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Walk down memory lane with Former US General Wesley Clarke: How’s the plan coming along? 1 - Iraq ✅ 2 - Syria ✅ 3 - Lebanon ✅ 4 - Libya ✅ 5 - Somalia ✅ 6 - Sudan ✅ 7 - Iran … always loading 🎯 Russia - Ukraine,...

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Ignorance, the root and stem of all evil

189,276 subscribers

786,206 Aufrufe • vor 1 Jahr •via X (Twitter)

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9 Kommentare

Profilbild von Laurence (Larry) Boorstein
Laurence (Larry) Boorsteinvor 1 Jahr

The only plan is endless wars everywhere

Profilbild von tnr lgn ⭐️⭐️⭐️⭐️⭐️
tnr lgn ⭐️⭐️⭐️⭐️⭐️vor 1 Jahr

Stupid American citizens are paying more and more taxes

Profilbild von (I am an African) United States Of Africa
(I am an African) United States Of Africavor 1 Jahr

A system of brute power that only colonizes, extracts, and breaks ecological & social systems for the greed & profits of a few is not a civilization when the so-called civilization is built on lies, bloodshed, displacement, looting, massacre, destabilization of human beings.

Profilbild von Simon Fraser
Simon Fraservor 1 Jahr

Put this on the six o’clock news

Profilbild von Nikol Ger
Nikol Gervor 1 Jahr

Mars is the place #ElonMusk

Profilbild von Harvee
Harveevor 1 Jahr

We are now reaping what was sown.

Profilbild von Felipe
Felipevor 1 Jahr

Russia broke the peace by invading Ukraine to steal it's land.

Profilbild von AYB
AYBvor 1 Jahr

You might want to take that check mark off of Lebanon.

Profilbild von LastAdvance
LastAdvancevor 1 Jahr

Best said. You got it RIGHT ON. I watched them draw upntheblsit everyone has forgotten about

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Another unbelievable month behind us!🏆 We finished last month with + 80.12 Points profit in VIP 🏆 £1 Stakes £80.12 £10 Stakes £801.20 £100 Stakes £8,012.00 That's 33 Profit months out of a total 40!! Check my website for every month Not many can much those numbers 🤷🏻‍♂️ Hers the Anlaysis Group Results ⬇️ A fantastic month for us in here and tbh probably one of the best months we've ever had, The amount of place bets is insane! As singles we had 209 Winners and 281 that placed along with 37 NAPs that won and 38 that placed, Every other months is also in my website Here's are the multi bet that we landed too: 10/3 Place Bet Of The Day!✅ 6/1 Place Bet Of The Day!✅ 5.75/1 Place Bet Of The Day!✅ 59/1 Big Place Acca!✅ 11/2 Place Bet Of The Day!✅ Epsom Downs full card ew paid out 62/1 ✅ Place bet paid 58/1 ✅ 4/1 Place Bet Of The Day!✅ Doncaster full card ew paid out 18/1 ✅ Place bet paid 16/1 ✅ 17.4/1 Big Place Acca!✅ 13/2 Place Bet Of The Day!✅ 8/1 Place Bet Of The Day!✅ 5/1 Place Bet Of The Day!✅ 25/1 Big Place Acca!✅ 13/2 Place Bet Of The Day!✅ 4.6/1 Place Bet Of The Day!✅ Unbelievable stats boys and the consistency is unbelievable because we've been doing this every month from I started this group! Check comments on how to join 🤝

Horse_Racing_Tips_21

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Irrefutable facts: ✅ 90% of our guns come from the US, so we ban guns & punish law abiding citizens ✅ We have the third largest reserve in the world of oil and gas, so we pause the production of pipelines ✅ Canada is the third-most forested country in the world by area, so we pay a carbon tax ✅ We can’t afford Homes, so we let in over 1 million people into our country in a single year ✅ There’s zero evidence that proves a tax can change the weather, so we pay a carbon tax ✅ We can’t afford milk, eggs, fruit, and other groceries, so we allow legal monopolies to control the supply and artificially inflate prices ✅ The Liberals froze the government for two months because they wouldn’t handover documents, implicating them of stealing funds from the Green Slush fund, so Trudeau resigns and we forget ✅ The CRA hunts you down when you owe $100, but we allegedly allow Brookfield, under Carney’s leadership to dodge $6 billion in taxes ✅ Violent crimes rates decline under Harper’s leadership, so Trudeau loosens the laws. Now it’s is at an all-time high. ✅ Asylum seekers get free hotel, food money for their kids, so we allow our seniors to suffer and offer nothing ✅ We want change, so we vote Liberal for a fourth term? 🤣🤣🤣🤣 Insanity. It’s the definition of insanity. Expecting something different, but doing the same thing over and over again. Blue Wave 🌊 There is no other way.
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Irrefutable facts: ✅ 90% of our guns come from the US, so we ban guns & punish law abiding citizens ✅ We have the third largest reserve in the world of oil and gas, so we pause the production of pipelines ✅ Canada is the third-most forested country in the world by area, so we pay a carbon tax ✅ We can’t afford Homes, so we let in over 1 million people into our country in a single year ✅ There’s zero evidence that proves a tax can change the weather, so we pay a carbon tax ✅ We can’t afford milk, eggs, fruit, and other groceries, so we allow legal monopolies to control the supply and artificially inflate prices ✅ The Liberals froze the government for two months because they wouldn’t handover documents, implicating them of stealing funds from the Green Slush fund, so Trudeau resigns and we forget ✅ The CRA hunts you down when you owe $100, but we allegedly allow Brookfield, under Carney’s leadership to dodge $6 billion in taxes ✅ Violent crimes rates decline under Harper’s leadership, so Trudeau loosens the laws. Now it’s is at an all-time high. ✅ Asylum seekers get free hotel, food money for their kids, so we allow our seniors to suffer and offer nothing ✅ We want change, so we vote Liberal for a fourth term? 🤣🤣🤣🤣 Insanity. It’s the definition of insanity. Expecting something different, but doing the same thing over and over again. Blue Wave 🌊 There is no other way.

Mario Zelaya

59,025 Aufrufe • vor 1 Jahr

🔥 Pi Network Has Officially Entered Beast Mode – Global Payment Giants Now Support It! While others doubted, we built. While the world watched, Pi Network quietly integrated with the biggest financial platforms on Earth. And now… we’re ready. 💪🌎 💥 The Walls Are Down. Pi Is Borderless. The Open Mainnet is live, the infrastructure is in place, and now the final pieces are falling into place — Pi Network is supported by a massive alliance of global payment powerhouses, including: 🛡️ Exchange Titans & Fiat Gateways: •✅ Binance P2P •✅ Binance Connect •✅ Transak •✅ Sardine •✅ Topper •✅ UTORG •✅ Paybis •✅ Onmeta •✅ Onramp Money •✅ •✅ TransFi •✅ DFX •✅ Alchemy Pay •✅ Banxa •✅ BTC Direct •✅ Coinify •✅ MoonPay •✅ Fonbnk •✅ GateConnect •✅ Unlimit •✅ Guardarian •✅ Koywe •✅ LocalRamp •✅ Yellow Card 💳 World-Class Fintechs Now Support Pi: •✅ Stripe •✅ Skrill Crypto •✅ Revolut 🌐 This Is Bigger Than Just Crypto Stripe and Skrill aren’t just crypto services — they’re global payment kings. And now they’re helping Pi bridge traditional finance with the new digital economy. Revolut is a top fintech unicorn, and it’s already supporting Pi. Binance is the biggest crypto exchange in the world — and it’s ready. Let that sink in. 🔥 🚀 Why This Changes Everything •🌍 Anyone can access Pi, anywhere in the world •🏦 Buy and sell Pi directly with bank cards, local fiat, Apple Pay, and more •💼 Businesses can now prepare to integrate Pi into payments •🧠 Investors now see the foundation for real-world use and massive growth This is what true mass adoption looks like — infrastructure before hype. Utility before listing. Power before price. 🔮 The World’s Not Ready, But We Are. While other coins chased listings, Pi Network built alliances. While others pumped and dumped, Pi built its own economy. And now? The rocket is fully fueled. We’re not waiting for the future — we’re building it. “You don’t have to be first. You just have to be the one who finishes the race prepared. And Pi Network is ready to dominate.” 📢 Pioneers, Stand Tall Your patience, your faith, your mining, your contribution — it’s all paying off. With 40+ global financial platforms now supporting Pi, we’ve gone from an idea… to an unstoppable force. 🎯 Pi Network is not just another crypto project. 🚀 Pi is the people’s currency — and now the world is opening its gates to it. 📣 Share this. Shout it. Post it. Let every Pioneer know — Pi is ready. Let every skeptic watch — we told you so. Let every investor understand — the game has changed. Pi is no longer coming. Pi is here. 🔥 And the world is about to feel it. Pi Network Nicolas Kokkalis Chengdiao Fan ✅✅✅✅🚀🚀🚀🚀🚀🚀🚀🚀
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Mr Spock 𝛑

42,286 Aufrufe • vor 11 Monaten

Here is Candace Owens' Candace Owens long interview with a Russian propaganda channel: Key points: ✅The West is targeting Russia because of its Christian faith, family values & national identity. ✅Americans' real enemy is the West's corrupt establishment, not Russia. Russians & Americans face that same adversary. ✅U.S. government, media & courts cannot be trusted & the American media lies to the US population about Russia. (so - basically we are supposed to only trust information that comes from her & Russia??) ✅U.S. is falling apart as Russia protects its civilization. ✅Russian cities are safer, cleaner and more orderly than American cities. ✅All those people warning about Russian operations influence Americans? Yeah, they are all just smearing dissenters. Totally not true, you guys! EVERYONE--all of them--talking about topic are just acting in unison to shut up those they disagree with. Candace is the student who gets an F and then complains that "the teacher just doesn't like me!"
47:49

Here is Candace Owens' Candace Owens long interview with a Russian propaganda channel: Key points: ✅The West is targeting Russia because of its Christian faith, family values & national identity. ✅Americans' real enemy is the West's corrupt establishment, not Russia. Russians & Americans face that same adversary. ✅U.S. government, media & courts cannot be trusted & the American media lies to the US population about Russia. (so - basically we are supposed to only trust information that comes from her & Russia??) ✅U.S. is falling apart as Russia protects its civilization. ✅Russian cities are safer, cleaner and more orderly than American cities. ✅All those people warning about Russian operations influence Americans? Yeah, they are all just smearing dissenters. Totally not true, you guys! EVERYONE--all of them--talking about topic are just acting in unison to shut up those they disagree with. Candace is the student who gets an F and then complains that "the teacher just doesn't like me!"

Ryan Mauro

11,586 Aufrufe • vor 1 Monat

🚨DAVID SACKS: "We knew that the US Government runs a $2T deficit every year, we're in debt almost $40T, and every time someone tries to cut something in Washington the whole city screams bloody murder. The question is why? Now we know -- everyone was getting paid! New York Times? Getting paid ✅ Politico? Getting paid ✅ Bill Kristol? Getting paid ✅ Ukraine? Getting paid ✅ Viktor Orbán's political opposition? Getting paid ✅ Left wing political opposition in Poland? Getting paid ✅ BBC? Getting paid ✅ Every left wing organization int he world seems to be getting paid by this slush fund at USAID which disburses about $50B a year, which is about $1B a week. That's a lot of money. The left tries to portray itself as a movement of the people, and that its grassroots. This is the exact opposite, this is astroturfed. This is money coming from the top down out of Washington to fund all these groups that are not even in the United States. It makes you wonder, what is the real level of support for all these left wing policies all over the world?" Source: David Sacks The All-In Podcast
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🚨DAVID SACKS: "We knew that the US Government runs a $2T deficit every year, we're in debt almost $40T, and every time someone tries to cut something in Washington the whole city screams bloody murder. The question is why? Now we know -- everyone was getting paid! New York Times? Getting paid ✅ Politico? Getting paid ✅ Bill Kristol? Getting paid ✅ Ukraine? Getting paid ✅ Viktor Orbán's political opposition? Getting paid ✅ Left wing political opposition in Poland? Getting paid ✅ BBC? Getting paid ✅ Every left wing organization int he world seems to be getting paid by this slush fund at USAID which disburses about $50B a year, which is about $1B a week. That's a lot of money. The left tries to portray itself as a movement of the people, and that its grassroots. This is the exact opposite, this is astroturfed. This is money coming from the top down out of Washington to fund all these groups that are not even in the United States. It makes you wonder, what is the real level of support for all these left wing policies all over the world?" Source: David Sacks The All-In Podcast

Autism Capital 🧩

4,309,606 Aufrufe • vor 1 Jahr

$ICP technical analysis update - the breakout is playing out EXACTLY as we want. remember when I said we were breaking a 4-year descending wedge at $7.64? we did. now we're at $6.20 with a massive 457K volume spike. wait, but why is the price is DOWN? this is EXACTLY what you want to see. we broke out to ~$10. shorts got liquidated. profit-taking hit. weak hands shook out. this pullback to $6.20 is a RETEST of the breakout level. that volume spike is ABSORPTION. smart money is loading this dip. the best breakouts ALWAYS retest before the real move. the pattern is still intact: descending wedge breakout confirmed ✅ proved we can break above $8-9 ✅ now retesting support at $6-7 ✅ textbook. old resistance becomes new support. we consolidate for a bit and then we run. fibonacci targets unchanged: $16 (0.236 fib) - first stop $24 (0.382 fib) - psychological break $38 (0.618 fib) - acceleration zone $59-93 (full retracement) - primary target when it runs, it runs FAST. $6 to $16 happens in days. $16 to $24 happens even faster. why this pullback is bullish: every major breakout retests. $BTC retests every level. $ETH retested $200 before $4,800. $SOL retested $20 before $260. $ZEC also retested many times. $ICP just retested at $6. this is your entry. fundamentals unchanged: Caffeine Web3 mode Q1 2026 ✅ Swiss incorporation complete ✅ Half of ICP locked ✅ All VC's fully vested ✅ AI market → $5-10 TRILLION ✅ Only blockchain that can host full end-to-end apps on chain ✅ nothing changed except you got a better price. risk/reward right now: risk: retest $5 (19% downside) reward: $16-59 (160-850% upside) 8:1 to 45:1 risk/reward. the chart is screaming: 4-year base complete ✅ wedge breakout confirmed ✅ volume absorption NOW ✅ fib levels mapped ✅ everything aligned. fortunes are made when it's -8% and people are doubting. not when it's +300% and trending. you're either buying this retest at $6. or watching it run to $16-59 without you. this is the trade. DONT FK IT UP ~spec
0:33

$ICP technical analysis update - the breakout is playing out EXACTLY as we want. remember when I said we were breaking a 4-year descending wedge at $7.64? we did. now we're at $6.20 with a massive 457K volume spike. wait, but why is the price is DOWN? this is EXACTLY what you want to see. we broke out to ~$10. shorts got liquidated. profit-taking hit. weak hands shook out. this pullback to $6.20 is a RETEST of the breakout level. that volume spike is ABSORPTION. smart money is loading this dip. the best breakouts ALWAYS retest before the real move. the pattern is still intact: descending wedge breakout confirmed ✅ proved we can break above $8-9 ✅ now retesting support at $6-7 ✅ textbook. old resistance becomes new support. we consolidate for a bit and then we run. fibonacci targets unchanged: $16 (0.236 fib) - first stop $24 (0.382 fib) - psychological break $38 (0.618 fib) - acceleration zone $59-93 (full retracement) - primary target when it runs, it runs FAST. $6 to $16 happens in days. $16 to $24 happens even faster. why this pullback is bullish: every major breakout retests. $BTC retests every level. $ETH retested $200 before $4,800. $SOL retested $20 before $260. $ZEC also retested many times. $ICP just retested at $6. this is your entry. fundamentals unchanged: Caffeine Web3 mode Q1 2026 ✅ Swiss incorporation complete ✅ Half of ICP locked ✅ All VC's fully vested ✅ AI market → $5-10 TRILLION ✅ Only blockchain that can host full end-to-end apps on chain ✅ nothing changed except you got a better price. risk/reward right now: risk: retest $5 (19% downside) reward: $16-59 (160-850% upside) 8:1 to 45:1 risk/reward. the chart is screaming: 4-year base complete ✅ wedge breakout confirmed ✅ volume absorption NOW ✅ fib levels mapped ✅ everything aligned. fortunes are made when it's -8% and people are doubting. not when it's +300% and trending. you're either buying this retest at $6. or watching it run to $16-59 without you. this is the trade. DONT FK IT UP ~spec

𝙯𝙨𝙥𝙚𝙘

37,902 Aufrufe • vor 8 Monaten

🚨 Keith Neumeyer: This Silver Rally is DIFFERENT WHY THIS SILVER RALLY IS DIFFERENT ✅ 2011 move: "Paper-driven short covering" ✅ 2024 move: "ALL PHYSICAL demand driven" ✅ "People waking up to silver as critical mineral" ✅ "This metal is required for everything - we can't travel, drive, or operate homes without it" THE STRUCTURAL DEFICIT REALITY ✅ 5 consecutive years of silver deficits ✅ Total deficit: ~1 BILLION ounces over 5 years ✅ Mine production: 850M oz/year | Consumption: 1.2B oz/year ✅ "These ounces are coming from investment hoards - that will end" WHY MINERS CAN'T SAVE US ✅ "Takes 3 years to drive tunnels to new discoveries" ✅ Mill upgrades require "years of work" ✅ No major silver mines coming online ✅ "We're not going to solve this at $50 silver" NEW DEMAND DRIVERS EMERGING ✅ India: 75M ounces imported recently ✅ AI data centers: "How are you going to build them without silver?" ✅ Nuclear renaissance: 30+ plants planned - all require silver PRICE PREDICTION & OUTLOOK ✅ "We're destined to go through new highs" ✅ "Wouldn't be surprised at $60-65 by year-end" ✅ Previous $40 prediction already shattered ✅ "This correction is healthy - settling before next leg up" According to one of silver's most respected CEOs, we're in a fundamentally different bull market driven by physical consumption that miners simply cannot meet - and the structural deficit means higher prices are inevitable, not speculative. HT: Kai Hoffmann Keith Neumeyer First Majestic #Silver #KeithNeumeyer #FirstMajestic #SilverSqueeze #PhysicalSilver #SupplyDeficit #Mining #CriticalMinerals #Investing
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🚨 Keith Neumeyer: This Silver Rally is DIFFERENT WHY THIS SILVER RALLY IS DIFFERENT ✅ 2011 move: "Paper-driven short covering" ✅ 2024 move: "ALL PHYSICAL demand driven" ✅ "People waking up to silver as critical mineral" ✅ "This metal is required for everything - we can't travel, drive, or operate homes without it" THE STRUCTURAL DEFICIT REALITY ✅ 5 consecutive years of silver deficits ✅ Total deficit: ~1 BILLION ounces over 5 years ✅ Mine production: 850M oz/year | Consumption: 1.2B oz/year ✅ "These ounces are coming from investment hoards - that will end" WHY MINERS CAN'T SAVE US ✅ "Takes 3 years to drive tunnels to new discoveries" ✅ Mill upgrades require "years of work" ✅ No major silver mines coming online ✅ "We're not going to solve this at $50 silver" NEW DEMAND DRIVERS EMERGING ✅ India: 75M ounces imported recently ✅ AI data centers: "How are you going to build them without silver?" ✅ Nuclear renaissance: 30+ plants planned - all require silver PRICE PREDICTION & OUTLOOK ✅ "We're destined to go through new highs" ✅ "Wouldn't be surprised at $60-65 by year-end" ✅ Previous $40 prediction already shattered ✅ "This correction is healthy - settling before next leg up" According to one of silver's most respected CEOs, we're in a fundamentally different bull market driven by physical consumption that miners simply cannot meet - and the structural deficit means higher prices are inevitable, not speculative. HT: Kai Hoffmann Keith Neumeyer First Majestic #Silver #KeithNeumeyer #FirstMajestic #SilverSqueeze #PhysicalSilver #SupplyDeficit #Mining #CriticalMinerals #Investing

Mark

82,890 Aufrufe • vor 7 Monaten

📣 I’m proud to ANNOUNCE to you … Vitreus’ mChain!! A paraChain on Vitreus designed specifically for the markets…. The Capital Markets. ✅ Global Stock Markets ✅ Global Bond Markets ✅ Global Commodity Markets ✅ Global Futures Markets All in desperate need of modernized technology!! Objective ~~> Reduce trade settlement from 2 days to 1 minute with a volume capacity of 1,000,000 TPS. Yes you heard that right… 1,000,000 TPS!!! So we found the best guy to lead this job and made him a minority partner in our mChain partnership. He has EXTENSIVE experience leading technology and engineering for MAJOR global markets. He is sure to open opportunities for our mChain partnership moving forward. We. Are. Vitreus. LETS GOO!! 🫡🚂 Good Friday to you all!!
3:23

📣 I’m proud to ANNOUNCE to you … Vitreus’ mChain!! A paraChain on Vitreus designed specifically for the markets…. The Capital Markets. ✅ Global Stock Markets ✅ Global Bond Markets ✅ Global Commodity Markets ✅ Global Futures Markets All in desperate need of modernized technology!! Objective ~~> Reduce trade settlement from 2 days to 1 minute with a volume capacity of 1,000,000 TPS. Yes you heard that right… 1,000,000 TPS!!! So we found the best guy to lead this job and made him a minority partner in our mChain partnership. He has EXTENSIVE experience leading technology and engineering for MAJOR global markets. He is sure to open opportunities for our mChain partnership moving forward. We. Are. Vitreus. LETS GOO!! 🫡🚂 Good Friday to you all!!

Chad Justice | CEO

55,877 Aufrufe • vor 2 Jahren

✅ We were alive in 2014 when the Polo became the first hatchback to score 4 stars in the global NCAP and make airbags standard, while many were injured in similarly priced cars with no airbags, shamelessly selling with poor ratings for even the next 4-5 years. ✅ We had not been getting our cars repaired for peeling paint and rusting all these years. ✅ We were not having issues with malfunctioning airbag deployment and broken alloy wheels. ✅ We were avoiding cars that were exported as higher quality from India but scored only 3 stars with unstable body shells here due to relaxed norms. ✅ We were getting our cars serviced timely at service centers to record lakh of happy miles while enjoying technology shared with cars like Audi/Porsche within our budget. (Turbo Engines & Dual Clutch Gearbox) ✅ We were educating other potential buyers to prefer a better product with better build & dynamics because eventually more sales will result in a better ecosystem of resale, parts availability & FNGs. ✅ As fanboys, we got ADAS (AEB, Lane Assist), 6 Airbags & 4 disc brakes, pano roof in my T-Roc at 19.99 lakh in 2020 itself. Today, I am happily driving that car at 33,000 km. ✅ We fanboys have called out these brands' shortcomings too & do agree with many of your points, but we are so spoiled by the quality of drive, braking, stability, insulation, paint, build & handling on the highways that we immediately find same segment cars inferior despite being flexible to switch. ✅ The feeling of instantly overtaking 4-5 trucks with a 1.5 TSI Engine in M mode is worth a million dollars. We get 17-20 kmpl fuel efficiency too on the highways. This has pushed the competition to come up with performance cars. Competition helps! ✅ Our efforts have forced these brands to provide service packs with service costs as low as Rs 6500 per year and with a 4+3 years extended warranty including gearbox. ✅ We have seen people coming out miraculously safe from these cars at high speeds, so as family people, we are not able to overlook safety & handling factors and are adding hundreds of like-minded people to the community daily who own multiple brand cars but say VAG as their favourite. We are not here to downplay any other brand & will appreciate the competition like some brands are making 6 airbags as standard, CNG cars in budget, good AT under 12 lakh, affordable EVs, better quality interiors but will still pick VAG over anything else until they score more in multiple factors that we truly trust VAG for as of now. Outgoing Polo even after 14 years is still better than any hatchback that we have today just like ‘Old Monk’. New gen cars don’t always mean better. Don’t want to stretch this further. (Proud owner of 1.80 lakh km driven 4 VW Skoda cars with no major issues till date)
0:52

✅ We were alive in 2014 when the Polo became the first hatchback to score 4 stars in the global NCAP and make airbags standard, while many were injured in similarly priced cars with no airbags, shamelessly selling with poor ratings for even the next 4-5 years. ✅ We had not been getting our cars repaired for peeling paint and rusting all these years. ✅ We were not having issues with malfunctioning airbag deployment and broken alloy wheels. ✅ We were avoiding cars that were exported as higher quality from India but scored only 3 stars with unstable body shells here due to relaxed norms. ✅ We were getting our cars serviced timely at service centers to record lakh of happy miles while enjoying technology shared with cars like Audi/Porsche within our budget. (Turbo Engines & Dual Clutch Gearbox) ✅ We were educating other potential buyers to prefer a better product with better build & dynamics because eventually more sales will result in a better ecosystem of resale, parts availability & FNGs. ✅ As fanboys, we got ADAS (AEB, Lane Assist), 6 Airbags & 4 disc brakes, pano roof in my T-Roc at 19.99 lakh in 2020 itself. Today, I am happily driving that car at 33,000 km. ✅ We fanboys have called out these brands' shortcomings too & do agree with many of your points, but we are so spoiled by the quality of drive, braking, stability, insulation, paint, build & handling on the highways that we immediately find same segment cars inferior despite being flexible to switch. ✅ The feeling of instantly overtaking 4-5 trucks with a 1.5 TSI Engine in M mode is worth a million dollars. We get 17-20 kmpl fuel efficiency too on the highways. This has pushed the competition to come up with performance cars. Competition helps! ✅ Our efforts have forced these brands to provide service packs with service costs as low as Rs 6500 per year and with a 4+3 years extended warranty including gearbox. ✅ We have seen people coming out miraculously safe from these cars at high speeds, so as family people, we are not able to overlook safety & handling factors and are adding hundreds of like-minded people to the community daily who own multiple brand cars but say VAG as their favourite. We are not here to downplay any other brand & will appreciate the competition like some brands are making 6 airbags as standard, CNG cars in budget, good AT under 12 lakh, affordable EVs, better quality interiors but will still pick VAG over anything else until they score more in multiple factors that we truly trust VAG for as of now. Outgoing Polo even after 14 years is still better than any hatchback that we have today just like ‘Old Monk’. New gen cars don’t always mean better. Don’t want to stretch this further. (Proud owner of 1.80 lakh km driven 4 VW Skoda cars with no major issues till date)

Sunderdeep - Volklub

192,924 Aufrufe • vor 2 Jahren

BREAKING: NotebookLM Just Got 10x Smarter 🧠 And it’s about to change how you rank on Google. NotebookLM now does everything: It researches. It builds outlines. It writes full content. It even checks keyword density, metadata & SEO health. It’s like having an SEO strategist, researcher, and content team — all in one AI. Here’s how we use it to dominate Google: ✅ Upload 20+ top-ranking pages ✅ Get instant keyword + gap analysis ✅ Auto-generate SEO-optimized blog structure ✅ Write 1,200+ word posts that sound human ✅ Check topic coverage + structured data ✅ Export to Docs, Sheets, Slides… Done. But here’s the truth: 📉 Content is useless if no one finds it. That’s where our team steps in. 🔥 Rank #1 on Google in 90 Days Or You Don’t Pay: We’ll handle your backlinks. We’ll fix your SEO. We’ll get you more leads. Or you don’t pay a cent. This isn’t theory. It’s how we took sites from 0 → 145,000+ visits/month. Still trying to DIY your traffic? Let us build the system for you. ✅ High-authority backlinks ✅ Weekly link reports ✅ Expert strategy + AI integration ✅ Full refund if we don’t deliver 📍Only a few client slots left. Once the price goes up, it’s locked in for good. 🧠 Let our AI + SEO team get you results:
8:38

BREAKING: NotebookLM Just Got 10x Smarter 🧠 And it’s about to change how you rank on Google. NotebookLM now does everything: It researches. It builds outlines. It writes full content. It even checks keyword density, metadata & SEO health. It’s like having an SEO strategist, researcher, and content team — all in one AI. Here’s how we use it to dominate Google: ✅ Upload 20+ top-ranking pages ✅ Get instant keyword + gap analysis ✅ Auto-generate SEO-optimized blog structure ✅ Write 1,200+ word posts that sound human ✅ Check topic coverage + structured data ✅ Export to Docs, Sheets, Slides… Done. But here’s the truth: 📉 Content is useless if no one finds it. That’s where our team steps in. 🔥 Rank #1 on Google in 90 Days Or You Don’t Pay: We’ll handle your backlinks. We’ll fix your SEO. We’ll get you more leads. Or you don’t pay a cent. This isn’t theory. It’s how we took sites from 0 → 145,000+ visits/month. Still trying to DIY your traffic? Let us build the system for you. ✅ High-authority backlinks ✅ Weekly link reports ✅ Expert strategy + AI integration ✅ Full refund if we don’t deliver 📍Only a few client slots left. Once the price goes up, it’s locked in for good. 🧠 Let our AI + SEO team get you results:

Julian Goldie SEO

10,677 Aufrufe • vor 6 Monaten

💥Simplest guide of MovementLabs Testnet u see on Internet👇 for minimum eligibility ❌No investment ❌No need to install 3 wallets ❌No stressful testnet tasks 💰$41M funding ✅Binance backed ✅Confirmed #Airdrop 📝MoveDrop breakdown ✌️divided majorly in 2 1️⃣Devs 2️⃣Everyone ( Building the Parthenon) 😁Under everyone there r 5 Guilds 🗺️U can win 5 resources in Each Guild 👇5 Resource earning breakdown 🏗️10% progress 🏗️25% 🏗️50% 🏗️75% 🏗️100% 💡Out of 5 Guilds Explorers is the easiest one ✅U can earn 4 resources without stressful testnet 🐦Only social tasks 🧮Just complete 75% tasks 👇Steps 🔗 ✅Login with Galxe ✅Go to quest tab ✅Select "progress" ✅Select "Explorers" ✅Now u see only Explorer quests ✅All r Simple Twitter follow & Discord join tasks 💥Done 📝By completing 75% of Explorer guild u do a total of 25% of available quests (75/300) 🧑‍🎓Founder told only 10% is enough for minimum Airdrop eligibility 😁So we out performed with only social task ⚠️Expect bugs & glitches ⚠️Yesterday Galxe link issues ⚠️Today Galxe progress update issue 📝If u want testnet Guide task demo, I am working on Testnet guild guide, but due to multiple bugs on quest page recording demo taking longer 🔜I will try to post full guide in 3 languages very soon 💙Like 🔁RT
0:51

💥Simplest guide of MovementLabs Testnet u see on Internet👇 for minimum eligibility ❌No investment ❌No need to install 3 wallets ❌No stressful testnet tasks 💰$41M funding ✅Binance backed ✅Confirmed #Airdrop 📝MoveDrop breakdown ✌️divided majorly in 2 1️⃣Devs 2️⃣Everyone ( Building the Parthenon) 😁Under everyone there r 5 Guilds 🗺️U can win 5 resources in Each Guild 👇5 Resource earning breakdown 🏗️10% progress 🏗️25% 🏗️50% 🏗️75% 🏗️100% 💡Out of 5 Guilds Explorers is the easiest one ✅U can earn 4 resources without stressful testnet 🐦Only social tasks 🧮Just complete 75% tasks 👇Steps 🔗 ✅Login with Galxe ✅Go to quest tab ✅Select "progress" ✅Select "Explorers" ✅Now u see only Explorer quests ✅All r Simple Twitter follow & Discord join tasks 💥Done 📝By completing 75% of Explorer guild u do a total of 25% of available quests (75/300) 🧑‍🎓Founder told only 10% is enough for minimum Airdrop eligibility 😁So we out performed with only social task ⚠️Expect bugs & glitches ⚠️Yesterday Galxe link issues ⚠️Today Galxe progress update issue 📝If u want testnet Guide task demo, I am working on Testnet guild guide, but due to multiple bugs on quest page recording demo taking longer 🔜I will try to post full guide in 3 languages very soon 💙Like 🔁RT

CryptoTelugu

102,725 Aufrufe • vor 1 Jahr

2024 has been a year of building for what’s to come in the near future! We are proud of what the DeLorean brand has accomplished with its bold entrance into the world of Web3. We are grateful for the support we have received from so many amazing communities who have truly embraced us. We are just getting started as 2025 will be the year of many firsts as DeLorean looks to make historic moves in both Web3 and the automotive industry. A 👀 at 2024✨ ✅ Partnership with Sui as DeLorean Labs Official blockchain partner ✅ Announced the launch of the Official token ($DMC) of the iconic DeLorean Motor Company ecosystem: First ever major car brand to launch a token ✅ Partnership with Republic for the DeLorean Community Pre-Sale: $DMC will be the first ever token to be launched on the Sui Launch Pad ✅ Strategic partnership with Shib ✅ Successfully minted 8800 Time Capsules *Total mint was sold out in less than 30 minutes *Over 1M mint attempts *Shut down servers twice from traffic overloads ✅ Successfully produced and released the viral DeLorean Time Capsule commercial starring the legendary Doc himself Christopher Lloyd . The video has garnered over 20M views across all platforms with over 100,000 Likes and Comments ✅ Partnership with MoonPay 🟣 Otherlife for the development of the worlds first Web3 automotive Reservation System & Marketplace set to be released in Q1 2025 ✅ Partnership with Karate Combat: the worlds first Web3 professional combat sports league ✅ Featured in 2024 Bud Light top Super Bowl LVIII commercial ✅ Partnership with Animoca Brands Motorverse where the first interoperable DeLoreans will be playable in top Web3 racing gaming titles in 2025 Happy New Year✨ #WenDeLorean
1:16

2024 has been a year of building for what’s to come in the near future! We are proud of what the DeLorean brand has accomplished with its bold entrance into the world of Web3. We are grateful for the support we have received from so many amazing communities who have truly embraced us. We are just getting started as 2025 will be the year of many firsts as DeLorean looks to make historic moves in both Web3 and the automotive industry. A 👀 at 2024✨ ✅ Partnership with Sui as DeLorean Labs Official blockchain partner ✅ Announced the launch of the Official token ($DMC) of the iconic DeLorean Motor Company ecosystem: First ever major car brand to launch a token ✅ Partnership with Republic for the DeLorean Community Pre-Sale: $DMC will be the first ever token to be launched on the Sui Launch Pad ✅ Strategic partnership with Shib ✅ Successfully minted 8800 Time Capsules *Total mint was sold out in less than 30 minutes *Over 1M mint attempts *Shut down servers twice from traffic overloads ✅ Successfully produced and released the viral DeLorean Time Capsule commercial starring the legendary Doc himself Christopher Lloyd . The video has garnered over 20M views across all platforms with over 100,000 Likes and Comments ✅ Partnership with MoonPay 🟣 Otherlife for the development of the worlds first Web3 automotive Reservation System & Marketplace set to be released in Q1 2025 ✅ Partnership with Karate Combat: the worlds first Web3 professional combat sports league ✅ Featured in 2024 Bud Light top Super Bowl LVIII commercial ✅ Partnership with Animoca Brands Motorverse where the first interoperable DeLoreans will be playable in top Web3 racing gaming titles in 2025 Happy New Year✨ #WenDeLorean

DeLorean Labs

173,213 Aufrufe • vor 1 Jahr

🐵 $monke update – +118% over the last 24 hours. CTO. Sling bought. 📈 ✅ Dex screener update – don't forget to hit the rocket each day ✅ Community takeover as of today. Increase in energy. ✅ Welcome new holders and returning holders ✅ Community held strong and stayed positive during the accumulation zone ✅ @slingdeez bought in public wallet. Said gmonke in TG. We’ve been mentioning monke to him every chance we get. ✅ Whales buying - $FARTCOIN, $CHILLHOUSE, $TRUMP, among others ✅ nXT (nXT) posted “While $CHILLHOUSE is going to be the most hated rally, $monke promises to be the most loved one.” ✅ c4pt1v (c4pt1v) posted “If there’s no $monke, then who brought it back to where it truly belongs? This is the most organic, unstoppable meme cult in the game pure community energy, no gimmicks, just $monke 🍌” ✅ Twips - SMI 🇮(Twips | AI & Crypto) posted “Also betting on $MONKE, Chillhouse just made the PF old meme bounce back again. Looks like Mitch and the gang might push this token hard soon.” ✅ Eddy (Eddy •fuck chilhouse•) posted “yes eddy shilled it to his cabal and made them ape cuz he knows its going to $50m+” ✅ Ayesha (@ayeshaha_xo) posted “I really have to commend the monke community. Everyday for 4 months they show up. They literally never complain. They always support each other. They onboard or involve their friends, their spouses and their families. They never ever whine about the price. Everyday in the chat somebody is pushing us all to be positive. Oftentimes I see monke excluded from certain posts or initiatives even if the community and the token have earned their place on certain lists or initiatives. monke is the community coin." ✅ Bitcoin China (Bitcoin China中国🇨🇳) listing: ✅ Follow and interact with monke 💵 MC Target: $1.1B (unchanged) 9EQSeWY7pDB7MYoSFr8QJ19onGS1ehDmLbSGT2b3pump
9:49

🐵 $monke update – +118% over the last 24 hours. CTO. Sling bought. 📈 ✅ Dex screener update – don't forget to hit the rocket each day ✅ Community takeover as of today. Increase in energy. ✅ Welcome new holders and returning holders ✅ Community held strong and stayed positive during the accumulation zone ✅ @slingdeez bought in public wallet. Said gmonke in TG. We’ve been mentioning monke to him every chance we get. ✅ Whales buying - $FARTCOIN, $CHILLHOUSE, $TRUMP, among others ✅ nXT (nXT) posted “While $CHILLHOUSE is going to be the most hated rally, $monke promises to be the most loved one.” ✅ c4pt1v (c4pt1v) posted “If there’s no $monke, then who brought it back to where it truly belongs? This is the most organic, unstoppable meme cult in the game pure community energy, no gimmicks, just $monke 🍌” ✅ Twips - SMI 🇮(Twips | AI & Crypto) posted “Also betting on $MONKE, Chillhouse just made the PF old meme bounce back again. Looks like Mitch and the gang might push this token hard soon.” ✅ Eddy (Eddy •fuck chilhouse•) posted “yes eddy shilled it to his cabal and made them ape cuz he knows its going to $50m+” ✅ Ayesha (@ayeshaha_xo) posted “I really have to commend the monke community. Everyday for 4 months they show up. They literally never complain. They always support each other. They onboard or involve their friends, their spouses and their families. They never ever whine about the price. Everyday in the chat somebody is pushing us all to be positive. Oftentimes I see monke excluded from certain posts or initiatives even if the community and the token have earned their place on certain lists or initiatives. monke is the community coin." ✅ Bitcoin China (Bitcoin China中国🇨🇳) listing: ✅ Follow and interact with monke 💵 MC Target: $1.1B (unchanged) 9EQSeWY7pDB7MYoSFr8QJ19onGS1ehDmLbSGT2b3pump

AG Crypto

20,679 Aufrufe • vor 8 Monaten

Highlights of The Sabka Bima Sabki Raksha (Amendment of Insurance Laws) Bill, 2025 are: ✅There is a need to spread insurance awareness among people so that they can not only avail themselves of insurance to cover their risks but also receive their legitimate dues. The Policyholders’ Education and Protection Fund, which is being created out of the penalties levied by IRDAI, will be utilised for this purpose. ✅Better regulatory oversight of insurance companies' affairs will help ensure the orderly conduct of the insurance business. ✅We are introducing One-time registration for insurance intermediaries that would ensure uninterrupted services to citizens; promote ease of doing business for service providers, reduces regulatory delays and administrative compliance burden for intermediaries. ✅Our country needs further capital infusion into the insurance sector. This will ensure that we benefit from better technology, world-class risk assessment models and the best insurance products available anywhere in the world. The proposed removal of the upper cap on FDI in the insurance sector will be a significant enabler in meeting these objectives. We are thereby creating a conducive business environment for these entities. ✅We are standardizing the regulation-making process by introducing Standard Operating procedure for regulation making and mandatory public consultation on all regulations by IRDAI to ensure that the process is consultative and transparent. - Smt Nirmala Sitharaman in Lok Sabha. (1/n)
11:26

Highlights of The Sabka Bima Sabki Raksha (Amendment of Insurance Laws) Bill, 2025 are: ✅There is a need to spread insurance awareness among people so that they can not only avail themselves of insurance to cover their risks but also receive their legitimate dues. The Policyholders’ Education and Protection Fund, which is being created out of the penalties levied by IRDAI, will be utilised for this purpose. ✅Better regulatory oversight of insurance companies' affairs will help ensure the orderly conduct of the insurance business. ✅We are introducing One-time registration for insurance intermediaries that would ensure uninterrupted services to citizens; promote ease of doing business for service providers, reduces regulatory delays and administrative compliance burden for intermediaries. ✅Our country needs further capital infusion into the insurance sector. This will ensure that we benefit from better technology, world-class risk assessment models and the best insurance products available anywhere in the world. The proposed removal of the upper cap on FDI in the insurance sector will be a significant enabler in meeting these objectives. We are thereby creating a conducive business environment for these entities. ✅We are standardizing the regulation-making process by introducing Standard Operating procedure for regulation making and mandatory public consultation on all regulations by IRDAI to ensure that the process is consultative and transparent. - Smt Nirmala Sitharaman in Lok Sabha. (1/n)

Nirmala Sitharaman Office

23,224 Aufrufe • vor 7 Monaten

[📢 MUSIC SHOWS] ZEROSES, 1st week tracking has now ended for Showchampion, Mcountdown & Music Bank! 👏 Due to our competition being tough, we had to surpass all of them and we did! 🔥 We really went far and beyond for our nine, you can all be very proud! 🎯 MV views goal: 30M first week ✅ 42.2M views Rank: #1, 11.5M views gap 🔥 🎯 YT shorts goal: 20K first week ✅ 22K shorts Rank: #1, 12K gap 🔥 🎯 Tiktoks: 40K first week (😭) ✅ 202.5K tiktoks Rank: #2, with a small gap (6.1K) Our SNS points will also be determined by the Circle social chart rank (reveal tomorrow), so let's hope for the best! 🙏 🗓️ Tracking ends on Monday, 11:59AM KST for Music Core & Inkigayo; so we still need to keep streaming the MV. Thank you for always trusting us with our guidelines & let's win our votes now! #ZEROBASEONE #ZB1 #제로배이스원
0:40

[📢 MUSIC SHOWS] ZEROSES, 1st week tracking has now ended for Showchampion, Mcountdown & Music Bank! 👏 Due to our competition being tough, we had to surpass all of them and we did! 🔥 We really went far and beyond for our nine, you can all be very proud! 🎯 MV views goal: 30M first week ✅ 42.2M views Rank: #1, 11.5M views gap 🔥 🎯 YT shorts goal: 20K first week ✅ 22K shorts Rank: #1, 12K gap 🔥 🎯 Tiktoks: 40K first week (😭) ✅ 202.5K tiktoks Rank: #2, with a small gap (6.1K) Our SNS points will also be determined by the Circle social chart rank (reveal tomorrow), so let's hope for the best! 🙏 🗓️ Tracking ends on Monday, 11:59AM KST for Music Core & Inkigayo; so we still need to keep streaming the MV. Thank you for always trusting us with our guidelines & let's win our votes now! #ZEROBASEONE #ZB1 #제로배이스원

ZB9 MARKETING

99,122 Aufrufe • vor 10 Monaten

Luke Gromen: 💀The Dollar's Funeral & Gold's Coronation 👑 – why the US can no longer prevent it. Luke Gromen explains how China has checkmated the US with gold and rare earths. 🇨🇳 China's Game-Changing Move (The "Rare Earth" Checkmate): ✅ China just banned the sale of rare earth metals for U.S. weapon systems. ✅ Why it matters: Rare earths are essential for advanced missiles, drones, and jets. ✅ The U.S. defense industrial base cannot function without them. ✅ China did this to protect itself against US intervention while establishing an alternative to the US monetary system. 📈 A NEW Global Monetary Order ✅ Gold has now overtaken U.S. Treasuries as the #1 reserve asset in global central bank holdings. ✅ This is a historic, structural shift. It is not a temporary trade. ✅ "There is nothing more inflationary than an insolvent government printing money to pretend its debt is valuable." 🚨 WHY Gold & The Dollar Are Rising TOGETHER: ➡️ This is the key signal of a dying reserve currency. ➡️ Countries are desperately buying dollars to pay debts (squeezing the dollar up). ➡️ At the same time, they are fleeing into gold as the ultimate safe haven. ✅ This paradox is the smoking gun. The system is breaking. 🎯 What This Means For You: The old rules are dead. The world is desperately searching for a new, neutral foundation for value. That foundation is gold.
1:12

Luke Gromen: 💀The Dollar's Funeral & Gold's Coronation 👑 – why the US can no longer prevent it. Luke Gromen explains how China has checkmated the US with gold and rare earths. 🇨🇳 China's Game-Changing Move (The "Rare Earth" Checkmate): ✅ China just banned the sale of rare earth metals for U.S. weapon systems. ✅ Why it matters: Rare earths are essential for advanced missiles, drones, and jets. ✅ The U.S. defense industrial base cannot function without them. ✅ China did this to protect itself against US intervention while establishing an alternative to the US monetary system. 📈 A NEW Global Monetary Order ✅ Gold has now overtaken U.S. Treasuries as the #1 reserve asset in global central bank holdings. ✅ This is a historic, structural shift. It is not a temporary trade. ✅ "There is nothing more inflationary than an insolvent government printing money to pretend its debt is valuable." 🚨 WHY Gold & The Dollar Are Rising TOGETHER: ➡️ This is the key signal of a dying reserve currency. ➡️ Countries are desperately buying dollars to pay debts (squeezing the dollar up). ➡️ At the same time, they are fleeing into gold as the ultimate safe haven. ✅ This paradox is the smoking gun. The system is breaking. 🎯 What This Means For You: The old rules are dead. The world is desperately searching for a new, neutral foundation for value. That foundation is gold.

Mark

70,823 Aufrufe • vor 8 Monaten

BREAKING: Claude just got a massive upgrade today and I'm so happy to be a part it. From now on, Claude Opus 4.6 can build Chrome Extensions for every Chromium-based browser. We just launched Shipper, a tool that lets Claude: ✅ Build complete Chrome Extensions ✅ Recreate existing Extensions ✅ Ensure multi-browser comatibility ✅ Write privacy policies ✅ Autofill entire Chrome Web Store listings Claude Opus 4.6 can do all the above in 1 simple prompt for as low as $0.11/extension... And it takes minutes, not hours! Open up Shipper and ask Claude to "create a free ad block extension" or "auto-invite 950 people weekly on linkedin". Since this is a very special launch, if you comment "shipper" you will get FREE credits :)
1:59

BREAKING: Claude just got a massive upgrade today and I'm so happy to be a part it. From now on, Claude Opus 4.6 can build Chrome Extensions for every Chromium-based browser. We just launched Shipper, a tool that lets Claude: ✅ Build complete Chrome Extensions ✅ Recreate existing Extensions ✅ Ensure multi-browser comatibility ✅ Write privacy policies ✅ Autofill entire Chrome Web Store listings Claude Opus 4.6 can do all the above in 1 simple prompt for as low as $0.11/extension... And it takes minutes, not hours! Open up Shipper and ask Claude to "create a free ad block extension" or "auto-invite 950 people weekly on linkedin". Since this is a very special launch, if you comment "shipper" you will get FREE credits :)

David Ch

1,630,261 Aufrufe • vor 5 Monaten

This work is not about a new technique. GMT (General Motion Tracking) shows good engineering practices that you can actually train a single unified whole-body control policy for all agile motion, and it works in the real world, directly with sim2real without adaptation. This is different from many existing works that trains/adapts one individual policy for each specific motion. Instead of just showing the beautiful motions/dances, this is actually practical. Because now you can convert all types of commands into real actions in real time without tuning anything. Visit to check out how we handle the following challenges: ✅ Partial Observability. ✅ Hardware Limitations. ✅ Unbalanced Data Distribution. ✅ Model Expressiveness. Work led by Zixuan Chen Mazeyu Ji
1:28

This work is not about a new technique. GMT (General Motion Tracking) shows good engineering practices that you can actually train a single unified whole-body control policy for all agile motion, and it works in the real world, directly with sim2real without adaptation. This is different from many existing works that trains/adapts one individual policy for each specific motion. Instead of just showing the beautiful motions/dances, this is actually practical. Because now you can convert all types of commands into real actions in real time without tuning anything. Visit to check out how we handle the following challenges: ✅ Partial Observability. ✅ Hardware Limitations. ✅ Unbalanced Data Distribution. ✅ Model Expressiveness. Work led by Zixuan Chen Mazeyu Ji

Xiaolong Wang

83,261 Aufrufe • vor 1 Jahr

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.
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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.

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