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8⃣ The Hutchison Effect proves this isn't theoretical. Using Tesla coils + crystals, John Hutchison achieved: ✅Levitation of 70-pound objects ✅Metal jellification ✅Crystal batteries producing continuous power for MONTHS The Pentagon classified his research. Wonder why?

Sayer Ji

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In this video is the 1988 Hutchison Effect experiment where an 80-pound ball defies gravity, floating in mid-air for nearly 10 minutes. John Hutchison achieved this by ingeniously overlapping radio waves with high-voltage spark discharges, creating a phenomenon that challenges our understanding of physics. It was discussed here - Video from MathEasySolutions #technology #UFO #uapX

In this video is the 1988 Hutchison Effect experiment where an 80-pound ball defies gravity, floating in mid-air for nearly 10 minutes. John Hutchison achieved this by ingeniously overlapping radio waves with high-voltage spark discharges, creating a phenomenon that challenges our understanding of physics. It was discussed here - Video from MathEasySolutions #technology #UFO #uapX

Restricted Truths🔎

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🎙️ EXCLUSIVE INSIGHTS FROM A 30-YEAR BULLION BANK TRADER Bob Gottlieb, former precious metals trader at JP Morgan, HSBC and Citibank, explains his view of what is currently happening in the gold and silver market. TODAY'S RALLY IS NOTHING LIKE 1980 OR 2011 ✅ This isn't a Reddit-driven squeeze or a social media pump. ✅ This is a fundamental, policy-driven surge led by CENTRAL BANKS. ✅ "Central banks have decided they're going to buy and they're not going to stop buying because it's $4,600." CENTRAL BANKS DON'T CARE ABOUT PRICE – THEY CARE ABOUT POLICY ✅ Their buying is strategic, not speculative. ✅ Gold is now the #2 reserve asset for many central banks, ahead of the Euro. ✅ 75% of central banks surveyed plan to keep buying over the next 5 years. SILVER'S PERFECT STORM: DEFICITS & INDUSTRIAL DEMAND ✅ 5+ years of structural supply deficits. ✅ Soaring demand from solar, AI, EVs, and chips. ✅ New mines take 10-20 years to come online. ✅ "This is an equation for the silver price to go up." "THE BIGGEST MYTH: BANKS ARE SHORT THE WORLD'S SILVER" ❌ "This is false misinformation" because ✅ Banks are typically LONG physical and SHORT futures as part of a complex arbitrage. ✅ This structure allows them to profit from spreads, not bet against the metal. THE BOTTOM LINE This rally is built on rock-solid fundamentals: relentless central bank buying, structural silver deficits, and geopolitical fear. Gottlieb's statement that banks are never net short may remain open to question, as may his reluctance to explain price manipulation through the derivatives structure of precious metals trading. HT: Paul Buitink 🎙 YouTube: Reinvent Money #Gold #Silver #PreciousMetals #CentralBanks #Investing #Markets #Finance #ETF #Bullion #Trading

🎙️ EXCLUSIVE INSIGHTS FROM A 30-YEAR BULLION BANK TRADER Bob Gottlieb, former precious metals trader at JP Morgan, HSBC and Citibank, explains his view of what is currently happening in the gold and silver market. TODAY'S RALLY IS NOTHING LIKE 1980 OR 2011 ✅ This isn't a Reddit-driven squeeze or a social media pump. ✅ This is a fundamental, policy-driven surge led by CENTRAL BANKS. ✅ "Central banks have decided they're going to buy and they're not going to stop buying because it's $4,600." CENTRAL BANKS DON'T CARE ABOUT PRICE – THEY CARE ABOUT POLICY ✅ Their buying is strategic, not speculative. ✅ Gold is now the #2 reserve asset for many central banks, ahead of the Euro. ✅ 75% of central banks surveyed plan to keep buying over the next 5 years. SILVER'S PERFECT STORM: DEFICITS & INDUSTRIAL DEMAND ✅ 5+ years of structural supply deficits. ✅ Soaring demand from solar, AI, EVs, and chips. ✅ New mines take 10-20 years to come online. ✅ "This is an equation for the silver price to go up." "THE BIGGEST MYTH: BANKS ARE SHORT THE WORLD'S SILVER" ❌ "This is false misinformation" because ✅ Banks are typically LONG physical and SHORT futures as part of a complex arbitrage. ✅ This structure allows them to profit from spreads, not bet against the metal. THE BOTTOM LINE This rally is built on rock-solid fundamentals: relentless central bank buying, structural silver deficits, and geopolitical fear. Gottlieb's statement that banks are never net short may remain open to question, as may his reluctance to explain price manipulation through the derivatives structure of precious metals trading. HT: Paul Buitink 🎙 YouTube: Reinvent Money #Gold #Silver #PreciousMetals #CentralBanks #Investing #Markets #Finance #ETF #Bullion #Trading

Mark

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What if robots could learn real-world tasks from your perspective… without ever touching a robot? This is a system that trains robot policies using nothing but human-first, egocentric video data from smart glasses. No robots, no teleop, no sensors, just humans doing real tasks in the real world. Why it matters ✅ Learns robot policies from 20 minutes of human video; zero robot demos ✅ Generalizes to new objects, views, and even robot morphologies ✅ Uses 3D points for interpretable, spatially grounded learning ✅ Deploys directly to real-world robots with strong zero-shot success Thank you, Vincent Liu, for sharing!!! Learn more here: 🔗 Paper: 🌐 Website: 📍 BOOKMARK FOR LATER

What if robots could learn real-world tasks from your perspective… without ever touching a robot? This is a system that trains robot policies using nothing but human-first, egocentric video data from smart glasses. No robots, no teleop, no sensors, just humans doing real tasks in the real world. Why it matters ✅ Learns robot policies from 20 minutes of human video; zero robot demos ✅ Generalizes to new objects, views, and even robot morphologies ✅ Uses 3D points for interpretable, spatially grounded learning ✅ Deploys directly to real-world robots with strong zero-shot success Thank you, Vincent Liu, for sharing!!! Learn more here: 🔗 Paper: 🌐 Website: 📍 BOOKMARK FOR LATER

Ilir Aliu - eu/acc

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Why Files creator AJ Gentile revealed the full story behind Nikola Tesla. Tesla wasn’t simply developing alternating current (AC) power. He was working to deliver free wireless electricity to the entire planet from his Wardenclyffe Tower eliminating the need for meters or monthly bills and providing abundant energy for all of humanity. J.P. Morgan initially funded the project, but once he understood there would be no way to meter and charge customers for the electricity, he withdrew support. The project collapsed, the Wardenclyffe Tower was eventually torn down, and Tesla died in poverty. AJ details how the FBI moved quickly after Tesla’s death, raiding his hotel room and seizing dozens of boxes of notes and research. Much of that material was turned over to military intelligence, and portions of it remain missing or classified to this day.

Why Files creator AJ Gentile revealed the full story behind Nikola Tesla. Tesla wasn’t simply developing alternating current (AC) power. He was working to deliver free wireless electricity to the entire planet from his Wardenclyffe Tower eliminating the need for meters or monthly bills and providing abundant energy for all of humanity. J.P. Morgan initially funded the project, but once he understood there would be no way to meter and charge customers for the electricity, he withdrew support. The project collapsed, the Wardenclyffe Tower was eventually torn down, and Tesla died in poverty. AJ details how the FBI moved quickly after Tesla’s death, raiding his hotel room and seizing dozens of boxes of notes and research. Much of that material was turned over to military intelligence, and portions of it remain missing or classified to this day.

Defiant Ghost

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MAJOR RED ALERT: What's sitting in your garage, charging in your bedroom, or parked in your driveway could be a ticking time bomb. You missed the story the corporate media barely covered: Matson, a US shipping giant, just BANNED all electric vehicle shipments after 3 consecutive ship fires. Their reason? The "hazards of lithium-ion batteries." Why should you care? You're not shipping 3,000 cars across the ocean. Because the same technology in those EVs is in YOUR home right now: → Your phone → Your laptop → Your e-bike/scooter → Your Tesla → Your lawn equipment → Your toothbrush → Your kid's toys The stats are terrifying & they're being ignored: 🚨 NYC: Lithium battery fires increased 7X. 🚨 SF: Battery fires more than doubled. 🚨 Nationally: 40+ deaths from e-scooter/bike fires since 2017. 🚨 FAA: 60+ onboard battery incidents this year alone. These fires aren't like normal fires. They're chemical infernos. Once they start, they are often UNSTOPPABLE. Fire departments are often told to just "let them burn." The cause? A single point of failure: ✅ Overcharging ✅ Overheating (leaving an e-bike in the sun) ✅ Physical damage (a simple drop) ✅ Manufacturing defect ✅ Water exposure (flooded EVs burn houses down) This is a direct threat to your family and your home. YOUR ACTION PLAN NOW: 1. STOP overcharging devices. Unplug them once charged. 2. NEVER leave devices (especially e-bikes) charging unattended or overnight. 3. KEEP them out of direct sunlight and away from heat sources. 4. INSPECT batteries regularly for damage, swelling, or punctures. 5. CONSIDER a fire-proof containment bag for larger batteries (e-bikes, scooters). This isn't fear-mongering. It's a public safety emergency happening in silence. The government isn't acting. The media isn't warning you. Your safety is your responsibility. SHARE this to warn everyone you know.

MAJOR RED ALERT: What's sitting in your garage, charging in your bedroom, or parked in your driveway could be a ticking time bomb. You missed the story the corporate media barely covered: Matson, a US shipping giant, just BANNED all electric vehicle shipments after 3 consecutive ship fires. Their reason? The "hazards of lithium-ion batteries." Why should you care? You're not shipping 3,000 cars across the ocean. Because the same technology in those EVs is in YOUR home right now: → Your phone → Your laptop → Your e-bike/scooter → Your Tesla → Your lawn equipment → Your toothbrush → Your kid's toys The stats are terrifying & they're being ignored: 🚨 NYC: Lithium battery fires increased 7X. 🚨 SF: Battery fires more than doubled. 🚨 Nationally: 40+ deaths from e-scooter/bike fires since 2017. 🚨 FAA: 60+ onboard battery incidents this year alone. These fires aren't like normal fires. They're chemical infernos. Once they start, they are often UNSTOPPABLE. Fire departments are often told to just "let them burn." The cause? A single point of failure: ✅ Overcharging ✅ Overheating (leaving an e-bike in the sun) ✅ Physical damage (a simple drop) ✅ Manufacturing defect ✅ Water exposure (flooded EVs burn houses down) This is a direct threat to your family and your home. YOUR ACTION PLAN NOW: 1. STOP overcharging devices. Unplug them once charged. 2. NEVER leave devices (especially e-bikes) charging unattended or overnight. 3. KEEP them out of direct sunlight and away from heat sources. 4. INSPECT batteries regularly for damage, swelling, or punctures. 5. CONSIDER a fire-proof containment bag for larger batteries (e-bikes, scooters). This isn't fear-mongering. It's a public safety emergency happening in silence. The government isn't acting. The media isn't warning you. Your safety is your responsibility. SHARE this to warn everyone you know.

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🚨 DR. WILLIAM MAKIS MD CALLS THIS THE MOST IMPORTANT IVERMECTIN CANCER GRAPH HE'S EVER CREATED After reviewing hundreds of studies, case reports, and patient outcomes, Dr. William Makis MD says one question keeps coming up: ❓"What dose of Ivermectin are people actually using in cancer protocols?" His answer is surprisingly simple. 💊 For most cancers, his suggested starting point is: 1 mg/kg of Ivermectin per day 📊 THE FOUR IVERMECTIN DOSING LEVELS DR. MAKIS DISCUSSES MOST OFTEN 🔹 0.2 mg/kg daily Lower-dose protocols discussed in some case reports and published reports. 🔹 1.0 mg/kg daily Dr. Makis' typical starting point for most cancers. 🔹 2.0 mg/kg daily Discussed for highly aggressive cancers, including some brain cancers. 🔹 2.5 mg/kg daily The highest dosing level discussed in certain case reports. According to Dr. Makis, some of the most widely discussed case reports involve higher dosing strategies. And that's where the conversation gets interesting. Because this isn't being discussed for just one type of cancer. Researchers have investigated Ivermectin in: ✅ Breast Cancer ✅ Colon Cancer ✅ Lung Cancer ✅ Pancreatic Cancer ✅ Kidney Cancer ✅ Gastric Cancer ✅ Prostate Cancer ✅ Brain Cancer ✅ Leukemia And many others. Dr. Makis frequently points to reports involving significant changes in tumor markers, imaging results, and patient outcomes that continue driving interest in repurposed medicines. He also highlights something many people overlook: ✅ Off patent ✅ Generic ✅ Low cost ✅ Studied for decades Yet despite the growing number of publications and case reports, mainstream oncology rarely discusses it. That's why the debate keeps growing. Not because everyone agrees. Because patients keep sharing stories. Doctors keep debating. Researchers keep publishing. And people keep asking questions. Because if the answer were obvious... The conversation would've ended years ago. Instead, it's getting bigger. 📌 Save this chart. You'll want it later. 🔄 Repost so others can review the information for themselves. 💬 Have you been following Dr. William Makis MD's work on Ivermectin and cancer? 💊 Researching Ivermectin? Explore RXMEDS.STORE. #Ivermectin #CancerResearch #MakisMD #RepurposedDrugs

🚨 DR. WILLIAM MAKIS MD CALLS THIS THE MOST IMPORTANT IVERMECTIN CANCER GRAPH HE'S EVER CREATED After reviewing hundreds of studies, case reports, and patient outcomes, Dr. William Makis MD says one question keeps coming up: ❓"What dose of Ivermectin are people actually using in cancer protocols?" His answer is surprisingly simple. 💊 For most cancers, his suggested starting point is: 1 mg/kg of Ivermectin per day 📊 THE FOUR IVERMECTIN DOSING LEVELS DR. MAKIS DISCUSSES MOST OFTEN 🔹 0.2 mg/kg daily Lower-dose protocols discussed in some case reports and published reports. 🔹 1.0 mg/kg daily Dr. Makis' typical starting point for most cancers. 🔹 2.0 mg/kg daily Discussed for highly aggressive cancers, including some brain cancers. 🔹 2.5 mg/kg daily The highest dosing level discussed in certain case reports. According to Dr. Makis, some of the most widely discussed case reports involve higher dosing strategies. And that's where the conversation gets interesting. Because this isn't being discussed for just one type of cancer. Researchers have investigated Ivermectin in: ✅ Breast Cancer ✅ Colon Cancer ✅ Lung Cancer ✅ Pancreatic Cancer ✅ Kidney Cancer ✅ Gastric Cancer ✅ Prostate Cancer ✅ Brain Cancer ✅ Leukemia And many others. Dr. Makis frequently points to reports involving significant changes in tumor markers, imaging results, and patient outcomes that continue driving interest in repurposed medicines. He also highlights something many people overlook: ✅ Off patent ✅ Generic ✅ Low cost ✅ Studied for decades Yet despite the growing number of publications and case reports, mainstream oncology rarely discusses it. That's why the debate keeps growing. Not because everyone agrees. Because patients keep sharing stories. Doctors keep debating. Researchers keep publishing. And people keep asking questions. Because if the answer were obvious... The conversation would've ended years ago. Instead, it's getting bigger. 📌 Save this chart. You'll want it later. 🔄 Repost so others can review the information for themselves. 💬 Have you been following Dr. William Makis MD's work on Ivermectin and cancer? 💊 Researching Ivermectin? Explore RXMEDS.STORE. #Ivermectin #CancerResearch #MakisMD #RepurposedDrugs

RXMEDS.STORE

48,417 Aufrufe • vor 23 Tagen

K. NEUMAYR - $AG FIRST MAJESTIC SILVER: MAKING AN OBSCENE AMOUNT OF MONEY Silver is racing past $76, but Keith Neumeyer, CEO of First Majestic, isn't celebrating without caution. ⚠️ “Parabolic moves really don't make me feel that warm and fuzzy.” ✅ He wants stability: “Chop sideways for two, three months… so people can get used to $70 silver.” 🤔 Why? Miners can’t profit from short-term spikes. “We need these kinds of metal prices to last six months, 12 months… to actually take advantage.” ➡️ If it spikes and crashes, the mining sector gains nothing. The Big Disconnect: Silver is soaring, but mining stocks (like the GDX/GDXJ ETFs) are lagging. Why? Massive outflows from mining ETFs, while retail money still chases tech stocks like NVIDIA. 🔄 “Until that strategy is proven wrong, they are ignoring the mining sector.” First Majestic’s 2025 Wins: ✅ Successfully integrated the $970M Gatos Silver acquisition. 🔎 Made multiple new discoveries at existing mines, extending life & future output. 💰 “Our treasury is bursting at the seams… an obscene amount of money.” The Bottom Line: The CEO of a major silver producer is pleading for cooler, more sustainable price growth—because that’s what builds a lasting mining business and finally closes the staggering gap between the metal and the miners. #Silver #Mining #Stocks #Investing #FirstMajestic #Commodities #Finance #GDX #PreciousMetals

K. NEUMAYR - $AG FIRST MAJESTIC SILVER: MAKING AN OBSCENE AMOUNT OF MONEY Silver is racing past $76, but Keith Neumeyer, CEO of First Majestic, isn't celebrating without caution. ⚠️ “Parabolic moves really don't make me feel that warm and fuzzy.” ✅ He wants stability: “Chop sideways for two, three months… so people can get used to $70 silver.” 🤔 Why? Miners can’t profit from short-term spikes. “We need these kinds of metal prices to last six months, 12 months… to actually take advantage.” ➡️ If it spikes and crashes, the mining sector gains nothing. The Big Disconnect: Silver is soaring, but mining stocks (like the GDX/GDXJ ETFs) are lagging. Why? Massive outflows from mining ETFs, while retail money still chases tech stocks like NVIDIA. 🔄 “Until that strategy is proven wrong, they are ignoring the mining sector.” First Majestic’s 2025 Wins: ✅ Successfully integrated the $970M Gatos Silver acquisition. 🔎 Made multiple new discoveries at existing mines, extending life & future output. 💰 “Our treasury is bursting at the seams… an obscene amount of money.” The Bottom Line: The CEO of a major silver producer is pleading for cooler, more sustainable price growth—because that’s what builds a lasting mining business and finally closes the staggering gap between the metal and the miners. #Silver #Mining #Stocks #Investing #FirstMajestic #Commodities #Finance #GDX #PreciousMetals

Mark

53,716 Aufrufe • vor 6 Monaten

We’ve gone critical. At 12:20 am on July 4th, Aalo sustained a controlled fission chain reaction for the first time. We have officially surpassed the goal of President Trump’s Executive Order 14301, achieving 4 advanced nuclear reactor criticalities by America’s 250th birthday. This is a zero-power criticality to validate our supply chain, reactor physics and control systems for our 10 MWe full-powered reactor, the Aalo-X, targeting power operations next year. Everything was built at full scale: fuel, moderator, control systems, etc., so we understand system performance at its commercial scope. That also meant tackling four of the most difficult things in nuclear with this criticality milestone: ✅ Ground-up construction of our reactor facility ✅ Manufacturing the reactor in our factory and shipping them by road ✅ Assembling our own fuel assemblies using commercial UO2 ✅ Standing up training, safety, and operational programs to become our own nuclear operator I am proud to say we have accomplished all four goals, along with achieving criticality. The reactor building was constructed in 36 days and construction to criticality was achieved in under 8 months. That’s the fastest nuclear build in the last 80 years. A massive congratulations to the Aalo Atomics team and our partners. Many thanks to Idaho National Laboratory, the DOE-Idaho Operations Office, and the Office of Nuclear Energy for their immense support in enabling this milestone and dedicated to the American nuclear resurgence.

We’ve gone critical. At 12:20 am on July 4th, Aalo sustained a controlled fission chain reaction for the first time. We have officially surpassed the goal of President Trump’s Executive Order 14301, achieving 4 advanced nuclear reactor criticalities by America’s 250th birthday. This is a zero-power criticality to validate our supply chain, reactor physics and control systems for our 10 MWe full-powered reactor, the Aalo-X, targeting power operations next year. Everything was built at full scale: fuel, moderator, control systems, etc., so we understand system performance at its commercial scope. That also meant tackling four of the most difficult things in nuclear with this criticality milestone: ✅ Ground-up construction of our reactor facility ✅ Manufacturing the reactor in our factory and shipping them by road ✅ Assembling our own fuel assemblies using commercial UO2 ✅ Standing up training, safety, and operational programs to become our own nuclear operator I am proud to say we have accomplished all four goals, along with achieving criticality. The reactor building was constructed in 36 days and construction to criticality was achieved in under 8 months. That’s the fastest nuclear build in the last 80 years. A massive congratulations to the Aalo Atomics team and our partners. Many thanks to Idaho National Laboratory, the DOE-Idaho Operations Office, and the Office of Nuclear Energy for their immense support in enabling this milestone and dedicated to the American nuclear resurgence.

Yasir Arafat

98,304 Aufrufe • vor 8 Tagen

A team tested Pi0, Pi0 Fast, Gr00t, and ACT on real robot arms in manufacturing tasks. (🔖 Bookmark this for later!) The task was precise: place thin rectangular frames from a messy stack into a holder. The team fine-tuned each model on 100 real trajectories and compared training time, inference speed, motion quality, and success rates. ⬇️ Here’s a breakdown of what they found Pi0 (Original) ✅ Strongest overall performance in precise pick-and-place ✅ High success rate even in edge cases ✅ Longest training time (~11 hours, ~$30 per run) ✅ Inference time of 80 ms causes short pauses between actions Despite delays, it handles complex scenarios well… solid for high-precision tasks, but slow to train. Gr00t ✅ Trains fast (~2 hours, ~$5 per run) ✅ Performs almost as well as Pi0 on large-object tasks ✅ Struggles with fine precision; random movement in some trials ✅ More training didn’t fix jitter or random offsets Best suited for tasks where exact precision isn’t critical. Not ready for manufacturing-grade accuracy without more tuning. Pi0 Fast ✅ Promised faster training, but results were underwhelming ✅ Training at 6 hours still showed low success rates ✅ Inference was slower than expected ✅ Not reliable for generalizing even slightly new tasks Currently too unstable for real-world deployment. Doesn’t live up to the “Fast” name yet. ACT (Baseline) ✅ 200MB model—lightweight, but limited ✅ Struggles with stacked objects or ambiguous scenes ✅ Success rates around 70% in best-case setups ✅ Can’t match newer models on precision or generalization Still a solid baseline, but clearly a generation behind in robustness. 🚨 Extra Notes All newer models share a common issue: •Inference takes longer than a frame (80 ms vs 33 ms), so robots “pause” between chunks. •This results in jittery movements, but not a dealbreaker unless tasks are time-sensitive. Language-conditioned tasks also fell short: after training on two labeled tasks, the model couldn’t generalize to a third unseen combination using only text prompts. ✅ The good news? These models adapt well to new robot arms with quick fine-tuning. ❌ The bad news? There’s still no plug-and-play solution for improving performance after deployment. Reinforcement learning or DAgger-style data collection during real-world operation may be the next big step, something many teams in robotics are actively working on.

A team tested Pi0, Pi0 Fast, Gr00t, and ACT on real robot arms in manufacturing tasks. (🔖 Bookmark this for later!) The task was precise: place thin rectangular frames from a messy stack into a holder. The team fine-tuned each model on 100 real trajectories and compared training time, inference speed, motion quality, and success rates. ⬇️ Here’s a breakdown of what they found Pi0 (Original) ✅ Strongest overall performance in precise pick-and-place ✅ High success rate even in edge cases ✅ Longest training time (~11 hours, ~$30 per run) ✅ Inference time of 80 ms causes short pauses between actions Despite delays, it handles complex scenarios well… solid for high-precision tasks, but slow to train. Gr00t ✅ Trains fast (~2 hours, ~$5 per run) ✅ Performs almost as well as Pi0 on large-object tasks ✅ Struggles with fine precision; random movement in some trials ✅ More training didn’t fix jitter or random offsets Best suited for tasks where exact precision isn’t critical. Not ready for manufacturing-grade accuracy without more tuning. Pi0 Fast ✅ Promised faster training, but results were underwhelming ✅ Training at 6 hours still showed low success rates ✅ Inference was slower than expected ✅ Not reliable for generalizing even slightly new tasks Currently too unstable for real-world deployment. Doesn’t live up to the “Fast” name yet. ACT (Baseline) ✅ 200MB model—lightweight, but limited ✅ Struggles with stacked objects or ambiguous scenes ✅ Success rates around 70% in best-case setups ✅ Can’t match newer models on precision or generalization Still a solid baseline, but clearly a generation behind in robustness. 🚨 Extra Notes All newer models share a common issue: •Inference takes longer than a frame (80 ms vs 33 ms), so robots “pause” between chunks. •This results in jittery movements, but not a dealbreaker unless tasks are time-sensitive. Language-conditioned tasks also fell short: after training on two labeled tasks, the model couldn’t generalize to a third unseen combination using only text prompts. ✅ The good news? These models adapt well to new robot arms with quick fine-tuning. ❌ The bad news? There’s still no plug-and-play solution for improving performance after deployment. Reinforcement learning or DAgger-style data collection during real-world operation may be the next big step, something many teams in robotics are actively working on.

Ilir Aliu

21,844 Aufrufe • vor 1 Jahr

PETER SCHIFF: GOLD, SILVER AND THE MINING STOCKS WILL GO MUCH HIGHER🚀 In his latest interview, renowned economist Peter Schiff shared his assessment of gold, silver and mining stocks. THE BIGGER PICTURE: DOLLAR CRISIS DRIVING IT ALL ✅ Gold at $5,100+ and silver exploding signal the end of dollar dominance. ⚡ Central banks dumping dollars, Trump policies accelerating the shift—everything points higher. 💥 "This is not the end of this thing. We're going a lot higher." WHY PHYSICAL SILVER IS GETTING HARDER TO FIND ✅ Demand is surging from investors and industry 📉 Supply can't keep up—mint production lags, and wholesalers are struggling. ❓ Schiff's key advice: Buy now while you can. Waiting for a dip risks being locked out entirely. SILVER MINERS: MASSIVELY UNDERPRICED ✅ Miners' profits explode with silver at these levels—margins go from slim to massive. 📈 Stocks lag the metal, but Schiff says they're "cheaper now than before" the rally. 🚀 "The silver stocks are priced for maybe $50 silver at most." THE BOTTOM LINE Peter Schiff makes it crystal clear: Silver's volatility is just the market discovering its true value in a collapsing dollar world—don't chase the price, secure the physical metal before it's gone for good. HT: YouTube CapitalCosm CapitalCosm Peter Schiff Current personal portfolio (DYODD)👉 #SilverSqueeze #PeterSchiff #GoldAndSilver #DollarCrisis #PreciousMetals #InvestSmart

PETER SCHIFF: GOLD, SILVER AND THE MINING STOCKS WILL GO MUCH HIGHER🚀 In his latest interview, renowned economist Peter Schiff shared his assessment of gold, silver and mining stocks. THE BIGGER PICTURE: DOLLAR CRISIS DRIVING IT ALL ✅ Gold at $5,100+ and silver exploding signal the end of dollar dominance. ⚡ Central banks dumping dollars, Trump policies accelerating the shift—everything points higher. 💥 "This is not the end of this thing. We're going a lot higher." WHY PHYSICAL SILVER IS GETTING HARDER TO FIND ✅ Demand is surging from investors and industry 📉 Supply can't keep up—mint production lags, and wholesalers are struggling. ❓ Schiff's key advice: Buy now while you can. Waiting for a dip risks being locked out entirely. SILVER MINERS: MASSIVELY UNDERPRICED ✅ Miners' profits explode with silver at these levels—margins go from slim to massive. 📈 Stocks lag the metal, but Schiff says they're "cheaper now than before" the rally. 🚀 "The silver stocks are priced for maybe $50 silver at most." THE BOTTOM LINE Peter Schiff makes it crystal clear: Silver's volatility is just the market discovering its true value in a collapsing dollar world—don't chase the price, secure the physical metal before it's gone for good. HT: YouTube CapitalCosm CapitalCosm Peter Schiff Current personal portfolio (DYODD)👉 #SilverSqueeze #PeterSchiff #GoldAndSilver #DollarCrisis #PreciousMetals #InvestSmart

Mark

86,250 Aufrufe • vor 5 Monaten

🚀 Introducing AIIA Finance Whitelist & Virtual AIIA-USDC Program: Don't Miss Out on the Free Profit for Smart Investors! 🚀 🌟 Why You Need to Join the AIIA Finance Whitelist NOW: ✅Exclusive Opportunities: Complete social tasks, refer friends, and make early contributions to create a ripple effect. ✅Elite Community: Be part of a quality user base with genuine interactions and transparent transactions. ✅Free $300 Rewards: Earn a reward of 300 AIIA-USDC (the virtual money that is converted 1:1 with the USDC when opening positions in the AIIA Finance platform) ✅Risk-Free Profits: The "deposited virtual money – real profit" program with the AIIA-USDC ensures that you will earn real returns with zero risk. 💼 Virtual Investment Positions: ✅Trading Transparency: Real-time PnL Index updates every 4 hours. Profit will be calculated from this PnL Index. ✅Virtual input, Real output: Using rewarded AIIA-USDC to open positions in the AIIA Finance Platform. When closed, the profit recognized can be withdrawn. ✅Absolute Safety: Your real capital is always protected during the process, and only virtual money is involved. 🔍 Virtual Money AIIA-USDC Experience: ✅Risk-Free Trading: Use virtual tokens to experience our platform, open investment positions, and earn profit without risking your capital. ⏳ Don't Wait – Start Your Smart Investment Journey Today! ⏳ Join the revolution with AIIA Finance and secure your financial future! Testnet will be Released SOON! #AIIAFinance #AIIAUSDC #Whitelist #VirtualAIIA

🚀 Introducing AIIA Finance Whitelist & Virtual AIIA-USDC Program: Don't Miss Out on the Free Profit for Smart Investors! 🚀 🌟 Why You Need to Join the AIIA Finance Whitelist NOW: ✅Exclusive Opportunities: Complete social tasks, refer friends, and make early contributions to create a ripple effect. ✅Elite Community: Be part of a quality user base with genuine interactions and transparent transactions. ✅Free $300 Rewards: Earn a reward of 300 AIIA-USDC (the virtual money that is converted 1:1 with the USDC when opening positions in the AIIA Finance platform) ✅Risk-Free Profits: The "deposited virtual money – real profit" program with the AIIA-USDC ensures that you will earn real returns with zero risk. 💼 Virtual Investment Positions: ✅Trading Transparency: Real-time PnL Index updates every 4 hours. Profit will be calculated from this PnL Index. ✅Virtual input, Real output: Using rewarded AIIA-USDC to open positions in the AIIA Finance Platform. When closed, the profit recognized can be withdrawn. ✅Absolute Safety: Your real capital is always protected during the process, and only virtual money is involved. 🔍 Virtual Money AIIA-USDC Experience: ✅Risk-Free Trading: Use virtual tokens to experience our platform, open investment positions, and earn profit without risking your capital. ⏳ Don't Wait – Start Your Smart Investment Journey Today! ⏳ Join the revolution with AIIA Finance and secure your financial future! Testnet will be Released SOON! #AIIAFinance #AIIAUSDC #Whitelist #VirtualAIIA

AIIA DeFi

25,189 Aufrufe • vor 1 Jahr

A knockout finish to 2025 for ST40! This video shows a stunning colour plasma pulse at 16,000 frames per second, from a campaign where our ST40 spherical tokamak achieved three new performance records before heading into a major upgrade: ✅Highest plasma current – 1 MA (one million amperes) ✅Highest stored energy ✅Highest fusion triple product ST40 set a new record by reaching 1 MA of plasma current, while stored energy nearly doubled compared to earlier campaigns. This demonstrates that a relatively small plasma volume can hold immense power – an important insight on the path to energy-producing devices. The fusion triple product—a key measure of performance combining plasma temperature, density, and energy confinement—rose over 30% to ~8 ±2 × 10¹⁸m⁻³·keV·s. Next up: a $52M upgrade in partnership with the U.S. Department of Energy and Department for Energy Security and Net Zero, driving the development of key technologies and expertise for fusion. ST40 continues to punch above its weight—and we’re just getting started. Read more: 👇 #FusionEnergy #CleanEnergy #Innovation #Limitless

A knockout finish to 2025 for ST40! This video shows a stunning colour plasma pulse at 16,000 frames per second, from a campaign where our ST40 spherical tokamak achieved three new performance records before heading into a major upgrade: ✅Highest plasma current – 1 MA (one million amperes) ✅Highest stored energy ✅Highest fusion triple product ST40 set a new record by reaching 1 MA of plasma current, while stored energy nearly doubled compared to earlier campaigns. This demonstrates that a relatively small plasma volume can hold immense power – an important insight on the path to energy-producing devices. The fusion triple product—a key measure of performance combining plasma temperature, density, and energy confinement—rose over 30% to ~8 ±2 × 10¹⁸m⁻³·keV·s. Next up: a $52M upgrade in partnership with the U.S. Department of Energy and Department for Energy Security and Net Zero, driving the development of key technologies and expertise for fusion. ST40 continues to punch above its weight—and we’re just getting started. Read more: 👇 #FusionEnergy #CleanEnergy #Innovation #Limitless

Tokamak Energy

46,574 Aufrufe • vor 6 Monaten

The hypocrisy is staggering. Paul Offit—who famously claimed a child could handle 10,000 vaccines at once—is now calling for Trump to fire RFK Jr. This isn't about safety; it's about silencing critics to protect his own conflicted empire. Let's fact-check Offit: ✅ 10,000 Vaccines Claim: He actually said this. In a 2002 paper, he argued the immune system could theoretically handle thousands of shots—a wild, out-of-touch hypothetical that ignores real-world toxicology. ✅ Major Pharma Ties: Offit co-invented the rotavirus vaccine RotaTeq, which was licensed to Merck. He and his institution have reaped millions from it. ✅ Advisory Panel Conflicts: While serving on government vaccine advisory boards, he was personally profiting from the very vaccine policies he was helping to set. Now he's smearing the new, independent ACIP simply for asking questions. He attacks RFK Jr. for demanding actual safety science because honest scrutiny is bad for business. He doesn't want debate; he wants deference. Our children's health deserves better than a salesman using his platform to shut down inquiry and protect his financial interests.

The hypocrisy is staggering. Paul Offit—who famously claimed a child could handle 10,000 vaccines at once—is now calling for Trump to fire RFK Jr. This isn't about safety; it's about silencing critics to protect his own conflicted empire. Let's fact-check Offit: ✅ 10,000 Vaccines Claim: He actually said this. In a 2002 paper, he argued the immune system could theoretically handle thousands of shots—a wild, out-of-touch hypothetical that ignores real-world toxicology. ✅ Major Pharma Ties: Offit co-invented the rotavirus vaccine RotaTeq, which was licensed to Merck. He and his institution have reaped millions from it. ✅ Advisory Panel Conflicts: While serving on government vaccine advisory boards, he was personally profiting from the very vaccine policies he was helping to set. Now he's smearing the new, independent ACIP simply for asking questions. He attacks RFK Jr. for demanding actual safety science because honest scrutiny is bad for business. He doesn't want debate; he wants deference. Our children's health deserves better than a salesman using his platform to shut down inquiry and protect his financial interests.

Camus

68,115 Aufrufe • vor 9 Monaten

One of the greatest crop pictures in history appeared mysteriously near Barbury Castle in July 1991 (slide 1). For many years, nobody knew what it was trying to say! Later I figured out that it describes the horizontal-spin, then rise-precession, of a "spinning top" (slide 2), using 3-phase power. Recently I have reproduced that novel effect in the lab, using 6 wire coils given 3-phase power, and a central spinning magnet (movie 3). In this new movie, I zoomed in, so that you can see details of how it spins and rises around a central aluminum pole, while pressing up on a silicone bead, placed just above. Why did friendly aliens show us such novel physics on Earth in 1991, rather than many other images which could be drawn for our education? Personally I think it describes the underlying physics behind UFO levitation, although that remains to be proven in our own laboratories. Does anyone, among 7 billion people on Earth, wish to study this interesting effect further? Are there any Great Learned Professors of Physics who might be interested? Wait until you find out who has been "talking" with us in the fields. 😁👽🛸

One of the greatest crop pictures in history appeared mysteriously near Barbury Castle in July 1991 (slide 1). For many years, nobody knew what it was trying to say! Later I figured out that it describes the horizontal-spin, then rise-precession, of a "spinning top" (slide 2), using 3-phase power. Recently I have reproduced that novel effect in the lab, using 6 wire coils given 3-phase power, and a central spinning magnet (movie 3). In this new movie, I zoomed in, so that you can see details of how it spins and rises around a central aluminum pole, while pressing up on a silicone bead, placed just above. Why did friendly aliens show us such novel physics on Earth in 1991, rather than many other images which could be drawn for our education? Personally I think it describes the underlying physics behind UFO levitation, although that remains to be proven in our own laboratories. Does anyone, among 7 billion people on Earth, wish to study this interesting effect further? Are there any Great Learned Professors of Physics who might be interested? Wait until you find out who has been "talking" with us in the fields. 😁👽🛸

Red Collie (Dr. Horace Drew) scientist/inventor

35,356 Aufrufe • vor 1 Jahr

$IREN BELOW $100 is STEAL !!! ✅ Chamath recently said that building 1 GW of AI data center capacity today can cost around $100 billion. Whether the number ends up being $80B, $100B, or somewhere in between isn’t the main takeaway. The takeaway is this: Power-ready AI infrastructure has become one of the most valuable assets on the planet. Now look at what IREN already controls: Sweetwater, Texas — 2.0 GW Childress, Texas — 750 MW Oklahoma — 1.6 GW South Australia — 800 MW Spain (Nostrum) — 490 MW Prince George, Mackenzie & Canal Flats — Existing AI cloud infrastructure Total portfolio: 5.8 GW of secured power capacity. What excites me most is what should be energized by 2026: ⚡ Sweetwater Phase 1 (~1.4 GW) ⚡ Childress (750 MW) ⚡ Prince George & Mackenzie continuing to scale AI cloud operations That’s already ~2.1+ GW of energized AI infrastructure either operating or coming online. Using Chamath’s framework: 2 GW = ~$200 billion of replacement value Yet IREN trades around a $18-20 billion market cap Even if Chamath is off by 50%, you’re still looking at a valuation gap that is hard to ignore. The market is pricing IREN like a miner. The bull case is that it’s becoming a large-scale AI infrastructure platform. By math alone, if ~2 GW is energized and available for AI workloads by 2026, a $100B+ market cap doesn’t seem crazy. That would imply a stock price potentially in the $150-$250 range, based solely on the value of the energized AI infrastructure—not even giving full credit to the remaining 3.7+ GW in the portfolio. 🤯🤯🤯 This is why I believe the market is dramatically underestimating what IREN is building. ✅ Gigawatts of power ✅ Strategic land positions ✅ Grid access ✅ Permits & approvals ✅ AI-ready infrastructure

$IREN BELOW $100 is STEAL !!! ✅ Chamath recently said that building 1 GW of AI data center capacity today can cost around $100 billion. Whether the number ends up being $80B, $100B, or somewhere in between isn’t the main takeaway. The takeaway is this: Power-ready AI infrastructure has become one of the most valuable assets on the planet. Now look at what IREN already controls: Sweetwater, Texas — 2.0 GW Childress, Texas — 750 MW Oklahoma — 1.6 GW South Australia — 800 MW Spain (Nostrum) — 490 MW Prince George, Mackenzie & Canal Flats — Existing AI cloud infrastructure Total portfolio: 5.8 GW of secured power capacity. What excites me most is what should be energized by 2026: ⚡ Sweetwater Phase 1 (~1.4 GW) ⚡ Childress (750 MW) ⚡ Prince George & Mackenzie continuing to scale AI cloud operations That’s already ~2.1+ GW of energized AI infrastructure either operating or coming online. Using Chamath’s framework: 2 GW = ~$200 billion of replacement value Yet IREN trades around a $18-20 billion market cap Even if Chamath is off by 50%, you’re still looking at a valuation gap that is hard to ignore. The market is pricing IREN like a miner. The bull case is that it’s becoming a large-scale AI infrastructure platform. By math alone, if ~2 GW is energized and available for AI workloads by 2026, a $100B+ market cap doesn’t seem crazy. That would imply a stock price potentially in the $150-$250 range, based solely on the value of the energized AI infrastructure—not even giving full credit to the remaining 3.7+ GW in the portfolio. 🤯🤯🤯 This is why I believe the market is dramatically underestimating what IREN is building. ✅ Gigawatts of power ✅ Strategic land positions ✅ Grid access ✅ Permits & approvals ✅ AI-ready infrastructure

investing

78,823 Aufrufe • vor 1 Monat

Today, we laid the physics foundation for our ARC fusion power plant. ⚛️ With 5 deeply researched papers — validated by independent peer review and published in the Journal of Plasma Physics — we’ve shown we've nailed the scientific basics of producing copious amounts of fusion power. The collective assessment from our 58 co-authors? This machine will work. No scientific breakthroughs are required to bring this clean, secure, abundant source of energy to the grid. Here is how we're handling fusion's biggest challenges: ⚡ Powering the Grid: Using extremely strong magnets, ARC will confine the plasma long enough to generate 1.1 GW of fusion power. We'll convert that into 400 MW of continuous net electricity — enough to power ~280,000 average American homes. 🛡️ Handling Heat Exhaust: To control a superhot, unruly cloud of charged particles, we're utilizing proven methods to safely handle the heat exhaust that acts as a key practical constraint for tokamaks. ✅ Managing Disruptions: We aren't trying to build an operationally perfect machine. We are pragmatically designing ARC to safely handle disruptions and keep the plasma stable for top performance. 🏗️ Proving the Approach: We're building on decades of tokamak research and supercomputer simulations. And we're proving our approach right now with SPARC, the tokamak we are actively building in Massachusetts. With our transparency, you don’t have to take our assertions on faith. We are really pushing fusion forward.

Today, we laid the physics foundation for our ARC fusion power plant. ⚛️ With 5 deeply researched papers — validated by independent peer review and published in the Journal of Plasma Physics — we’ve shown we've nailed the scientific basics of producing copious amounts of fusion power. The collective assessment from our 58 co-authors? This machine will work. No scientific breakthroughs are required to bring this clean, secure, abundant source of energy to the grid. Here is how we're handling fusion's biggest challenges: ⚡ Powering the Grid: Using extremely strong magnets, ARC will confine the plasma long enough to generate 1.1 GW of fusion power. We'll convert that into 400 MW of continuous net electricity — enough to power ~280,000 average American homes. 🛡️ Handling Heat Exhaust: To control a superhot, unruly cloud of charged particles, we're utilizing proven methods to safely handle the heat exhaust that acts as a key practical constraint for tokamaks. ✅ Managing Disruptions: We aren't trying to build an operationally perfect machine. We are pragmatically designing ARC to safely handle disruptions and keep the plasma stable for top performance. 🏗️ Proving the Approach: We're building on decades of tokamak research and supercomputer simulations. And we're proving our approach right now with SPARC, the tokamak we are actively building in Massachusetts. With our transparency, you don’t have to take our assertions on faith. We are really pushing fusion forward.

Commonwealth Fusion Systems

10,776 Aufrufe • vor 1 Monat

🚨 BREAKING: Karoline Leavitt GOES SCORCHED EARTH on CNN's Natasha Bertrand Over FAKE News Leak! 🚨 Karoline Leavitt just TORCHED Fake News CNN “reporter” Natasha Bertrand live on air, exposing her as a repeat mouthpiece for disinformation and confirming the FBI is now conducting a CRIMINAL investigation into the classified intel leak Bertrand ran with!🔥 Leavitt didn’t hold back: “Only tidbits of a low-confidence intel assessment were leaked—illegally—to CNN. And once again, it’s Natasha Bertrand, the same so-called journalist who has been used time and time again to smear President Trump with fake narratives.”🧢 Let’s recap Natasha Bertrand’s track record of deception: ✅ Lied about Hunter Biden’s laptop being “Russian disinfo” ✅ Lied that COVID couldn’t have come from a lab leak ✅ Pushed the debunked “suckers and losers” hoax ✅ Twisted Trump’s “fine people” remarks out of context ✅ Claimed (wrongly) that Iran wasn’t trying to sabotage Trump’s campaign—turns out they were, and even tried to take his life💥 Leavitt calls her out as a pawn of the intelligence community, weaponized against Trump and the truth itself: “This isn’t journalism. This is narrative laundering.”📢 The FBI wants answers. So should we. WHO leaked this intel—and why is it always to the same reporter pushing the same anti-Trump lies?🔥 Watch Leavitt’s full takedown and share this far and wide. The American people deserve accountability.

🚨 BREAKING: Karoline Leavitt GOES SCORCHED EARTH on CNN's Natasha Bertrand Over FAKE News Leak! 🚨 Karoline Leavitt just TORCHED Fake News CNN “reporter” Natasha Bertrand live on air, exposing her as a repeat mouthpiece for disinformation and confirming the FBI is now conducting a CRIMINAL investigation into the classified intel leak Bertrand ran with!🔥 Leavitt didn’t hold back: “Only tidbits of a low-confidence intel assessment were leaked—illegally—to CNN. And once again, it’s Natasha Bertrand, the same so-called journalist who has been used time and time again to smear President Trump with fake narratives.”🧢 Let’s recap Natasha Bertrand’s track record of deception: ✅ Lied about Hunter Biden’s laptop being “Russian disinfo” ✅ Lied that COVID couldn’t have come from a lab leak ✅ Pushed the debunked “suckers and losers” hoax ✅ Twisted Trump’s “fine people” remarks out of context ✅ Claimed (wrongly) that Iran wasn’t trying to sabotage Trump’s campaign—turns out they were, and even tried to take his life💥 Leavitt calls her out as a pawn of the intelligence community, weaponized against Trump and the truth itself: “This isn’t journalism. This is narrative laundering.”📢 The FBI wants answers. So should we. WHO leaked this intel—and why is it always to the same reporter pushing the same anti-Trump lies?🔥 Watch Leavitt’s full takedown and share this far and wide. The American people deserve accountability.

Project Constitution

29,319 Aufrufe • vor 1 Jahr