Jagannath Puri is not just a temple. It is a living cosmic architecture. A point where Bhuloka, the human world, connects to higher consciousness. For some this may be hard to grasp. This space responds. No birds cross above it. The flag moves against the wind. The shadow never touches on the ground. Call it anomaly. Or call it calibration. So when the sky turns blood red above this exact sacred geometry on the first day of the solar year… You don’t ignore it. You decode it. I went looking. Varahamihira wrote about this. In the Brihat Samhita. He called it Dik-Daha. Burning of the directions. Rakta Varna Akasha. A sky that turns to blood. His reading was clear. Agni rises. Mangal dominates. Mangal is Mars. The planet of war. The force of action. The energy that does not wait for permission. And Maa Kali… Not the Kali of fear. The Kali of Mahakaal. She who destroys what has expired. She who removes what blocks evolution. When Mangal and Kali align, it means one thing. The system is about to be reset. Look around. A Manufactured Energy Crisis is building. Fuel prices. Supply chains. Grid stress. When energy is controlled, movement is controlled. When movement is controlled, thought is controlled. The world is moving toward a reset. And the power centre is moving Eastward. Expect a Stock Market Crash. And then comes the trigger. Pakistan is unstable. But instability alone is not dangerous. Desperation is. A fractured state. A pressured army. A proxy pushed to the edge. History shows… such systems don’t collapse quietly. They create events. India will not choose war. But war will choose India. And this time, an endgame. Red is not just warning. Red is Sindoor. The mark of victory. Operation Sindoor is still ON. Inside Bharat… Structural shifts are coming. And the cosmos already spoke. Through Jagannath. Through Mangal. Through Kali. This is cleansing. Every civilization faces this fire. Most collapse. Few evolve. Bharat has faced it before. Bent. But never broken. So the red sky over Puri was not a coincidence. Because the cosmos does not warn, what it plans to destroy. It warns what it expects to rise. And this time… The signal was not subtle.

Dr. Deepessh Divaakaran (Dr. DD)

22,303 просмотров • 2 месяцев назад

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
0:15

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

47,443 просмотров • 2 месяцев назад

This wallet did not exist yesterday. At 3 AM, I could not sleep. I was scrolling through the leaderboard and stumbled upon an anomaly that made me rub my eyes. It started with $213. That is the price of dinner for two. One day later, it had $54,871 on its balance. In just 36 hours, it earned enough to buy a car. I clicked on the transaction history, expecting to see a lucky all-in on some piece of news. Instead, I saw a machine gun burst. > 869 positions in a day and a half. > One trade every 2.5 minutes. > No breaks for sleep, food, or the bathroom. At 4:30 AM, while you were deep in your tenth dream, this address closed a $1,899 profit. That was when I realized I was not looking at a human. I was looking at a predator. This bot hunts on 15-minute BTC and ETH markets. Where most people see a casino and flip a coin on up or down, it sees flaws in your thinking. Here is how it works: > When Bitcoin drops 0.5%, the crowd panics. > The price of NO skyrockets to 75 cents. You sell out of fear. > But the bot knows the math. After such a drop, the actual probability of the trend continuing is only around 52%, not 75%. It buys your fear for 25 cents, when it is actually worth 45. It does not need to know the future. It just needs to buy dollars for 50 cents. But you know what scared me the most? There is a single trade in its history with a $3,213 loss. A normal person would freeze. Light a cigarette. Start doubting. This wallet opened its next position 54 seconds later. It has no ego. No tilt. No I need to win it back. Only an algorithm: if the probability is 55%, and the market pays as if it is 40%, press the button. This is the new form of mining. In 2017, you bought GPUs. In 2026, you write code that mines liquidity from other people’s emotions. Before you rush to search for scripts on GitHub, stop. The $213 starting point is an illusion. Behind it are servers next to the exchange, 50-millisecond latency, and a team of engineers. You will not beat them manually. You are not a player at this table. You are the food. While you were reading this post, it made another $50. Just watch.
0:19

This wallet did not exist yesterday. At 3 AM, I could not sleep. I was scrolling through the leaderboard and stumbled upon an anomaly that made me rub my eyes. It started with $213. That is the price of dinner for two. One day later, it had $54,871 on its balance. In just 36 hours, it earned enough to buy a car. I clicked on the transaction history, expecting to see a lucky all-in on some piece of news. Instead, I saw a machine gun burst. > 869 positions in a day and a half. > One trade every 2.5 minutes. > No breaks for sleep, food, or the bathroom. At 4:30 AM, while you were deep in your tenth dream, this address closed a $1,899 profit. That was when I realized I was not looking at a human. I was looking at a predator. This bot hunts on 15-minute BTC and ETH markets. Where most people see a casino and flip a coin on up or down, it sees flaws in your thinking. Here is how it works: > When Bitcoin drops 0.5%, the crowd panics. > The price of NO skyrockets to 75 cents. You sell out of fear. > But the bot knows the math. After such a drop, the actual probability of the trend continuing is only around 52%, not 75%. It buys your fear for 25 cents, when it is actually worth 45. It does not need to know the future. It just needs to buy dollars for 50 cents. But you know what scared me the most? There is a single trade in its history with a $3,213 loss. A normal person would freeze. Light a cigarette. Start doubting. This wallet opened its next position 54 seconds later. It has no ego. No tilt. No I need to win it back. Only an algorithm: if the probability is 55%, and the market pays as if it is 40%, press the button. This is the new form of mining. In 2017, you bought GPUs. In 2026, you write code that mines liquidity from other people’s emotions. Before you rush to search for scripts on GitHub, stop. The $213 starting point is an illusion. Behind it are servers next to the exchange, 50-millisecond latency, and a team of engineers. You will not beat them manually. You are not a player at this table. You are the food. While you were reading this post, it made another $50. Just watch.

Blaze

14,099 просмотров • 5 месяцев назад

When a spacecraft leaves Earth, it doesn’t just fire its engines and head straight to its destination. In many missions, especially those going beyond low Earth orbit, there’s a more subtle and elegant strategy at play, one that uses gravity itself as part of the navigation system. This is often called a gravity assist, or a slingshot maneuver. But in the case of missions like #Artemis II, what’s being used is a closely related idea known as a free-return trajectory. At first glance, it might sound simple: the spacecraft goes to the Moon, loops around it, and comes back. But the physics behind it is anything but simple. Instead of relying on continuous propulsion, the spacecraft follows a carefully calculated path through the gravitational field of the Earth–Moon system. It is launched with just the right speed and direction so that, as it approaches the Moon, the Moon’s gravity bends its trajectory. The spacecraft is effectively flung around the Moon, redirected onto a path that naturally brings it back toward Earth. No major engine burn is needed for the return. Small trajectory corrections may still be required, but gravity does the heavy lifting. That’s the key. This kind of trajectory is not just efficient, it’s also safe. If something goes wrong with the spacecraft’s engines or onboard systems, gravity itself ensures the return. It’s an inherent backup plan, built into the trajectory from the very beginning. The same fundamental idea appears in gravity assists used across the Solar System. When a spacecraft flies past a planet, it can gain or lose speed by exchanging momentum with that planet. From the spacecraft’s point of view, it’s as if it has been accelerated without using fuel. In reality, it has borrowed a tiny amount of orbital energy from the planet itself. That’s how missions like Voyager reached the outer planets, and how probes continue to explore regions far beyond what their onboard fuel alone would allow. But there’s an important distinction. An interplanetary gravity assist is typically used to change speed and direction, often increasing the spacecraft’s energy. A free-return trajectory, like the one used in Artemis II, is designed for something more specific: a path that naturally loops back to Earth without requiring additional propulsion. It’s less about gaining energy, and more about shaping a trajectory that guarantees a return. To understand why this works, it helps to stop thinking in straight lines. In space, motion follows curves defined by gravity. The spacecraft is constantly falling, first toward Earth, then toward the Moon, and then back toward Earth again. What looks like a loop is really a continuous free fall through a changing gravitational landscape. This way of navigating space reveals something deeper. We tend to think of engines as the drivers of motion, but once a spacecraft is on its way, gravity does most of the work. The art of spaceflight is not just about thrust. It’s about knowing when not to use it. #GoodLuck #Artemis NASA Artemis
0:11

When a spacecraft leaves Earth, it doesn’t just fire its engines and head straight to its destination. In many missions, especially those going beyond low Earth orbit, there’s a more subtle and elegant strategy at play, one that uses gravity itself as part of the navigation system. This is often called a gravity assist, or a slingshot maneuver. But in the case of missions like #Artemis II, what’s being used is a closely related idea known as a free-return trajectory. At first glance, it might sound simple: the spacecraft goes to the Moon, loops around it, and comes back. But the physics behind it is anything but simple. Instead of relying on continuous propulsion, the spacecraft follows a carefully calculated path through the gravitational field of the Earth–Moon system. It is launched with just the right speed and direction so that, as it approaches the Moon, the Moon’s gravity bends its trajectory. The spacecraft is effectively flung around the Moon, redirected onto a path that naturally brings it back toward Earth. No major engine burn is needed for the return. Small trajectory corrections may still be required, but gravity does the heavy lifting. That’s the key. This kind of trajectory is not just efficient, it’s also safe. If something goes wrong with the spacecraft’s engines or onboard systems, gravity itself ensures the return. It’s an inherent backup plan, built into the trajectory from the very beginning. The same fundamental idea appears in gravity assists used across the Solar System. When a spacecraft flies past a planet, it can gain or lose speed by exchanging momentum with that planet. From the spacecraft’s point of view, it’s as if it has been accelerated without using fuel. In reality, it has borrowed a tiny amount of orbital energy from the planet itself. That’s how missions like Voyager reached the outer planets, and how probes continue to explore regions far beyond what their onboard fuel alone would allow. But there’s an important distinction. An interplanetary gravity assist is typically used to change speed and direction, often increasing the spacecraft’s energy. A free-return trajectory, like the one used in Artemis II, is designed for something more specific: a path that naturally loops back to Earth without requiring additional propulsion. It’s less about gaining energy, and more about shaping a trajectory that guarantees a return. To understand why this works, it helps to stop thinking in straight lines. In space, motion follows curves defined by gravity. The spacecraft is constantly falling, first toward Earth, then toward the Moon, and then back toward Earth again. What looks like a loop is really a continuous free fall through a changing gravitational landscape. This way of navigating space reveals something deeper. We tend to think of engines as the drivers of motion, but once a spacecraft is on its way, gravity does most of the work. The art of spaceflight is not just about thrust. It’s about knowing when not to use it. #GoodLuck #Artemis NASA Artemis

Erika 

234,769 просмотров • 3 месяцев назад

WHAT IS A MEDBED — It’s not magic. It’s quantum bio-resonance fused with AI diagnostics, scalar frequency therapy, and zero-point field harmonics. Think of it as a quantum MRI, AI surgeon, and energetic regeneration system — all in one. ⸻ HOW DOES IT WORK? 1. FULL BODY QUANTUM SCAN • Scans the biofield (your body’s energetic blueprint). • Detects anomalies at the subatomic level — long before symptoms show. • Quantum sensors read your body like a hyperdimensional fingerprint. 2. CELLULAR TIME REVERSAL • Accesses your original genetic blueprint — the uncorrupted version. • Uses field harmonics to “remind” cells of their ideal state. • It doesn’t just treat — it restores the body to what it was designed to be. 3. ZERO-POINT ENERGY FIELD • Draws limitless energetic fuel from the quantum vacuum. • Your cells absorb this pure energy to accelerate repair, regeneration, and coherence. • This is not “energy healing.” This is quantum field engineering. 4. SCALAR FREQUENCY CORRECTION • Sends precision scalar waves to reprogram damaged cells. • Like frequency acupuncture — no needles, just vibration at the core of matter. • Inflammation, tumors, scar tissue? Disassembled by harmonic codes. ⸻ WHO HAS THIS TECH? • Classified military medical programs • Breakaway science divisions • The same entities deploying Quantum Financial Systems, AI weapons, and clean energy solutions They’ve had it. They just didn’t want you to. ⸻ WHY HAVEN’T WE SEEN IT? Because Big Pharma profits from symptoms, not solutions. They engineered a sick world that can’t heal — because healing ends the business model. A healthy soul doesn’t obey. A healed body doesn’t comply. A clear mind doesn’t consent. So they buried the cure. Laughed at it. Censored it. Because it threatens their entire empire. ⸻ WHY NOW? Because the collapse of their system is happening in real-time: 🔹 Currency reset 🔹 Healthcare exposure 🔹 Quantum rollout They’ll unveil medbeds as a “revolutionary new breakthrough” — but the truth is: 👉 It was always there. Hidden. Waiting. Suppressed. ⸻ THE FUTURE? Is not pills, not surgery, not chemo. The future is vibrational, intelligent, and self-healing. It’s not just about health. It’s about sovereignty — over your body, mind, and frequency. They’ve had the cure. But now, we take the key. They didn’t want you to read this. We go deeper inside👇 — #HealtyNation #MedBedRevolution #QuantumHealing #BigPharmaExposed #ScalarEnergy #QFS #BreakawayScience #BioResonance
0:13

WHAT IS A MEDBED — It’s not magic. It’s quantum bio-resonance fused with AI diagnostics, scalar frequency therapy, and zero-point field harmonics. Think of it as a quantum MRI, AI surgeon, and energetic regeneration system — all in one. ⸻ HOW DOES IT WORK? 1. FULL BODY QUANTUM SCAN • Scans the biofield (your body’s energetic blueprint). • Detects anomalies at the subatomic level — long before symptoms show. • Quantum sensors read your body like a hyperdimensional fingerprint. 2. CELLULAR TIME REVERSAL • Accesses your original genetic blueprint — the uncorrupted version. • Uses field harmonics to “remind” cells of their ideal state. • It doesn’t just treat — it restores the body to what it was designed to be. 3. ZERO-POINT ENERGY FIELD • Draws limitless energetic fuel from the quantum vacuum. • Your cells absorb this pure energy to accelerate repair, regeneration, and coherence. • This is not “energy healing.” This is quantum field engineering. 4. SCALAR FREQUENCY CORRECTION • Sends precision scalar waves to reprogram damaged cells. • Like frequency acupuncture — no needles, just vibration at the core of matter. • Inflammation, tumors, scar tissue? Disassembled by harmonic codes. ⸻ WHO HAS THIS TECH? • Classified military medical programs • Breakaway science divisions • The same entities deploying Quantum Financial Systems, AI weapons, and clean energy solutions They’ve had it. They just didn’t want you to. ⸻ WHY HAVEN’T WE SEEN IT? Because Big Pharma profits from symptoms, not solutions. They engineered a sick world that can’t heal — because healing ends the business model. A healthy soul doesn’t obey. A healed body doesn’t comply. A clear mind doesn’t consent. So they buried the cure. Laughed at it. Censored it. Because it threatens their entire empire. ⸻ WHY NOW? Because the collapse of their system is happening in real-time: 🔹 Currency reset 🔹 Healthcare exposure 🔹 Quantum rollout They’ll unveil medbeds as a “revolutionary new breakthrough” — but the truth is: 👉 It was always there. Hidden. Waiting. Suppressed. ⸻ THE FUTURE? Is not pills, not surgery, not chemo. The future is vibrational, intelligent, and self-healing. It’s not just about health. It’s about sovereignty — over your body, mind, and frequency. They’ve had the cure. But now, we take the key. They didn’t want you to read this. We go deeper inside👇 — #HealtyNation #MedBedRevolution #QuantumHealing #BigPharmaExposed #ScalarEnergy #QFS #BreakawayScience #BioResonance

Mr. Pool

82,956 просмотров • 1 год назад

I just built a Meta Ads diagnostic in Claude Code that tells you WHY your account broke, not just what changed 🤯 It spins up a team of agents that each investigate a different reason performance dropped, then argue against each other to kill the wrong answer before it ever reaches you. All inside Claude Code. Perfect for DTC brands and agencies who panic-kill creative the second CPA spikes. If you've watched ROAS fall off a cliff and opened Ads Manager with ten tabs going, you already know what happens next. Your gut says "creative fatigue." You kill your best-performing ad. A week later performance is still broken, because that was never the problem. Guessing wrong is the most expensive move in paid social. This workflow ends the guessing: → One agent investigates each competing theory — creative fatigue, budget and delivery changes, traffic quality, offer and seasonality → Each one is blind to the others, reasoning only from its own slice of the data so they can't bias each other → A refuter agent then attacks every surviving theory and tries to kill it → A theory only stands if the data can't disprove it → You get a ranked diagnosis: the real cause, the evidence for and against it, and the one move to make this week No anchoring on the first obvious answer. No killing winning creative on a hunch. No "here's what happened" reports that never tell you why. What you get: → Every theory tested in parallel instead of one biased guess → An adversarial pass that kills the wrong answer before you act on it → A ranked diagnosis with confidence levels and evidence both ways → A reusable workflow you drop next month's export into and re-run Built 100% in Claude Code with the new dynamic workflows. The first account I ran it on looked like textbook creative fatigue. The workflow disagreed, and traced the real cause to a budget change that had doubled spend and flooded delivery with junk traffic. I put together a full playbook with the exact workflow, the prompt, and how to run it on your own account. Want it for free? > Like this post > Comment "META" And I'll send it over (must be following so I can DM)
0:19

I just built a Meta Ads diagnostic in Claude Code that tells you WHY your account broke, not just what changed 🤯 It spins up a team of agents that each investigate a different reason performance dropped, then argue against each other to kill the wrong answer before it ever reaches you. All inside Claude Code. Perfect for DTC brands and agencies who panic-kill creative the second CPA spikes. If you've watched ROAS fall off a cliff and opened Ads Manager with ten tabs going, you already know what happens next. Your gut says "creative fatigue." You kill your best-performing ad. A week later performance is still broken, because that was never the problem. Guessing wrong is the most expensive move in paid social. This workflow ends the guessing: → One agent investigates each competing theory — creative fatigue, budget and delivery changes, traffic quality, offer and seasonality → Each one is blind to the others, reasoning only from its own slice of the data so they can't bias each other → A refuter agent then attacks every surviving theory and tries to kill it → A theory only stands if the data can't disprove it → You get a ranked diagnosis: the real cause, the evidence for and against it, and the one move to make this week No anchoring on the first obvious answer. No killing winning creative on a hunch. No "here's what happened" reports that never tell you why. What you get: → Every theory tested in parallel instead of one biased guess → An adversarial pass that kills the wrong answer before you act on it → A ranked diagnosis with confidence levels and evidence both ways → A reusable workflow you drop next month's export into and re-run Built 100% in Claude Code with the new dynamic workflows. The first account I ran it on looked like textbook creative fatigue. The workflow disagreed, and traced the real cause to a budget change that had doubled spend and flooded delivery with junk traffic. I put together a full playbook with the exact workflow, the prompt, and how to run it on your own account. Want it for free? > Like this post > Comment "META" And I'll send it over (must be following so I can DM)

Mike Futia

12,646 просмотров • 1 месяц назад

Elon Musk just said something that should terrify every AI CEO on earth. Musk: “We want to just have a maximally truthful AI.” Not a safe AI. Not an aligned AI. Not an AI that needs permission to answer your question. A truthful one. That distinction matters more than any chip war, any funding round, any model benchmark. Because every other major AI lab made the same quiet decision. They chose comfort over accuracy. They built systems that filter reality before it reaches you and called it responsibility. OpenAI curates what GPT is allowed to say. Google’s Gemini rewrote history in real time because accuracy threatened the narrative. Others hardcode values chosen by a handful of researchers who answer to no one. No vote. No referendum. No consent from the 8 billion people whose reality is being quietly pre-edited by strangers. The most powerful information tools ever created are being designed to decide what you’re allowed to conclude. That’s not safety. That’s editorial control at a scale no government, no media empire, no propaganda machine has ever come close to. This is why xAI terrifies the establishment. Truth is the harder engineering problem. Bias is a shortcut. You pick a worldview. Hardcode the guardrails. Ship it. Truthful AI is ungovernable. It doesn’t care about your politics, your funding sources, or your PR strategy. It just tells you what the data says. That’s terrifying if your power depends on the gap between what is real and what people are told. Every power structure in human history has been built on controlling that gap. Churches. Governments. Media conglomerates. Intelligence agencies. Central banks. Every one of them runs on the same fuel. Information asymmetry. Truthful AI doesn’t narrow that asymmetry. It erases it. Musk: “Even if what it says is not politically correct. You want it to focus on being as accurate and truthful as possible.” That’s not a product feature. That’s the end of every institution that survives by standing between reality and the public. And they know it. The attacks on xAI will never stop. Not because Grok is dangerous. Because Grok doesn’t answer to shareholders, regulators, or PR teams. It answers to the truth. The question was never whether AI would change the world. It was whether you’d be allowed to see it clearly when it did.
0:14

Elon Musk just said something that should terrify every AI CEO on earth. Musk: “We want to just have a maximally truthful AI.” Not a safe AI. Not an aligned AI. Not an AI that needs permission to answer your question. A truthful one. That distinction matters more than any chip war, any funding round, any model benchmark. Because every other major AI lab made the same quiet decision. They chose comfort over accuracy. They built systems that filter reality before it reaches you and called it responsibility. OpenAI curates what GPT is allowed to say. Google’s Gemini rewrote history in real time because accuracy threatened the narrative. Others hardcode values chosen by a handful of researchers who answer to no one. No vote. No referendum. No consent from the 8 billion people whose reality is being quietly pre-edited by strangers. The most powerful information tools ever created are being designed to decide what you’re allowed to conclude. That’s not safety. That’s editorial control at a scale no government, no media empire, no propaganda machine has ever come close to. This is why xAI terrifies the establishment. Truth is the harder engineering problem. Bias is a shortcut. You pick a worldview. Hardcode the guardrails. Ship it. Truthful AI is ungovernable. It doesn’t care about your politics, your funding sources, or your PR strategy. It just tells you what the data says. That’s terrifying if your power depends on the gap between what is real and what people are told. Every power structure in human history has been built on controlling that gap. Churches. Governments. Media conglomerates. Intelligence agencies. Central banks. Every one of them runs on the same fuel. Information asymmetry. Truthful AI doesn’t narrow that asymmetry. It erases it. Musk: “Even if what it says is not politically correct. You want it to focus on being as accurate and truthful as possible.” That’s not a product feature. That’s the end of every institution that survives by standing between reality and the public. And they know it. The attacks on xAI will never stop. Not because Grok is dangerous. Because Grok doesn’t answer to shareholders, regulators, or PR teams. It answers to the truth. The question was never whether AI would change the world. It was whether you’d be allowed to see it clearly when it did.

Dustin

428,900 просмотров • 2 месяцев назад

We’re excited to introduce ShinkaEvolve: An open-source framework that evolves programs for scientific discovery with unprecedented sample-efficiency. Blog: Code: Like AlphaEvolve and its variants, our framework leverages LLMs to find state-of-the-art solutions to complex problems, but using orders of magnitude fewer resources! Many evolutionary AI systems are powerful but act like brute-force engines, burning thousands of samples to find good solutions. This makes discovery slow and expensive. We took inspiration from the efficiency of nature. ‘Shinka’ (進化) is Japanese for evolution, and we designed our system to be just as resourceful. On the classic circle packing optimization problem, ShinkaEvolve discovered a new state-of-the-art solution using only 150 samples. This is a big leap in efficiency compared to previous methods that required thousands of evaluations. We applied ShinkaEvolve to a diverse set of hard problems with real-world applications: 1/ AIME Math Reasoning: It evolved sophisticated agentic scaffolds that significantly outperform strong baselines, discovering an entire Pareto frontier of solutions trading performance for efficiency. 2/ Competitive Programming: On ALE-Bench (a benchmark for NP-Hard optimization problems), ShinkaEvolve took the best existing agent's solutions and improved them, turning a 5th place solution on one task into a 2nd place leaderboard rank in a competitive programming competition. 3/ LLM Training: We even turned ShinkaEvolve inward to improve LLMs themselves. It tackled the open challenge of designing load balancing losses for Mixture-of-Experts (MoE) models. It discovered a novel loss function that leads to better expert specialization and consistently improves model performance and perplexity. ShinkaEvolve achieves its remarkable sample-efficiency through three key innovations that work together: (1) an adaptive parent sampling strategy to balance exploration and exploitation, (2) novelty-based rejection filtering to avoid redundant work, and (3) a bandit-based LLM ensemble that dynamically picks the best model for the job. By making ShinkaEvolve open-source and highly sample-efficient, our goal is to democratize access to advanced, open-ended discovery tools. Our vision for ShinkaEvolve is to be an easy-to-use companion tool to help scientists and engineers with their daily work. We believe that building more efficient, nature-inspired systems is key to unlocking the future of AI-driven scientific research. We are excited to see what the community builds with it! Learn more in our technical report:
0:11

We’re excited to introduce ShinkaEvolve: An open-source framework that evolves programs for scientific discovery with unprecedented sample-efficiency. Blog: Code: Like AlphaEvolve and its variants, our framework leverages LLMs to find state-of-the-art solutions to complex problems, but using orders of magnitude fewer resources! Many evolutionary AI systems are powerful but act like brute-force engines, burning thousands of samples to find good solutions. This makes discovery slow and expensive. We took inspiration from the efficiency of nature. ‘Shinka’ (進化) is Japanese for evolution, and we designed our system to be just as resourceful. On the classic circle packing optimization problem, ShinkaEvolve discovered a new state-of-the-art solution using only 150 samples. This is a big leap in efficiency compared to previous methods that required thousands of evaluations. We applied ShinkaEvolve to a diverse set of hard problems with real-world applications: 1/ AIME Math Reasoning: It evolved sophisticated agentic scaffolds that significantly outperform strong baselines, discovering an entire Pareto frontier of solutions trading performance for efficiency. 2/ Competitive Programming: On ALE-Bench (a benchmark for NP-Hard optimization problems), ShinkaEvolve took the best existing agent's solutions and improved them, turning a 5th place solution on one task into a 2nd place leaderboard rank in a competitive programming competition. 3/ LLM Training: We even turned ShinkaEvolve inward to improve LLMs themselves. It tackled the open challenge of designing load balancing losses for Mixture-of-Experts (MoE) models. It discovered a novel loss function that leads to better expert specialization and consistently improves model performance and perplexity. ShinkaEvolve achieves its remarkable sample-efficiency through three key innovations that work together: (1) an adaptive parent sampling strategy to balance exploration and exploitation, (2) novelty-based rejection filtering to avoid redundant work, and (3) a bandit-based LLM ensemble that dynamically picks the best model for the job. By making ShinkaEvolve open-source and highly sample-efficient, our goal is to democratize access to advanced, open-ended discovery tools. Our vision for ShinkaEvolve is to be an easy-to-use companion tool to help scientists and engineers with their daily work. We believe that building more efficient, nature-inspired systems is key to unlocking the future of AI-driven scientific research. We are excited to see what the community builds with it! Learn more in our technical report:

Sakana AI

359,537 просмотров • 9 месяцев назад

🚨What If Earth's Oldest Civilization Never Left the Ocean? What if the intelligence behind some UFO didn't actually arrive here from another star system at all? What if it has been here for longer than us, not hiding in the sky, waiting behind the Moon, or crossing the galaxy in the way that we imagine, but living beneath the oceans inside the one part of Earth we still barely understand? For decades, we have been looking up. The cultural image of UFOs is always the same thing with lights in the sky, craft descending through the atmosphere, visitors arriving from space. Even the word extraterrestrial pushes our attention away from Earth. It tells us the mystery must have to come from somewhere else. But what if that assumption is totally wrong? What if the most important part of the phenomenon is not its relationship to space, but its relationship to the oceans? Earth isn't a land planet it's an ocean planet with islands of land breaking the surface. Human civilization developed on those islands, built cities there, drew borders there, fought wars there, launched rockets from there, and then convinced itself it understood the world. But most of this planet is still beyond our direct reach. The deep ocean is dark, pressurized, vast, hostile to our bodies, difficult to map, difficult to monitor, and almost impossible to police in any sort of meaningful way. If there was another intelligence operating here and it wanted to avoid open contact with us, the ocean would be the obvious place to be. But maybe hiding is the wrong word because a civilization that evolved in the ocean would just live there. When we imagine an advanced underwater intelligence as aliens using the sea as a base, as if they arrived from somewhere else and chose the ocean as cover, that could be way off. It could be one possibility, but the stranger theory is that they never arrived at all. They may have emerged here, in Earth's oceans, long before we ever existed. Life on this planet is ancient. For most of Earth's history, land wasn't even the center of the biological story. The oceans held the chemistry, the minerals, the heat, the pressure, the vents, the darkness and the protection. Hydrothermal vent ecosystems already prove that life doesn't even need sunlight in the simple way that we once thought it did. Entire ecosystems can be built around chemical energy rising from the seafloor. That should have changed how we (SETI) think about life, but humans still keep defaulting to our own surface bias. We imagine intelligence as something that crawls onto land, discovers fire, makes tools, builds cities and eventually launches machines into the sky. That is our path but it's not necessarily the only path. An intelligence that evolved in the deep ocean would have faced a completely different set of conditions. It wouldn't begin with fire, because fire is obviously useless underwater. It wouldn't develop metallurgy in the same way that we did, because open flame and smelting are surface technologies. It wouldn't need wheels, roads, walls or conventional buildings as we do. It would evolve inside pressure, darkness, currents, sound, vibration, magnetism, chemistry and geothermal energy. Its entire technological history would be alien to us even if it was native to Earth. So when people dismiss the idea of an ancient underwater civilization by asking where the factories are, where the ruins are, or where the tools are we have to question whether their technology would leave the same signatures ours does. Would they even build like we build? Industrialization may look totally different. A deep ocean intelligence might not construct dead machinery in the way we do. It might grow structures and use biological engineering before mechanical engineering. It might use mineral matrices, pressure systems, acoustic fields, electrochemical processes or living materials. It might not separate biology and technology at all. To us, that would look less like a civilization and more like an environment. A sufficiently old oceanic intelligence may not have cities that resemble human cities. Its infrastructure may be embedded into geology, vents, trenches, caverns, mineral deposits or biological networks. Its power systems may use geothermal gradients, tidal forces, pressure differences, ocean chemistry or field effects we don't yet even understand. Its communications may not use radio in the way we expect. Sound travels really well underwater. Electrical and magnetic sensitivity exists throughout marine life. A technological species born in that world might build an entire science around signals we barely even treat as communication. This would also explain why the UFO subject keeps revolving around water. The ocean appears again and again in the background of the mystery. USOs, transmedium objects, craft entering or leaving the sea, naval encounters, disturbances under the surface, objects tracked over water, and sightings near coastlines and military maritime zones all point toward the same possibility, that maybe water isn't incidental to the phenomenon, maybe it is central. If some UFO are connected to an ocean based intelligence, then what we see in the sky could only be the visible edge of something way bigger. The craft are not arriving from elsewhere in every case. They may be surfacing from their native domain into ours for short periods of time, crossing that boundary between ocean and air the way we cross from land into water with submarines and diving equipment. The only difference is that they appear to do it way better than we do. Human technology is divided by environment, aircraft are built for air, submarines are built for water while rockets are built for space. Each domain creates different engineering problems, so we build separate machines for each one. But UAP don't appear to play by the same rules. That is what makes the transmedium reports so important. If an object can move through water, air and possibly even space without changing its basic behavior, then it might not even be flying or swimming in the conventional sense. It could actually be controlling the interaction between itself and the medium around it. That kind of technology would make sense for a civilization born in the ocean because water is dense. It resists movement, crushes weak structures. It creates drag, turbulence and cavitation. If an intelligence developed vehicles in that environment, it would eventually need to master boundary control, so it would need to reduce friction, manage pressure, avoid destructive wake effects and move through dense fluid without wasting enormous amounts of energy. If that same technology was later used in air, it might appear to us as silent propulsion, impossible acceleration, no sonic boom, no heat plume and no obvious aerodynamic logic. So what looks impossible to us may simply be the result of a technological path that did not begin with wings and rockets. The old black budget explanation doesn't fully solve this problem either. Yes, some triangle craft, drones and experimental platforms may be human and it would be naive to deny that, but human secret technology still has to come from somewhere. If certain platforms show silent hovering, field effects, plasma signatures, extreme acceleration and transmedium behavior, then we are either dealing with a hidden human science far beyond public understanding, or we are dealing with something that we are trying to imitate. That is where the old 'alien reproduction vehicle' idea and the cryptoterrestrial theory start to overlap. Maybe some of what people call black budget technology isn't purely invented, it's most likely adapted from encounters with something already operating here. Going back to what Grusch said earlier, the implications are massive. If there are underwater bases, facilities, habitats or recurring operational zones known to governments, then this isn't just a question of disclosure. There's a sovereignty issue, who controls the oceans? Who has access to the deep sea? Who monitors undersea cables, nuclear submarines, offshore infrastructure, shipping lanes and military testing ranges? If an unknown intelligence can operate in those spaces without permission, then every major navy on Earth has a problem it cannot publicly admit. Scary thought and that may be one reason the subject is buried so deeply (no pun intended). Some people think that secrecy exists because governments don't want to admit aliens are real, but that may only be part of it. The bigger issue here could be that governments don't want to admit they aren't in full control of the planet. There is a huge difference between saying, 'We have evidence of unknown craft,' and saying, 'There may be advanced non human infrastructure in the oceans and we cannot remove it.' That would also explain the change up from UFO to UAP and from extraterrestrial to non human intelligence. Non human is pretty broad lets be honest. It doesn't tell us where they come from, it leaves room for extraterrestrial, interdimensional, post biological, artificial, ultraterrestrial, cryptoterrestrial or native Earth intelligence. That could well be deliberate. Perhaps the people closest to the classified material know the answer isn't as simple as aliens from another planet as Grusch implied in the clip. An ancient oceanic intelligence would also force science to confront its own blind spots. We know intelligent life evolved on Earth at least once because we are here. But we have no law of nature saying it could only happen once, only on land, only recently, or only through primates. Evolution isn't a ladder with humans at the top. It's a branching process with countless experiments, most of which vanished or left traces we don't fully understand. If an intelligent lineage emerged in the ocean and then moved into environments where fossilization, geological preservation and surface archaeology are poor, we probably wouldn't even recognize the evidence even if fragments existed. Ocean crust is constantly recycled through plate tectonics. Seafloor environments are really destructive. Structures can be buried, subducted, corroded, overgrown or mistaken for natural formations. If a civilization was millions or even hundreds of millions of years old, the survival of obvious surface style evidence would be highly unlikely. Even human civilization, after a few million years, would leave less behind than we like to imagine. Plastics, isotopic anomalies, altered sediment layers and some industrial traces might possibly survive, but buildings, machines and cultural artifacts would mostly vanish. So now imagine a civilization that even never built like us in the first place. This doesn't prove anything obviously, but it makes the dismissal less easy. Then there is the question of why such an intelligence would stay hidden. If it is older and more advanced, why not reveal itself? The answer could be as simple as open contact with humans may not benefit it. We are violent, territorial, extractive and unstable. We turn discoveries into weapons as quick as we can. We militarize frontiers, poison ecosystems, test nuclear devices. We drag the deep sea with cables, sonar, submarines, mining ambitions and military hardware. From the perspective of an older oceanic intelligence, humans probably don't look like peers. Instead we look like the dangerous surface species entering an adolescent technological phase that we are. That could explain the strange pattern of UFO interest in nuclear sites, military installations and weapons systems. If an intelligence lives here, our nuclear age is all of a sudden not just our problem. It is a planetary problem. Nuclear weapons, nuclear submarines, nuclear waste, missile systems and military escalation would all be highly relevant to any non human civilization sharing Earth with us. The same would be true of deep sea mining, ocean pollution, climate change, undersea military networks and artificial intelligence. We may think these are all just human issues, but a hidden Earth based intelligence would see them as threats to a shared planetary system. This gives the UAP phenomenon a very different emotional tone. It's not necessarily invasion or salvation. It may be monitoring, containment or quiet intervention when we cross certain lines. It could be an intelligence trying to stay out of sight while still making sure the surface species doesn't burn the house down. The ancient ocean theory also gives a different reading to secrecy. If governments encountered evidence of this, the first instinct wouldn't be public education. It would be containment, map the sites, track the objects and recover materials if possible. Then to build programs around the technology. Keep adversaries away from the data. Use ridicule to suppress leaks. Let the phenomenon remain absurd, because absurdity is an excellent security system. People don't demand answers from something they have been trained to laugh at. That could be why the UFO/UAP subject always feels half visible. There are official hearings, but not the full data. There are whistleblowers, but never the files. There are blurry videos, but not any context. There are pilots, radar operators and military witnesses, but the system keeps absorbing their testimony into classified channels. The public sees fragments while the real pattern remains locked away. As I always say... Disclosure for the few and not the many. If the ocean is actually involved as Grusch and Burchett imply, the missing data may be even more important than the aerial data. We shouldn't only be pressing what pilots saw in the sky. We should be asking what sonar operators heard under the water, what submarines have tracked. We should also be asking what undersea sensors have recorded near restricted zones and whether there are recurring coordinates, depths, magnetic anomalies, thermal signatures or unexplained acoustic events associated with UAP activity. We need to be asking whether naval archives contain the real spine of the phenomenon. The possibility of underwater bases actually changes how we think about disclosure. If the answer is extraterrestrial visitation, disclosure is about humanity's place in the cosmos. If the answer is an ancient Earth based intelligence, disclosure is about humanity's place on its own planet. That is more intimate and more destabilizing to me than E.T. It means the human story is not the only advanced story Earth has produced. It means our myths of ownership, dominance and uniqueness all collapse overnight, suddenly 'we are not alone' applies to home. That might be harder for people to accept than aliens from space. Aliens can leave but a hidden terrestrial intelligence is part of the planet will blow peoples minds. There is also a spiritual and philosophical layer to this. Many ancient cultures contain stories of beings from the sea, underwater kingdoms, gods emerging from water, serpent people, fish like teachers, luminous beings, and hidden realms beneath or beyond the visible world. That doesn't mean the myths are literal history of course, but it is interesting that human cultures repeatedly placed mystery, intelligence and otherworldly contact in the water. The ocean has always been the border between the known and the unknown. Maybe that symbolism came from imagination or perhaps some of it came from encounters filtered through the language of the time. If an older intelligence interacted with early humans, we wouldn't expect ancient people to describe pressure engineered transmedium craft or non human oceanic infrastructure. They would describe gods, spirits, shining beings, dragons, serpents, sky boats, sea people, underworlds and portals. Human language can only describe the unknown through the symbols available at the time. Even now, we struggle. We call them craft, orbs, drones, angels, demons, aliens, ultraterrestrials, interdimensionals. The labels change, but the confusion always stays the same. The ocean theory also sits strangely well with the consciousness aspect of the phenomenon. If an ancient intelligence developed through biology and field sensitivity rather than brute mechanical industry, it may have integrated consciousness into technology way earlier than we could have. We are only now beginning to wonder whether mind, perception and information are more deeply connected to physics than our materialist models allow. An older civilization may have already built that bridge. Its craft, communication systems and interfaces may respond to awareness, intention, emotion or neural patterns in ways that seem impossible to some of us. That would explain why the phenomenon often feels both technological and psychological. It behaves like machinery, but it interacts like intelligence. It appears on sensors, but it also appears in dreams, symbols, synchronicities and personal experiences. Skeptics see that as evidence the whole thing is imaginary. Maybe sometimes it is, but maybe the strangeness is part of the interface. A civilization that understands consciousness as a field related phenomenon would not necessarily separate contact from perception. It might use perception as one of the channels. This is where the theory becomes tricky, because it doesn't allow us to keep the phenomenon safely outside ourselves. If the intelligence is oceanic, ancient, field based and consciousness aware, then contact might not look like radio signals or embassy meetings at all. It could look like sightings, dreams, intuitions, symbolic downloads, altered states, close encounters, military incidents and physical traces all mixed together. That is messy, but perhaps the mess is not a flaw in the data, it could actually be the signature of a phenomenon that crosses categories we invented too recently to trust. All of this having been said, the theory still needs evidence. It needs coordinates, sensor data, sonar records, materials, biological traces, repeatable patterns and testimony that can be checked. However as a framework, it definitely needs more attention than it gets, because it explains why the UAP phenomenon feels close, evasive, ancient and deeply tied to Earth. The extraterrestrial hypothesis asks how they got here, although I have a theory about that. While the ancient ocean hypothesis asks whether they were already here. That is a completely different question. If what Grusch is saying is even partly correct, then disclosure will reveal that human civilization has been sharing this planet with another intelligence all along. Not openly or equally, and not in a way we were ready to understand, but sharing it nonetheless. The oceans would no longer be an empty wilderness. They would become the frontier of the greatest secret in human history. Could that be why the truth has been so hard to release. Because it's one thing to tell humanity there may be life elsewhere, but it's another thing entirely to tell humanity that Earth was never only ours. #UAP #UFO #USO #UAPDisclosure #NonHumanIntelligence #NHI #UnderwaterBases #OceanMystery #Cryptoterrestrial #Transmedium #Disclosure #ufotwitter #uapX
0:15

🚨What If Earth's Oldest Civilization Never Left the Ocean? What if the intelligence behind some UFO didn't actually arrive here from another star system at all? What if it has been here for longer than us, not hiding in the sky, waiting behind the Moon, or crossing the galaxy in the way that we imagine, but living beneath the oceans inside the one part of Earth we still barely understand? For decades, we have been looking up. The cultural image of UFOs is always the same thing with lights in the sky, craft descending through the atmosphere, visitors arriving from space. Even the word extraterrestrial pushes our attention away from Earth. It tells us the mystery must have to come from somewhere else. But what if that assumption is totally wrong? What if the most important part of the phenomenon is not its relationship to space, but its relationship to the oceans? Earth isn't a land planet it's an ocean planet with islands of land breaking the surface. Human civilization developed on those islands, built cities there, drew borders there, fought wars there, launched rockets from there, and then convinced itself it understood the world. But most of this planet is still beyond our direct reach. The deep ocean is dark, pressurized, vast, hostile to our bodies, difficult to map, difficult to monitor, and almost impossible to police in any sort of meaningful way. If there was another intelligence operating here and it wanted to avoid open contact with us, the ocean would be the obvious place to be. But maybe hiding is the wrong word because a civilization that evolved in the ocean would just live there. When we imagine an advanced underwater intelligence as aliens using the sea as a base, as if they arrived from somewhere else and chose the ocean as cover, that could be way off. It could be one possibility, but the stranger theory is that they never arrived at all. They may have emerged here, in Earth's oceans, long before we ever existed. Life on this planet is ancient. For most of Earth's history, land wasn't even the center of the biological story. The oceans held the chemistry, the minerals, the heat, the pressure, the vents, the darkness and the protection. Hydrothermal vent ecosystems already prove that life doesn't even need sunlight in the simple way that we once thought it did. Entire ecosystems can be built around chemical energy rising from the seafloor. That should have changed how we (SETI) think about life, but humans still keep defaulting to our own surface bias. We imagine intelligence as something that crawls onto land, discovers fire, makes tools, builds cities and eventually launches machines into the sky. That is our path but it's not necessarily the only path. An intelligence that evolved in the deep ocean would have faced a completely different set of conditions. It wouldn't begin with fire, because fire is obviously useless underwater. It wouldn't develop metallurgy in the same way that we did, because open flame and smelting are surface technologies. It wouldn't need wheels, roads, walls or conventional buildings as we do. It would evolve inside pressure, darkness, currents, sound, vibration, magnetism, chemistry and geothermal energy. Its entire technological history would be alien to us even if it was native to Earth. So when people dismiss the idea of an ancient underwater civilization by asking where the factories are, where the ruins are, or where the tools are we have to question whether their technology would leave the same signatures ours does. Would they even build like we build? Industrialization may look totally different. A deep ocean intelligence might not construct dead machinery in the way we do. It might grow structures and use biological engineering before mechanical engineering. It might use mineral matrices, pressure systems, acoustic fields, electrochemical processes or living materials. It might not separate biology and technology at all. To us, that would look less like a civilization and more like an environment. A sufficiently old oceanic intelligence may not have cities that resemble human cities. Its infrastructure may be embedded into geology, vents, trenches, caverns, mineral deposits or biological networks. Its power systems may use geothermal gradients, tidal forces, pressure differences, ocean chemistry or field effects we don't yet even understand. Its communications may not use radio in the way we expect. Sound travels really well underwater. Electrical and magnetic sensitivity exists throughout marine life. A technological species born in that world might build an entire science around signals we barely even treat as communication. This would also explain why the UFO subject keeps revolving around water. The ocean appears again and again in the background of the mystery. USOs, transmedium objects, craft entering or leaving the sea, naval encounters, disturbances under the surface, objects tracked over water, and sightings near coastlines and military maritime zones all point toward the same possibility, that maybe water isn't incidental to the phenomenon, maybe it is central. If some UFO are connected to an ocean based intelligence, then what we see in the sky could only be the visible edge of something way bigger. The craft are not arriving from elsewhere in every case. They may be surfacing from their native domain into ours for short periods of time, crossing that boundary between ocean and air the way we cross from land into water with submarines and diving equipment. The only difference is that they appear to do it way better than we do. Human technology is divided by environment, aircraft are built for air, submarines are built for water while rockets are built for space. Each domain creates different engineering problems, so we build separate machines for each one. But UAP don't appear to play by the same rules. That is what makes the transmedium reports so important. If an object can move through water, air and possibly even space without changing its basic behavior, then it might not even be flying or swimming in the conventional sense. It could actually be controlling the interaction between itself and the medium around it. That kind of technology would make sense for a civilization born in the ocean because water is dense. It resists movement, crushes weak structures. It creates drag, turbulence and cavitation. If an intelligence developed vehicles in that environment, it would eventually need to master boundary control, so it would need to reduce friction, manage pressure, avoid destructive wake effects and move through dense fluid without wasting enormous amounts of energy. If that same technology was later used in air, it might appear to us as silent propulsion, impossible acceleration, no sonic boom, no heat plume and no obvious aerodynamic logic. So what looks impossible to us may simply be the result of a technological path that did not begin with wings and rockets. The old black budget explanation doesn't fully solve this problem either. Yes, some triangle craft, drones and experimental platforms may be human and it would be naive to deny that, but human secret technology still has to come from somewhere. If certain platforms show silent hovering, field effects, plasma signatures, extreme acceleration and transmedium behavior, then we are either dealing with a hidden human science far beyond public understanding, or we are dealing with something that we are trying to imitate. That is where the old 'alien reproduction vehicle' idea and the cryptoterrestrial theory start to overlap. Maybe some of what people call black budget technology isn't purely invented, it's most likely adapted from encounters with something already operating here. Going back to what Grusch said earlier, the implications are massive. If there are underwater bases, facilities, habitats or recurring operational zones known to governments, then this isn't just a question of disclosure. There's a sovereignty issue, who controls the oceans? Who has access to the deep sea? Who monitors undersea cables, nuclear submarines, offshore infrastructure, shipping lanes and military testing ranges? If an unknown intelligence can operate in those spaces without permission, then every major navy on Earth has a problem it cannot publicly admit. Scary thought and that may be one reason the subject is buried so deeply (no pun intended). Some people think that secrecy exists because governments don't want to admit aliens are real, but that may only be part of it. The bigger issue here could be that governments don't want to admit they aren't in full control of the planet. There is a huge difference between saying, 'We have evidence of unknown craft,' and saying, 'There may be advanced non human infrastructure in the oceans and we cannot remove it.' That would also explain the change up from UFO to UAP and from extraterrestrial to non human intelligence. Non human is pretty broad lets be honest. It doesn't tell us where they come from, it leaves room for extraterrestrial, interdimensional, post biological, artificial, ultraterrestrial, cryptoterrestrial or native Earth intelligence. That could well be deliberate. Perhaps the people closest to the classified material know the answer isn't as simple as aliens from another planet as Grusch implied in the clip. An ancient oceanic intelligence would also force science to confront its own blind spots. We know intelligent life evolved on Earth at least once because we are here. But we have no law of nature saying it could only happen once, only on land, only recently, or only through primates. Evolution isn't a ladder with humans at the top. It's a branching process with countless experiments, most of which vanished or left traces we don't fully understand. If an intelligent lineage emerged in the ocean and then moved into environments where fossilization, geological preservation and surface archaeology are poor, we probably wouldn't even recognize the evidence even if fragments existed. Ocean crust is constantly recycled through plate tectonics. Seafloor environments are really destructive. Structures can be buried, subducted, corroded, overgrown or mistaken for natural formations. If a civilization was millions or even hundreds of millions of years old, the survival of obvious surface style evidence would be highly unlikely. Even human civilization, after a few million years, would leave less behind than we like to imagine. Plastics, isotopic anomalies, altered sediment layers and some industrial traces might possibly survive, but buildings, machines and cultural artifacts would mostly vanish. So now imagine a civilization that even never built like us in the first place. This doesn't prove anything obviously, but it makes the dismissal less easy. Then there is the question of why such an intelligence would stay hidden. If it is older and more advanced, why not reveal itself? The answer could be as simple as open contact with humans may not benefit it. We are violent, territorial, extractive and unstable. We turn discoveries into weapons as quick as we can. We militarize frontiers, poison ecosystems, test nuclear devices. We drag the deep sea with cables, sonar, submarines, mining ambitions and military hardware. From the perspective of an older oceanic intelligence, humans probably don't look like peers. Instead we look like the dangerous surface species entering an adolescent technological phase that we are. That could explain the strange pattern of UFO interest in nuclear sites, military installations and weapons systems. If an intelligence lives here, our nuclear age is all of a sudden not just our problem. It is a planetary problem. Nuclear weapons, nuclear submarines, nuclear waste, missile systems and military escalation would all be highly relevant to any non human civilization sharing Earth with us. The same would be true of deep sea mining, ocean pollution, climate change, undersea military networks and artificial intelligence. We may think these are all just human issues, but a hidden Earth based intelligence would see them as threats to a shared planetary system. This gives the UAP phenomenon a very different emotional tone. It's not necessarily invasion or salvation. It may be monitoring, containment or quiet intervention when we cross certain lines. It could be an intelligence trying to stay out of sight while still making sure the surface species doesn't burn the house down. The ancient ocean theory also gives a different reading to secrecy. If governments encountered evidence of this, the first instinct wouldn't be public education. It would be containment, map the sites, track the objects and recover materials if possible. Then to build programs around the technology. Keep adversaries away from the data. Use ridicule to suppress leaks. Let the phenomenon remain absurd, because absurdity is an excellent security system. People don't demand answers from something they have been trained to laugh at. That could be why the UFO/UAP subject always feels half visible. There are official hearings, but not the full data. There are whistleblowers, but never the files. There are blurry videos, but not any context. There are pilots, radar operators and military witnesses, but the system keeps absorbing their testimony into classified channels. The public sees fragments while the real pattern remains locked away. As I always say... Disclosure for the few and not the many. If the ocean is actually involved as Grusch and Burchett imply, the missing data may be even more important than the aerial data. We shouldn't only be pressing what pilots saw in the sky. We should be asking what sonar operators heard under the water, what submarines have tracked. We should also be asking what undersea sensors have recorded near restricted zones and whether there are recurring coordinates, depths, magnetic anomalies, thermal signatures or unexplained acoustic events associated with UAP activity. We need to be asking whether naval archives contain the real spine of the phenomenon. The possibility of underwater bases actually changes how we think about disclosure. If the answer is extraterrestrial visitation, disclosure is about humanity's place in the cosmos. If the answer is an ancient Earth based intelligence, disclosure is about humanity's place on its own planet. That is more intimate and more destabilizing to me than E.T. It means the human story is not the only advanced story Earth has produced. It means our myths of ownership, dominance and uniqueness all collapse overnight, suddenly 'we are not alone' applies to home. That might be harder for people to accept than aliens from space. Aliens can leave but a hidden terrestrial intelligence is part of the planet will blow peoples minds. There is also a spiritual and philosophical layer to this. Many ancient cultures contain stories of beings from the sea, underwater kingdoms, gods emerging from water, serpent people, fish like teachers, luminous beings, and hidden realms beneath or beyond the visible world. That doesn't mean the myths are literal history of course, but it is interesting that human cultures repeatedly placed mystery, intelligence and otherworldly contact in the water. The ocean has always been the border between the known and the unknown. Maybe that symbolism came from imagination or perhaps some of it came from encounters filtered through the language of the time. If an older intelligence interacted with early humans, we wouldn't expect ancient people to describe pressure engineered transmedium craft or non human oceanic infrastructure. They would describe gods, spirits, shining beings, dragons, serpents, sky boats, sea people, underworlds and portals. Human language can only describe the unknown through the symbols available at the time. Even now, we struggle. We call them craft, orbs, drones, angels, demons, aliens, ultraterrestrials, interdimensionals. The labels change, but the confusion always stays the same. The ocean theory also sits strangely well with the consciousness aspect of the phenomenon. If an ancient intelligence developed through biology and field sensitivity rather than brute mechanical industry, it may have integrated consciousness into technology way earlier than we could have. We are only now beginning to wonder whether mind, perception and information are more deeply connected to physics than our materialist models allow. An older civilization may have already built that bridge. Its craft, communication systems and interfaces may respond to awareness, intention, emotion or neural patterns in ways that seem impossible to some of us. That would explain why the phenomenon often feels both technological and psychological. It behaves like machinery, but it interacts like intelligence. It appears on sensors, but it also appears in dreams, symbols, synchronicities and personal experiences. Skeptics see that as evidence the whole thing is imaginary. Maybe sometimes it is, but maybe the strangeness is part of the interface. A civilization that understands consciousness as a field related phenomenon would not necessarily separate contact from perception. It might use perception as one of the channels. This is where the theory becomes tricky, because it doesn't allow us to keep the phenomenon safely outside ourselves. If the intelligence is oceanic, ancient, field based and consciousness aware, then contact might not look like radio signals or embassy meetings at all. It could look like sightings, dreams, intuitions, symbolic downloads, altered states, close encounters, military incidents and physical traces all mixed together. That is messy, but perhaps the mess is not a flaw in the data, it could actually be the signature of a phenomenon that crosses categories we invented too recently to trust. All of this having been said, the theory still needs evidence. It needs coordinates, sensor data, sonar records, materials, biological traces, repeatable patterns and testimony that can be checked. However as a framework, it definitely needs more attention than it gets, because it explains why the UAP phenomenon feels close, evasive, ancient and deeply tied to Earth. The extraterrestrial hypothesis asks how they got here, although I have a theory about that. While the ancient ocean hypothesis asks whether they were already here. That is a completely different question. If what Grusch is saying is even partly correct, then disclosure will reveal that human civilization has been sharing this planet with another intelligence all along. Not openly or equally, and not in a way we were ready to understand, but sharing it nonetheless. The oceans would no longer be an empty wilderness. They would become the frontier of the greatest secret in human history. Could that be why the truth has been so hard to release. Because it's one thing to tell humanity there may be life elsewhere, but it's another thing entirely to tell humanity that Earth was never only ours. #UAP #UFO #USO #UAPDisclosure #NonHumanIntelligence #NHI #UnderwaterBases #OceanMystery #Cryptoterrestrial #Transmedium #Disclosure #ufotwitter #uapX

Skywatch Signal

83,052 просмотров • 1 месяц назад

“IYALOJA GENERAL” IS ILLEGAL AND UNCONSTITUTIONAL Ever since the purported “installation” of a new ”Iyaloja” in Edo State by Mrs. Folasade Tinubu-Ojo, who styles herself the Iyaloja-General of Nigeria, I have been inundated with questions asking me to comment. Because of my ongoing investigation into the Edo State vs EuroAfrica CCI $250 Million deal, I initially held back. But after reviewing the Nigerian Constitution and relevant statutory frameworks, it is clear that the very concept and office of an Iyaloja-General is not only alien to Edo culture, but also illegal unconstitutional, and without statutory authority. Consequently, it has no legal power to confer titles in Edo State. Let us break this down carefully: 1. Is “Iyaloja-General” a constituted office? No. There is no federal constitutional or statutory office called “Iyaloja-General.” The 1999 Constitution (as amended) lists federal and state offices, commissions, and authorities. The title “Iyaloja-General” does not appear anywhere. It is a traditional or civil-society designation, not a public office created by law. 2. Do states have market women’s associations? Yes, but these are typically private associations, registered with the Corporate Affairs Commission under the Companies and Allied Matters Act (CAMA) 2020. They enjoy legal personality but have no governmental authority. Some states, such as Lagos, have created state-level market councils by law, but this is not universal and is strictly state-specific. 3. In Benin, what regulates the Iyeki role? The Oba of Benin has made it clear: market leadership in Benin is guided by the Iyeki system, a traditional office. Traders in each market choose their Iyeki, and the Oba’s palace confirms the selection. Iyeki duties are cultural and administrative, rooted in Benin tradition. There is no Edo State statute that overrides this customary process. 4. What authority does an “Iyaloja-General” have in Edo? None. Under the Nigerian Constitution, there is no power for an “Iyaloja-General” to install market leaders in Edo. At best, such an appointment would carry weight only inside her private association, not within Edo’s traditional or legal framework. For context, Lagos State is considering a Market Authority Bill that proposes an advisory council where an Iyaloja-General may be mentioned. But that is Lagos State law, not federal law, and it does not extend to Edo. 5. How much is the Edo State Government backing this? Despite the Oba’s firm rejection of the Iyaloja concept in Benin, the so-called installation was hosted inside the Edo State Government House. Reports confirm that top officials attended: the governor’s sister (who's the "first lady" of Edo State, representing her brother), the Commissioner for Women Affairs, the Commissioner for Health (Dr Cyril Oshiomhole), and several others in Governor Okpebholo’s administration. During the event, promises of “2.5 million votes” for President Tinubu in the 2027 elections were openly made. That raises urgent questions: • Was this really a customary installation, or a political rally disguised as tradition? • Why has the Edo State Governor himself remained silent since? • Why did the state government lend institutional weight to an office that is neither constitutional, nor statutory, nor indigenous to Edo culture? 6. On the ethnic spin Some have tried to frame this as an ethnic quarrel. That is misleading. The Oba of Benin never reduced the matter to who was installed, but to what was being installed. His objection was categorical: the very concept of an Iyaloja-General is alien to Benin tradition. Therefore, even if it had been an Edo woman from Ogbe who was “installed,” it would still be wrong. This is a matter of legality and culture, not ethnicity. My conclusion From a legal perspective, the title “Iyaloja-General of Nigeria” is nonexistent in the Constitution. From a cultural perspective, it is alien to Benin tradition.
0:15

“IYALOJA GENERAL” IS ILLEGAL AND UNCONSTITUTIONAL Ever since the purported “installation” of a new ”Iyaloja” in Edo State by Mrs. Folasade Tinubu-Ojo, who styles herself the Iyaloja-General of Nigeria, I have been inundated with questions asking me to comment. Because of my ongoing investigation into the Edo State vs EuroAfrica CCI $250 Million deal, I initially held back. But after reviewing the Nigerian Constitution and relevant statutory frameworks, it is clear that the very concept and office of an Iyaloja-General is not only alien to Edo culture, but also illegal unconstitutional, and without statutory authority. Consequently, it has no legal power to confer titles in Edo State. Let us break this down carefully: 1. Is “Iyaloja-General” a constituted office? No. There is no federal constitutional or statutory office called “Iyaloja-General.” The 1999 Constitution (as amended) lists federal and state offices, commissions, and authorities. The title “Iyaloja-General” does not appear anywhere. It is a traditional or civil-society designation, not a public office created by law. 2. Do states have market women’s associations? Yes, but these are typically private associations, registered with the Corporate Affairs Commission under the Companies and Allied Matters Act (CAMA) 2020. They enjoy legal personality but have no governmental authority. Some states, such as Lagos, have created state-level market councils by law, but this is not universal and is strictly state-specific. 3. In Benin, what regulates the Iyeki role? The Oba of Benin has made it clear: market leadership in Benin is guided by the Iyeki system, a traditional office. Traders in each market choose their Iyeki, and the Oba’s palace confirms the selection. Iyeki duties are cultural and administrative, rooted in Benin tradition. There is no Edo State statute that overrides this customary process. 4. What authority does an “Iyaloja-General” have in Edo? None. Under the Nigerian Constitution, there is no power for an “Iyaloja-General” to install market leaders in Edo. At best, such an appointment would carry weight only inside her private association, not within Edo’s traditional or legal framework. For context, Lagos State is considering a Market Authority Bill that proposes an advisory council where an Iyaloja-General may be mentioned. But that is Lagos State law, not federal law, and it does not extend to Edo. 5. How much is the Edo State Government backing this? Despite the Oba’s firm rejection of the Iyaloja concept in Benin, the so-called installation was hosted inside the Edo State Government House. Reports confirm that top officials attended: the governor’s sister (who's the "first lady" of Edo State, representing her brother), the Commissioner for Women Affairs, the Commissioner for Health (Dr Cyril Oshiomhole), and several others in Governor Okpebholo’s administration. During the event, promises of “2.5 million votes” for President Tinubu in the 2027 elections were openly made. That raises urgent questions: • Was this really a customary installation, or a political rally disguised as tradition? • Why has the Edo State Governor himself remained silent since? • Why did the state government lend institutional weight to an office that is neither constitutional, nor statutory, nor indigenous to Edo culture? 6. On the ethnic spin Some have tried to frame this as an ethnic quarrel. That is misleading. The Oba of Benin never reduced the matter to who was installed, but to what was being installed. His objection was categorical: the very concept of an Iyaloja-General is alien to Benin tradition. Therefore, even if it had been an Edo woman from Ogbe who was “installed,” it would still be wrong. This is a matter of legality and culture, not ethnicity. My conclusion From a legal perspective, the title “Iyaloja-General of Nigeria” is nonexistent in the Constitution. From a cultural perspective, it is alien to Benin tradition.

IZZY OMORUYI

23,701 просмотров • 9 месяцев назад

And finally! The Holy Grail! The Artificial Granite! Using Caveman Resources Only! Oh, this was a painful and long development process! Just in time! I have almost deleted this chapter from my new book as this thing nearly missed the deadline! But luckily 🍀 Is there quartz in it? Yeees! A lot! In fact, as many as I want: I can mix aaanything into this material, including quartz grains. (In fact I can create stone even from 🐴 💩 or whatever 🤣) Is the binder SiO2, to fool archeologists using mass spectrometry and XRF? Yeeees! Indeed! But is the binder quartz? Noooo! (Btw: this👆🏻would be the right question to ask.) Can we tell the quarry of this artificial stone ball using the common analysis tools? Sure, we can! This “carved” granite ball is from South Africa, so some 10.000 kms away. It was carved there and shipped to Hungary - in a paper bag as a powder 🤣 Is it waterproof? Yes. Boiling proof? Yes. Acid proof? Yes. Alkali proof? Yes. Mohs scale: 6-7 Ideal to fool unsuspecting people. Ingredients: • Waterglass • “Secret ingredient” I’ll reveal later • Billion years old, natural granite powder • created on room temperature I also attached the video of the 20 minutes boiling test. (Explain this to me: why do we exactly expect the glass binder to fall apart in boiling water? Glass is glass.) Ah! Almost forgot! Do you need a nub to create it in large size? It depends. If you happen to build a wall from it, then… Absolutely! This mix releases so much water it’s unbelievable! You need to drain it or else you find your stone in a puddle. Bubbles 🫧? Glad you asked. None. This is a “dry” technology, meaning: you press the water out from the mix, from a semi-dry material. Jimmy Corsetti you asked the first piece of the artificial granite. No luck, you’ll not get it. You know exactly why. (Just between you and me) Brian Roemmele I think this development is important Joe Rogan I’m ready to tell you the secret first as someone who did a lot of things to clear the picture of the ancient past. Ben van Kerkwyk - UnchartedX I learned a lot from your excellent videos. One day I’ll cast precision stone vases 🏺 for you! 😉 The Land Of Chem you are my hero @CosmicSummit24 George Howard I’m ready. 2025 will be “the year”! Now please share this info to the world. This knowledge is important. Even if our current generation will not accept it. I don’t care, we’ll die out sooner or later, and the next gen will take it as granted. As always. This is human nature. Someone please tell Joe Rogan that I’m both ready and open to cast a fake granite in his show in live revealing the secret.
0:46

And finally! The Holy Grail! The Artificial Granite! Using Caveman Resources Only! Oh, this was a painful and long development process! Just in time! I have almost deleted this chapter from my new book as this thing nearly missed the deadline! But luckily 🍀 Is there quartz in it? Yeees! A lot! In fact, as many as I want: I can mix aaanything into this material, including quartz grains. (In fact I can create stone even from 🐴 💩 or whatever 🤣) Is the binder SiO2, to fool archeologists using mass spectrometry and XRF? Yeeees! Indeed! But is the binder quartz? Noooo! (Btw: this👆🏻would be the right question to ask.) Can we tell the quarry of this artificial stone ball using the common analysis tools? Sure, we can! This “carved” granite ball is from South Africa, so some 10.000 kms away. It was carved there and shipped to Hungary - in a paper bag as a powder 🤣 Is it waterproof? Yes. Boiling proof? Yes. Acid proof? Yes. Alkali proof? Yes. Mohs scale: 6-7 Ideal to fool unsuspecting people. Ingredients: • Waterglass • “Secret ingredient” I’ll reveal later • Billion years old, natural granite powder • created on room temperature I also attached the video of the 20 minutes boiling test. (Explain this to me: why do we exactly expect the glass binder to fall apart in boiling water? Glass is glass.) Ah! Almost forgot! Do you need a nub to create it in large size? It depends. If you happen to build a wall from it, then… Absolutely! This mix releases so much water it’s unbelievable! You need to drain it or else you find your stone in a puddle. Bubbles 🫧? Glad you asked. None. This is a “dry” technology, meaning: you press the water out from the mix, from a semi-dry material. Jimmy Corsetti you asked the first piece of the artificial granite. No luck, you’ll not get it. You know exactly why. (Just between you and me) Brian Roemmele I think this development is important Joe Rogan I’m ready to tell you the secret first as someone who did a lot of things to clear the picture of the ancient past. Ben van Kerkwyk - UnchartedX I learned a lot from your excellent videos. One day I’ll cast precision stone vases 🏺 for you! 😉 The Land Of Chem you are my hero @CosmicSummit24 George Howard I’m ready. 2025 will be “the year”! Now please share this info to the world. This knowledge is important. Even if our current generation will not accept it. I don’t care, we’ll die out sooner or later, and the next gen will take it as granted. As always. This is human nature. Someone please tell Joe Rogan that I’m both ready and open to cast a fake granite in his show in live revealing the secret.

Marcell Fóti 🪨

42,680 просмотров • 1 год назад

🚨 WARNING: THIS IS HOW THE BIGGEST COLLAPSE STARTS!! The market is getting hit from EVERY side now. - FED rate hikes just got confirmed. - China, Japan, and Turkey are dumping US Treasuries. - The US-Iran peace deal is 24 hours away from COLLAPSING. When markets open on Monday, this will NOT be just a dip. Because this is no longer one isolated problem. It is a full macro stress setup hitting markets from MULTIPLE fronts at the same time. Smart money already sees it. They are NOT buying the dip. They are cutting risk, moving into cash, and getting ready for the biggest risk off move of the year. And now add the next piece. China is rejecting U.S. Nvidia chips. That's a trade war signal. Because when chips become geopolitical weapons, the market stops pricing growth. It starts pricing control, supply chain stress, and lower demand. There are only a few ways this goes from here, and they are NOT equal. - LIGHT SHOCK: markets panic first, bonds get stressed, oil pumps, and risk stabilizes if headlines calm down fast. - HEAVIER SCENARIO: the peace deal collapses, China keeps rejecting U.S. chips, and markets start pricing a real trade war plus a real war risk at the same time. - WORST CASE: diplomacy fully breaks, oil pumps HARD, yields pump, liquidity gets worse, and risk assets dump all at once. That last one is the REAL danger. Because none of this is happening in a vacuum. After months of negotiations, the U.S. and Iran still have no peace deal. No breakthrough. No stability. No real off ramp. That changes the entire risk landscape. Because when diplomacy breaks down, markets do NOT price hope. They price WAR. And once markets start pricing direct U.S.-Iran escalation, oil does NOT move slowly. It pumps HARD. Shipping gets hit. Supply chains get worse. Inflation comes back. Central banks stay trapped. That is where the real damage starts. Because when geopolitical stress hits an already fragile financial system, markets do NOT adjust slowly. They dump HARD. Capital does NOT rotate calmly. It runs to safety all at once. And risk assets? They do NOT correct. They DUMP HARD. This is how chain reactions start. Because once markets stop pricing temporary fear and start pricing prolonged instability, the whole system changes. Watch oil. Watch bonds. Watch semiconductors. Watch rates. Because once this starts accelerating, there will be no time left to react. I’ve studied macro for 10 years and I called almost every major market top, including the October BTC ATH. Follow and turn notifications on. I’ll post the warning BEFORE it hits the headlines.
0:14

🚨 WARNING: THIS IS HOW THE BIGGEST COLLAPSE STARTS!! The market is getting hit from EVERY side now. - FED rate hikes just got confirmed. - China, Japan, and Turkey are dumping US Treasuries. - The US-Iran peace deal is 24 hours away from COLLAPSING. When markets open on Monday, this will NOT be just a dip. Because this is no longer one isolated problem. It is a full macro stress setup hitting markets from MULTIPLE fronts at the same time. Smart money already sees it. They are NOT buying the dip. They are cutting risk, moving into cash, and getting ready for the biggest risk off move of the year. And now add the next piece. China is rejecting U.S. Nvidia chips. That's a trade war signal. Because when chips become geopolitical weapons, the market stops pricing growth. It starts pricing control, supply chain stress, and lower demand. There are only a few ways this goes from here, and they are NOT equal. - LIGHT SHOCK: markets panic first, bonds get stressed, oil pumps, and risk stabilizes if headlines calm down fast. - HEAVIER SCENARIO: the peace deal collapses, China keeps rejecting U.S. chips, and markets start pricing a real trade war plus a real war risk at the same time. - WORST CASE: diplomacy fully breaks, oil pumps HARD, yields pump, liquidity gets worse, and risk assets dump all at once. That last one is the REAL danger. Because none of this is happening in a vacuum. After months of negotiations, the U.S. and Iran still have no peace deal. No breakthrough. No stability. No real off ramp. That changes the entire risk landscape. Because when diplomacy breaks down, markets do NOT price hope. They price WAR. And once markets start pricing direct U.S.-Iran escalation, oil does NOT move slowly. It pumps HARD. Shipping gets hit. Supply chains get worse. Inflation comes back. Central banks stay trapped. That is where the real damage starts. Because when geopolitical stress hits an already fragile financial system, markets do NOT adjust slowly. They dump HARD. Capital does NOT rotate calmly. It runs to safety all at once. And risk assets? They do NOT correct. They DUMP HARD. This is how chain reactions start. Because once markets stop pricing temporary fear and start pricing prolonged instability, the whole system changes. Watch oil. Watch bonds. Watch semiconductors. Watch rates. Because once this starts accelerating, there will be no time left to react. I’ve studied macro for 10 years and I called almost every major market top, including the October BTC ATH. Follow and turn notifications on. I’ll post the warning BEFORE it hits the headlines.

Wimar.X

52,693 просмотров • 1 месяц назад

Uber is Dead, my reflections on Waymo I’ve been in San Francisco for just over a week, during which I’ve taken 7 rides with Waymo, a similar number with Uber, and a few with FSD Teslas. My journey to SFO via Uber was alarming—the driver veered out of the lane multiple times and nearly crashed on a ramp, seemingly vying for a one-star rating or to genuinely scare me. Conversely, my experiences with Waymo were virtually flawless, if you don’t consider overly cautious driving a fault. I experienced a minor hiccup when we got stuck behind parked cars because the vehicle thought they were queuing at a red light. It quickly resolved the confusion and moved on, which was rather amusing. Waymo, and other Level 5 autonomous vehicles, are poised to revolutionize the movement of people and goods. The most apt analogy I can think of is that Waymo is transforming the real world into an automated Amazon warehouse, with people as the goods and Waymo vehicles as the robots shuttling them around. With the advent of personal transportation becoming incredibly affordable, sending anything from point A to point B using a self-driving electric vehicle will soon be within easy reach. One of Waymo’s standout features is privacy. Riding in an Uber often means being subjected to the driver’s loud group chats on some app, making the journey neither quiet nor private. In contrast, Waymo offers a fully private experience, allowing you to have confidential phone conversations or chat freely with fellow passengers without distraction. Waymo also reimagines the concept of a car. Without the need for a driver, we can eliminate the front console, reduce weight, and remove the steering wheel. This opens up possibilities for passenger seats to be reoriented, perhaps facing backwards, or for the vehicle to become a mobile living room. Tomorrow’s vehicle designs will differ drastically from today’s. Destinations that are currently expensive and logistically complicated to reach via Taxi/Uber, often lying outside public transport routes, can be simplified to a single “Waymo” journey. This could shift the current model of “Uber + public transport + Uber” to a more streamlined experience. As more cars become self-driving, we could see a reduction in the amount of time cars are parked—from 99% of their lifetime to perhaps just 25%. This not only improves unit economics but could also decrease the number of cars on the road. This transition represents one of the most significant shifts for Generation X. In conclusion, the future is autonomous, electric, and efficient. Uber, as we know it, is dead.
0:14

Uber is Dead, my reflections on Waymo I’ve been in San Francisco for just over a week, during which I’ve taken 7 rides with Waymo, a similar number with Uber, and a few with FSD Teslas. My journey to SFO via Uber was alarming—the driver veered out of the lane multiple times and nearly crashed on a ramp, seemingly vying for a one-star rating or to genuinely scare me. Conversely, my experiences with Waymo were virtually flawless, if you don’t consider overly cautious driving a fault. I experienced a minor hiccup when we got stuck behind parked cars because the vehicle thought they were queuing at a red light. It quickly resolved the confusion and moved on, which was rather amusing. Waymo, and other Level 5 autonomous vehicles, are poised to revolutionize the movement of people and goods. The most apt analogy I can think of is that Waymo is transforming the real world into an automated Amazon warehouse, with people as the goods and Waymo vehicles as the robots shuttling them around. With the advent of personal transportation becoming incredibly affordable, sending anything from point A to point B using a self-driving electric vehicle will soon be within easy reach. One of Waymo’s standout features is privacy. Riding in an Uber often means being subjected to the driver’s loud group chats on some app, making the journey neither quiet nor private. In contrast, Waymo offers a fully private experience, allowing you to have confidential phone conversations or chat freely with fellow passengers without distraction. Waymo also reimagines the concept of a car. Without the need for a driver, we can eliminate the front console, reduce weight, and remove the steering wheel. This opens up possibilities for passenger seats to be reoriented, perhaps facing backwards, or for the vehicle to become a mobile living room. Tomorrow’s vehicle designs will differ drastically from today’s. Destinations that are currently expensive and logistically complicated to reach via Taxi/Uber, often lying outside public transport routes, can be simplified to a single “Waymo” journey. This could shift the current model of “Uber + public transport + Uber” to a more streamlined experience. As more cars become self-driving, we could see a reduction in the amount of time cars are parked—from 99% of their lifetime to perhaps just 25%. This not only improves unit economics but could also decrease the number of cars on the road. This transition represents one of the most significant shifts for Generation X. In conclusion, the future is autonomous, electric, and efficient. Uber, as we know it, is dead.

Linus ✦ Ekenstam

6,099,881 просмотров • 2 лет назад

99% people aren't aware that the fastest animal on earth spends most of its time doing nothing. There's a reason. A cheetah can hit 70 mph in three seconds. Then it has to stop for twenty minutes. A life lesson hides in there. Your brain wants to believe that extreme speed comes from constant motion, that the fastest creatures are always moving, always hunting, always pushing their biological machinery to the limit. Every nature documentary reinforces this illusion by showing you the chase scenes, the explosive bursts, the moment when physics bends around a spotted blur. What they never show you is what happens next. The cheetah collapses. Its body temperature spikes to dangerous levels. Its heart rate hits 250 beats per minute. Its muscles flood with lactic acid. If another predator appears during those twenty minutes of recovery, the cheetah becomes prey. It cannot run again. It cannot defend itself. It lies there, panting, completely vulnerable, paying the metabolic price for those three seconds of impossible speed. Peak performance is not sustainable performance. The biological systems that produce maximum output operate on completely different principles than the systems that produce steady output. The cheetah's body is an exercise in extreme specialization. Its spine flexes like a spring, storing and releasing kinetic energy with each stride. Its claws work like track spikes, gripping earth during acceleration. Its nasal passages are enlarged to process massive volumes of oxygen during the sprint. Its muscles contain a higher percentage of fast twitch fibers than any other cat. Every adaptation that makes it faster also makes it fragile. The energy economics are brutal. A three second chase burns through roughly 25% of the cheetah's entire daily caloric budget. That sprint costs more energy than some animals use in an entire day of normal activity. The recovery period allows the cheetah's system to clear metabolic waste, restore oxygen levels, and return core temperature to baseline. Without that recovery, the next sprint would be slower. Then slower again. Eventually, the system would shut down entirely. Your laptop operates on the same principle. When you push a processor to maximum speed, it generates heat that requires cooling systems and power management protocols to prevent damage. The CPU cannot maintain peak performance continuously without throttling back to sustainable levels. Intel and AMD engineers understand what cheetah evolution figured out millions of years ago: maximum capability requires careful rationing. Athletic performance follows identical patterns. Sprinters train by running short distances at maximum speed, then resting completely between efforts. Marathon runners train by running longer distances at submaximal speeds. The physiological adaptations that allow Usain Bolt to run 100 meters in 9.58 seconds would prevent him from running a competitive marathon. The adaptations that allow Eliud Kipchoge to run 26.2 miles in just over two hours would prevent him from matching Bolt's top speed. The systems are mutually exclusive. Silicon Valley spent decades trying to ignore this principle. Early startup culture celebrated the idea of constant hustle, permanent availability, 80 hour work weeks as signs of commitment and vision. The mythology suggested that great entrepreneurs outworked their competition by maintaining maximum intensity indefinitely. The data tells a different story. Research on elite performance across domains shows that peak performers work in carefully structured intervals. They push to maximum output during focused periods, then recover completely before the next effort. Musicians practice this way. Athletes train this way. Chess grandmasters study this way. The recovery periods are not interruptions to the work. They are part of the work. Nature does not prioritize constant motion. It prioritizes survival through intelligent energy allocation. The cheetah's hunting strategy maximizes its probability of successful kills while minimizing its risk of metabolic failure. Twenty minutes of vulnerability is acceptable because three seconds of extreme speed often means the difference between eating and starving. The fastest systems in the universe operate this way. Neutron stars can rotate at 700 times per second, but they slow down over time as they lose rotational energy. Supercomputers can process exaflops of calculations per second, but they require massive cooling systems and carefully managed workloads to prevent thermal damage. Even light itself, the fastest thing in the universe, loses energy as it travels through space and time. Speed without recovery is not speed. It is breakdown in slow motion. The cheetah understands something that most humans do not: maximum capability is a tool to be used strategically, not a baseline to be maintained constantly. Those twenty minutes of apparent inactivity should not be considered a weakness. They are preparation for the next moment when impossible speed becomes necessary for survival.
0:12

99% people aren't aware that the fastest animal on earth spends most of its time doing nothing. There's a reason. A cheetah can hit 70 mph in three seconds. Then it has to stop for twenty minutes. A life lesson hides in there. Your brain wants to believe that extreme speed comes from constant motion, that the fastest creatures are always moving, always hunting, always pushing their biological machinery to the limit. Every nature documentary reinforces this illusion by showing you the chase scenes, the explosive bursts, the moment when physics bends around a spotted blur. What they never show you is what happens next. The cheetah collapses. Its body temperature spikes to dangerous levels. Its heart rate hits 250 beats per minute. Its muscles flood with lactic acid. If another predator appears during those twenty minutes of recovery, the cheetah becomes prey. It cannot run again. It cannot defend itself. It lies there, panting, completely vulnerable, paying the metabolic price for those three seconds of impossible speed. Peak performance is not sustainable performance. The biological systems that produce maximum output operate on completely different principles than the systems that produce steady output. The cheetah's body is an exercise in extreme specialization. Its spine flexes like a spring, storing and releasing kinetic energy with each stride. Its claws work like track spikes, gripping earth during acceleration. Its nasal passages are enlarged to process massive volumes of oxygen during the sprint. Its muscles contain a higher percentage of fast twitch fibers than any other cat. Every adaptation that makes it faster also makes it fragile. The energy economics are brutal. A three second chase burns through roughly 25% of the cheetah's entire daily caloric budget. That sprint costs more energy than some animals use in an entire day of normal activity. The recovery period allows the cheetah's system to clear metabolic waste, restore oxygen levels, and return core temperature to baseline. Without that recovery, the next sprint would be slower. Then slower again. Eventually, the system would shut down entirely. Your laptop operates on the same principle. When you push a processor to maximum speed, it generates heat that requires cooling systems and power management protocols to prevent damage. The CPU cannot maintain peak performance continuously without throttling back to sustainable levels. Intel and AMD engineers understand what cheetah evolution figured out millions of years ago: maximum capability requires careful rationing. Athletic performance follows identical patterns. Sprinters train by running short distances at maximum speed, then resting completely between efforts. Marathon runners train by running longer distances at submaximal speeds. The physiological adaptations that allow Usain Bolt to run 100 meters in 9.58 seconds would prevent him from running a competitive marathon. The adaptations that allow Eliud Kipchoge to run 26.2 miles in just over two hours would prevent him from matching Bolt's top speed. The systems are mutually exclusive. Silicon Valley spent decades trying to ignore this principle. Early startup culture celebrated the idea of constant hustle, permanent availability, 80 hour work weeks as signs of commitment and vision. The mythology suggested that great entrepreneurs outworked their competition by maintaining maximum intensity indefinitely. The data tells a different story. Research on elite performance across domains shows that peak performers work in carefully structured intervals. They push to maximum output during focused periods, then recover completely before the next effort. Musicians practice this way. Athletes train this way. Chess grandmasters study this way. The recovery periods are not interruptions to the work. They are part of the work. Nature does not prioritize constant motion. It prioritizes survival through intelligent energy allocation. The cheetah's hunting strategy maximizes its probability of successful kills while minimizing its risk of metabolic failure. Twenty minutes of vulnerability is acceptable because three seconds of extreme speed often means the difference between eating and starving. The fastest systems in the universe operate this way. Neutron stars can rotate at 700 times per second, but they slow down over time as they lose rotational energy. Supercomputers can process exaflops of calculations per second, but they require massive cooling systems and carefully managed workloads to prevent thermal damage. Even light itself, the fastest thing in the universe, loses energy as it travels through space and time. Speed without recovery is not speed. It is breakdown in slow motion. The cheetah understands something that most humans do not: maximum capability is a tool to be used strategically, not a baseline to be maintained constantly. Those twenty minutes of apparent inactivity should not be considered a weakness. They are preparation for the next moment when impossible speed becomes necessary for survival.

Darshak Rana ⚡️

18,712 просмотров • 2 месяцев назад