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Pit stop challenge: Yamaha Factory Racing Team vs YART 🥊 Same race. Same pressure. One timer ⏱️ You won’t believe the result 🤯 #YamahaRacing #Suzuka8Hours #FIMEWC

Yamaha Racing

223,192 subscribers

39,027 次观看 • 1 个月前 •via X (Twitter)

体育 #YamahaRacing #Suzuka8Hours #FIMEWC

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First pit stop complete for the Yamaha Factory Racing Team at the Suzuka 8 Hours, as Jack Miller hands over the R1 to Andrea Locatelli 🛞⛽️ #YamahaRacing #Suzuka8Hours #FIMEWC

First pit stop complete for the Yamaha Factory Racing Team at the Suzuka 8 Hours, as Jack Miller hands over the R1 to Andrea Locatelli 🛞⛽️ #YamahaRacing #Suzuka8Hours #FIMEWC

Yamaha Racing

30,579 次观看 • 1 个月前

We entered the weekend third in the points, really excited to hopefully get our first win in the GT4America championship at Sebring International Raceway. Unfortunately, it wasn't meant to be. An unfortunate clutch issue in race one took us out of the running for a podium in race #1. In race #2, Tyler Stone and I battled insanely hard all race, but can't home p6. It was so unbelievably hot and I can't thank the TechSport Racing and Ford Racing team enough for working so hard to get us back on track. We still have a chance at the championship, and you better believe we are going to keep fighting hard for it.

We entered the weekend third in the points, really excited to hopefully get our first win in the GT4America championship at Sebring International Raceway. Unfortunately, it wasn't meant to be. An unfortunate clutch issue in race one took us out of the running for a podium in race #1. In race #2, Tyler Stone and I battled insanely hard all race, but can't home p6. It was so unbelievably hot and I can't thank the TechSport Racing and Ford Racing team enough for working so hard to get us back on track. We still have a chance at the championship, and you better believe we are going to keep fighting hard for it.

Frankie Muniz

33,091 次观看 • 3 个月前

🚨 THE BIGGEST LIE IN MODERN HITTING. We’ve become a game of clones. Everyone wants the same launch angle, the same hand path, and the same “aesthetic” finish. But here is the reality: If you’re coaching every kid to move the same way, you aren’t coaching—you’re just copying and pasting. 🧩 Feel vs. Real The truth is found in who can decipher the feel vs. real for every individual player. • What a coach sees on camera (Real) is almost never what the athlete is experiencing (Feel). • If you tell a hitter to “get on plane” and they start dumping their barrels, your “correct” advice just broke their swing. 🧬 Different Bodies, Different Movements Everyone is built differently. One hitter has long levers and tight hips; another is short, explosive, and hyper-mobile. Everyone moves differently. So why on earth are we buying into ONE rigid swing philosophy? Unless that philosophy is the one that allows you to get the only intended result that matters: CONSISTENT BARRELS. 🎯 The Bottom Line Stop trying to win the “Best Looking Swing” award on Instagram. If your swing is “ugly” but you’re a barrel machine, you’re a better hitter than the kid with the “perfect” mechanics who can’t touch a high-spin heater. We need to stop chasing positions and start chasing intent. If the “feel” creates the “result,” keep it. Everything else is just noise. Stop cloning. Start competing. If you want to build a swing that is for for you, sign up for a 1:1 coaching call. DM us here.

🚨 THE BIGGEST LIE IN MODERN HITTING. We’ve become a game of clones. Everyone wants the same launch angle, the same hand path, and the same “aesthetic” finish. But here is the reality: If you’re coaching every kid to move the same way, you aren’t coaching—you’re just copying and pasting. 🧩 Feel vs. Real The truth is found in who can decipher the feel vs. real for every individual player. • What a coach sees on camera (Real) is almost never what the athlete is experiencing (Feel). • If you tell a hitter to “get on plane” and they start dumping their barrels, your “correct” advice just broke their swing. 🧬 Different Bodies, Different Movements Everyone is built differently. One hitter has long levers and tight hips; another is short, explosive, and hyper-mobile. Everyone moves differently. So why on earth are we buying into ONE rigid swing philosophy? Unless that philosophy is the one that allows you to get the only intended result that matters: CONSISTENT BARRELS. 🎯 The Bottom Line Stop trying to win the “Best Looking Swing” award on Instagram. If your swing is “ugly” but you’re a barrel machine, you’re a better hitter than the kid with the “perfect” mechanics who can’t touch a high-spin heater. We need to stop chasing positions and start chasing intent. If the “feel” creates the “result,” keep it. Everything else is just noise. Stop cloning. Start competing. If you want to build a swing that is for for you, sign up for a 1:1 coaching call. DM us here.

Tyler Osik

15,394 次观看 • 7 个月前

Every Amazon, Etsy, Shopify, and eBay seller faces the same pain: You have product photos, but making videos is expensive and slow. I fixed that with Pollo AI's "Photo to Video Ads" on the mobile app. One photo of a beach dress → a professional video ad in minutes. No editing. No team. Pollo Agent is my team now. Seriously impressive. 🤯

Every Amazon, Etsy, Shopify, and eBay seller faces the same pain: You have product photos, but making videos is expensive and slow. I fixed that with Pollo AI's "Photo to Video Ads" on the mobile app. One photo of a beach dress → a professional video ad in minutes. No editing. No team. Pollo Agent is my team now. Seriously impressive. 🤯

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🚨STOP OVERHYPING VAIBHAV SOORYAVANSHI NOW - KRIS SRIKKANTH🤯 Kris Srikkanth said :🗣️ "Everyone was ready to drop Sanju Samson when he flopped in two-three matches & chanting to include Vaibhav Sooryavanshi in the team. Now, then Vaibhav has done nothing in the two matches, same people want Sanju back in the team. I was the one who said that Sanju Samson should be there in the playing 11 because he is a match winner & team India did that mistake by dropping him & they rush things with Vaibhav. He is clearly under extreme pressure & not looking like even half of the batter what he was doing in the IPL. This decision of dropping Sanju & rushing Vaibhav too early in the team completely backfired".

🚨STOP OVERHYPING VAIBHAV SOORYAVANSHI NOW - KRIS SRIKKANTH🤯 Kris Srikkanth said :🗣️ "Everyone was ready to drop Sanju Samson when he flopped in two-three matches & chanting to include Vaibhav Sooryavanshi in the team. Now, then Vaibhav has done nothing in the two matches, same people want Sanju back in the team. I was the one who said that Sanju Samson should be there in the playing 11 because he is a match winner & team India did that mistake by dropping him & they rush things with Vaibhav. He is clearly under extreme pressure & not looking like even half of the batter what he was doing in the IPL. This decision of dropping Sanju & rushing Vaibhav too early in the team completely backfired".

Akshat

143,923 次观看 • 1 个月前

🚨STOP DOING THESE UNNECESSARY CHANGES IN EVERY MATCH - VIRENDER SEHWAG🤯 Virender Sehwag said :🗣️ "Team India under Gautam Gambhir is making changes in every match. How can you give safety to a player? You brought in Vaibhav Sooryavanshi so early due to outside pressure, dropped Sanju Samson. It was a bizarre move. What was the mistake of Sanju? You go with Harshit Rana in one game & Washington Sundar in the other. You go with Prasidh Krishna in one game & Varun Chakaravarthy in the other. These changes are hurting this Indian team badly & someone has to stop this. You have to back your players for at least half a dozen matches".

🚨STOP DOING THESE UNNECESSARY CHANGES IN EVERY MATCH - VIRENDER SEHWAG🤯 Virender Sehwag said :🗣️ "Team India under Gautam Gambhir is making changes in every match. How can you give safety to a player? You brought in Vaibhav Sooryavanshi so early due to outside pressure, dropped Sanju Samson. It was a bizarre move. What was the mistake of Sanju? You go with Harshit Rana in one game & Washington Sundar in the other. You go with Prasidh Krishna in one game & Varun Chakaravarthy in the other. These changes are hurting this Indian team badly & someone has to stop this. You have to back your players for at least half a dozen matches".

Akshat

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Ajith Kumar Racing embarks on a distinctive journey in the 2025 GT4 European Series. Ajith Kumar stands out as the only solo driver among 46 participating cars, while all other teams field two drivers each, totaling 90 competitors. In adherence to race regulations, every team must execute a mandatory pit stop for driver change. For AK, this entails exiting and re-entering the car, remaining out of the vehicle for at least one second being the solo driver for his team. This endeavor is undertaken with the primary goal of gaining valuable experience and honing skills in a highly competitive environment. Committed to maintaining focus, staying calm, and navigating the challenges of the circuit. #AjithKumarRacing #GT4Europe #SoloDriveChallenge

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To Team #PK & the loyalists, let’s talk like adults. If you cheer when Paul Kagame humiliates leaders for "results," answer this: who does the same to him when he fails? He has been the only constant for 30 years. If things aren’t working, he is the common denominator. Public shaming isn't "leadership",it's bullying. No amount of money justifies that level of disrespect; I’d walk away in a heartbeat. True accountability is a two way street. If no one can hold him to the same standard he demands of others, it’s not governance,it’s an ego trip. Stop glorifying toxic behavior. No one surpasses you in bad character and arrogance. Enough with the arrogance,it's sickening. 🤮 Demand real accountability. If he’s the boss, he’s also the one responsible for the failures. #MillenZMovementRw✊

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40,573 次观看 • 5 个月前

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One of the most special days I have ever had at a race track with Ollie Bearman …. Getting to drive the 1985 Lotus 97T in which Ayrton Senna won his first ever GP in Estoril. Being in the same chassis & seat as Ayrton was a really overwhelming feeling even before the remarkable turbo engine kicked in. What a car! What a day! Big thank you to everyone at Classic Team Lotus , Sky Sports F1 & Silverstone for making it happen 🙏🏽🔥

Karun Chandhok

46,141 次观看 • 2 个月前

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Pulling wheelies on a clutchless Honda commuter bike on Hulhumale-Male’ highway isn’t motorsport anywhere in the real world. Real racing requires a real motorbike, meaning a manual clutch, proper gearbox, engine braking, race grade suspension and brakes. If you want to race, do it the way the rest of the world does. Get a proper motorbike, get gov permission, use designated areas (Hulhumale’), set safety rules and keep it off public roads. That’s racing. What’s happening now isn’t skill. It’s the easiest machine, zero clutch control, zero discipline, maximum danger to people who never consented to be part of your low quality stunt. Maldivians have a short memory. The last time people got angry was after someone died. Then time passed, everyone forgot, and the same behaviour started again. Silence continues, until the next death. Then it’s suddenly “why didn’t anyone stop this?”

Hassan Kurusee

90,155 次观看 • 8 个月前

🚨🎙️ARTETA STUNS FANS WITH HONEST VINÍCIUS VERDICT: “WE NEVER FELT WE NEEDED TO SIGN HIM —MARTINELLI IS ON THE SAME LEVEL WITH VINI.” “A lot of people will probably be surprised by this, but we never reached a point where we felt signing Vinícius Júnior was something we absolutely had to do. Of course, he’s an exceptional footballer. He’s one of the best wingers in world football, and nobody at this club would deny his quality. But when you’re building a team, you don’t just look at names—you look at balance, chemistry, profiles and, most importantly, the players you already believe in.” “We sat down, assessed every possible scenario and weighed up the situation carefully. In the end, we kept coming back to one thing: Gabriel Martinelli. We already have a player with explosive pace, directness, courage in one-vs-one situations and the mentality to keep improving every single season. Internally, we have enormous confidence in him. I genuinely believe Gabriel can perform at the same level, and that’s why there was never a feeling of panic or urgency.” “People always think the answer is to buy the biggest superstar available, but football doesn’t work like that. Sometimes the best decision is trusting the player you’ve already developed. I’m not losing a single minute of sleep over not signing Vinícius because I know exactly what Martinelli is capable of. I see him every day in training, I know his character, and I believe his ceiling is incredibly high.” “Our responsibility isn’t to collect the biggest names; it’s to build the strongest team. We believe Gabriel Martinelli is a massive part of that project, and our confidence in him has never changed.”

🚨🎙️ARTETA STUNS FANS WITH HONEST VINÍCIUS VERDICT: “WE NEVER FELT WE NEEDED TO SIGN HIM —MARTINELLI IS ON THE SAME LEVEL WITH VINI.” “A lot of people will probably be surprised by this, but we never reached a point where we felt signing Vinícius Júnior was something we absolutely had to do. Of course, he’s an exceptional footballer. He’s one of the best wingers in world football, and nobody at this club would deny his quality. But when you’re building a team, you don’t just look at names—you look at balance, chemistry, profiles and, most importantly, the players you already believe in.” “We sat down, assessed every possible scenario and weighed up the situation carefully. In the end, we kept coming back to one thing: Gabriel Martinelli. We already have a player with explosive pace, directness, courage in one-vs-one situations and the mentality to keep improving every single season. Internally, we have enormous confidence in him. I genuinely believe Gabriel can perform at the same level, and that’s why there was never a feeling of panic or urgency.” “People always think the answer is to buy the biggest superstar available, but football doesn’t work like that. Sometimes the best decision is trusting the player you’ve already developed. I’m not losing a single minute of sleep over not signing Vinícius because I know exactly what Martinelli is capable of. I see him every day in training, I know his character, and I believe his ceiling is incredibly high.” “Our responsibility isn’t to collect the biggest names; it’s to build the strongest team. We believe Gabriel Martinelli is a massive part of that project, and our confidence in him has never changed.”

MatchReport

106,225 次观看 • 25 天前

a moonshot engineer leaked the benchmark anthropic, openai and xai all buried the same week: kimi k3 beat opus 5, gpt-5.6 and grok 4.6 at $0.94 a task. stop paying anthropic $200 a month for opus 5 and openai $200 for gpt-5.6 when kimi does the same work for $8 the leak showed kimi k3 winning 9 of 12 categories against opus 5, gpt-5.6 and grok 4.6. within 48 hours all three labs quietly pushed pricing pages and one very specific comparison chart off their sites. nobody announced anything. they just deleted, which tells you everything the four numbers they scrubbed: cost per task · $0.94 vs $1.80 -> opus 5 charges $1.80 to finish one task. gpt-5.6 $1.04. grok 4.6 $0.61. kimi k3 $0.94 and it landed 487 of 500 clean -> anthropic is billing you double for a model that lost the benchmark it paid to promote the weights · free, sitting on huggingface right now -> the entire model is a public download. pull it, keep it, run it forever, nobody can switch it off -> a model you can hold cannot be rented at $200 a month. that single fact is what three labs deleted a chart over the switch · one line of bash -> moonshot ships an anthropic-compatible endpoint. one env variable and claude code points at kimi -> same cli, same keybindings, same /model. you change a url, opus 5 never knows it lost the seat the bill · $400 down to $8 -> opus 5 max plus gpt-5.6 pro is $400 a month. kimi runs the same daily work for $8 metered -> that is a 98% cut for output that beat both of them 9 categories to 3 here is the part they will fight me on: the frontier tax died the week this leaked and all three labs know it. once the weights are public the price has a ceiling, because anyone can serve the same model. anthropic, openai and xai are charging 2025 prices on a lead that ended in a benchmark they deleted instead of answered drop your $400/mo ai stack to $8. the run above is kimi k3 finishing the task opus 5 bills $1.80 for. the full breakdown is in the article below

a moonshot engineer leaked the benchmark anthropic, openai and xai all buried the same week: kimi k3 beat opus 5, gpt-5.6 and grok 4.6 at $0.94 a task. stop paying anthropic $200 a month for opus 5 and openai $200 for gpt-5.6 when kimi does the same work for $8 the leak showed kimi k3 winning 9 of 12 categories against opus 5, gpt-5.6 and grok 4.6. within 48 hours all three labs quietly pushed pricing pages and one very specific comparison chart off their sites. nobody announced anything. they just deleted, which tells you everything the four numbers they scrubbed: cost per task · $0.94 vs $1.80 -> opus 5 charges $1.80 to finish one task. gpt-5.6 $1.04. grok 4.6 $0.61. kimi k3 $0.94 and it landed 487 of 500 clean -> anthropic is billing you double for a model that lost the benchmark it paid to promote the weights · free, sitting on huggingface right now -> the entire model is a public download. pull it, keep it, run it forever, nobody can switch it off -> a model you can hold cannot be rented at $200 a month. that single fact is what three labs deleted a chart over the switch · one line of bash -> moonshot ships an anthropic-compatible endpoint. one env variable and claude code points at kimi -> same cli, same keybindings, same /model. you change a url, opus 5 never knows it lost the seat the bill · $400 down to $8 -> opus 5 max plus gpt-5.6 pro is $400 a month. kimi runs the same daily work for $8 metered -> that is a 98% cut for output that beat both of them 9 categories to 3 here is the part they will fight me on: the frontier tax died the week this leaked and all three labs know it. once the weights are public the price has a ceiling, because anyone can serve the same model. anthropic, openai and xai are charging 2025 prices on a lead that ended in a benchmark they deleted instead of answered drop your $400/mo ai stack to $8. the run above is kimi k3 finishing the task opus 5 bills $1.80 for. the full breakdown is in the article below

starmex

32,547 次观看 • 11 天前

How did we allow our governments to import this into the West? How are people just ‘tolerating’ this? When you know the nature of a thing, you can't be surprised when it behaves in that way. They knew exactly what they were importing, they knew exactly what this would do to our nations & Western civilisation. They may as well have thrown grenades or bombs into our communities, same result. They are using immigration as a bio weapon against the ethnic/ native population of the West. This is all intentional. This is TREASON. This will get so much worse unless our people stop this. No one is coming to save us.

How did we allow our governments to import this into the West? How are people just ‘tolerating’ this? When you know the nature of a thing, you can't be surprised when it behaves in that way. They knew exactly what they were importing, they knew exactly what this would do to our nations & Western civilisation. They may as well have thrown grenades or bombs into our communities, same result. They are using immigration as a bio weapon against the ethnic/ native population of the West. This is all intentional. This is TREASON. This will get so much worse unless our people stop this. No one is coming to save us.

Lozzy B 🇦🇺𝕏

37,829 次观看 • 2 个月前

🇺🇸 Happy Indy 500 Day — The Greatest Spectacle in Racing! Today we celebrate the 110th Running of the Indianapolis 500 — one of America’s most iconic traditions that showcases speed, courage, innovation, and pure American excellence. Expect a massive crowd of nearly 350,000 fans packing the Brickyard for this sold-out event. The race kicks off with the traditional military chopper flyover — always one of the most powerful moments of the day. Front row starters: Alex Palou on pole, Alexander Rossi in 2nd, and David Malukas in 3rd. This is what makes America great. God Bless the USA and all the fans, drivers, and crews who make days like this unforgettable. 🏁 You can watch it live on FOX starting at 10 a.m. ET (green flag around 12:45 p.m. ET). Streaming options also available. At the same time, the racing world continues to mourn the heartbreaking loss of NASCAR champion Kyle Busch at just 41 years old. A fierce competitor and true legend. Thoughts and prayers to his family. Rowdy, you will be missed. Will you be watching the Indy 500 today? Who are you rooting for? Drop your pick below! (Video: AI)

🇺🇸 Happy Indy 500 Day — The Greatest Spectacle in Racing! Today we celebrate the 110th Running of the Indianapolis 500 — one of America’s most iconic traditions that showcases speed, courage, innovation, and pure American excellence. Expect a massive crowd of nearly 350,000 fans packing the Brickyard for this sold-out event. The race kicks off with the traditional military chopper flyover — always one of the most powerful moments of the day. Front row starters: Alex Palou on pole, Alexander Rossi in 2nd, and David Malukas in 3rd. This is what makes America great. God Bless the USA and all the fans, drivers, and crews who make days like this unforgettable. 🏁 You can watch it live on FOX starting at 10 a.m. ET (green flag around 12:45 p.m. ET). Streaming options also available. At the same time, the racing world continues to mourn the heartbreaking loss of NASCAR champion Kyle Busch at just 41 years old. A fierce competitor and true legend. Thoughts and prayers to his family. Rowdy, you will be missed. Will you be watching the Indy 500 today? Who are you rooting for? Drop your pick below! (Video: AI)

Paul A. Szypula 🇺🇸

11,513 次观看 • 3 个月前

A guy in Vancouver built an entire operating system inside a Chrome tab. By himself. Over six years. His personal website is the OS. You open and a Windows-style desktop loads. File explorer. Start menu. Taskbar. You can drag in a zip and extract it. You can play DOOM. You can play Quake III Arena. You can boot Linux from an ISO. You can run Stable Diffusion locally for image generation. You can open a Python terminal. You can edit code in Monaco, the same engine that powers VS Code. All of it runs in your browser tab. Nothing installs. His name is Dustin Brett. Self-taught engineer. Father. Husband. 4,473 commits. All his. He had to swap the Windows icon for the π symbol because of legal pressure. The repo has 12,883 stars. MIT license. His hosting bill is one dollar a month. A single Cloudflare CDN does the rest. This is what the open web was built for. (Link in the comments)

A guy in Vancouver built an entire operating system inside a Chrome tab. By himself. Over six years. His personal website is the OS. You open and a Windows-style desktop loads. File explorer. Start menu. Taskbar. You can drag in a zip and extract it. You can play DOOM. You can play Quake III Arena. You can boot Linux from an ISO. You can run Stable Diffusion locally for image generation. You can open a Python terminal. You can edit code in Monaco, the same engine that powers VS Code. All of it runs in your browser tab. Nothing installs. His name is Dustin Brett. Self-taught engineer. Father. Husband. 4,473 commits. All his. He had to swap the Windows icon for the π symbol because of legal pressure. The repo has 12,883 stars. MIT license. His hosting bill is one dollar a month. A single Cloudflare CDN does the rest. This is what the open web was built for. (Link in the comments)

Nav Toor

72,629 次观看 • 2 个月前

▣ Introducing Endless: infinite inference (kinda). An experimental harness to milk every ounce out of your Codex subscription. Since Codex can let an in-progress turn keep going even after your usage hits 100%, why not put that to the test? Endless starts one Codex turn and gives the agent a wait_for_user_input tool. Once it finishes a task, it calls that tool and waits. Your next message becomes the tool result, keeping the entire session inside the same turn. It runs through Codex’s own app server using your existing ChatGPT login. Native tools, automatic compaction, context tracking, and quota tracking still work as usual. ⚠️ NOTE: I CAN’T CONFIRM THAT YOU WON’T GET BANNED OR PUNISHED FOR USING THIS TOOL. USE IT AT YOUR OWN RISK.

▣ Introducing Endless: infinite inference (kinda). An experimental harness to milk every ounce out of your Codex subscription. Since Codex can let an in-progress turn keep going even after your usage hits 100%, why not put that to the test? Endless starts one Codex turn and gives the agent a wait_for_user_input tool. Once it finishes a task, it calls that tool and waits. Your next message becomes the tool result, keeping the entire session inside the same turn. It runs through Codex’s own app server using your existing ChatGPT login. Native tools, automatic compaction, context tracking, and quota tracking still work as usual. ⚠️ NOTE: I CAN’T CONFIRM THAT YOU WON’T GET BANNED OR PUNISHED FOR USING THIS TOOL. USE IT AT YOUR OWN RISK.

maria

254,287 次观看 • 11 天前

Vercel and Netlify charge $20/seat a month. Heroku killed its free tier. Go over your bandwidth and you get surprise bills, sometimes thousands. There's an open-source alternative to all three. For $0. It's called Coolify. You install it on any server you own, a $5 VPS, a Raspberry Pi, an old laptop, anything with SSH. Then you deploy everything from one dashboard. > Static sites, full-stack apps, databases, and APIs > 280+ one-click services (WordPress, Ghost, n8n, Supabase, and more) > Free auto-renewing SSL and automatic S3 backups > Pull request preview deployments > Push-to-deploy from GitHub, GitLab, and Bitbucket No vendor lock-in. Your configs live on your server, so if you stop using Coolify, everything still runs. A 5-person team on Vercel pays $100-500/month. The same team on a $5 VPS with Coolify pays $5. Total. 100% Free. Open Source.

Vercel and Netlify charge $20/seat a month. Heroku killed its free tier. Go over your bandwidth and you get surprise bills, sometimes thousands. There's an open-source alternative to all three. For $0. It's called Coolify. You install it on any server you own, a $5 VPS, a Raspberry Pi, an old laptop, anything with SSH. Then you deploy everything from one dashboard. > Static sites, full-stack apps, databases, and APIs > 280+ one-click services (WordPress, Ghost, n8n, Supabase, and more) > Free auto-renewing SSL and automatic S3 backups > Pull request preview deployments > Push-to-deploy from GitHub, GitLab, and Bitbucket No vendor lock-in. Your configs live on your server, so if you stop using Coolify, everything still runs. A 5-person team on Vercel pays $100-500/month. The same team on a $5 VPS with Coolify pays $5. Total. 100% Free. Open Source.

Simplifying AI

14,549 次观看 • 1 个月前

jane street pays $400k to traders who do this one thing top polymarket quants use the same method stop trading the moment calibration breaks brier score tells you exactly when formula: sum of (predicted_probability - actual_outcome)² perfect prediction = 0.00 random guessing = 0.25 citadel tests this in interviews top polymarket traders check it after every 50 trades why this matters on wall street you can have 70% win rate and still be badly calibrated example: you say 90% confidence on 10 trades if only 6 win, you're overconfident your 90% was actually 60% brier score exposes this immediately quant firms fire traders who can't calibrate top 20 polymarket traders do the same they track predicted probability vs actual outcomes when brier score starts rising, they stop trading not because they're scared because the math says their edge disappeared the discipline that matters imagine making $5k in a week then your brier score jumps from 0.12 to 0.19 quants walk away amateurs keep trading and give it all back why most traders ignore this tracking brier scores feels like extra work you already know if you won or lost, right? wrong winning with bad calibration means you got lucky losing with good calibration means you got unlucky only brier score tells you which is which the actual edge it's not about being right it's about knowing when you're wrong the moment your predictions stop matching reality, you stop betting quants built systems to measure their own accuracy not just their profit

jane street pays $400k to traders who do this one thing top polymarket quants use the same method stop trading the moment calibration breaks brier score tells you exactly when formula: sum of (predicted_probability - actual_outcome)² perfect prediction = 0.00 random guessing = 0.25 citadel tests this in interviews top polymarket traders check it after every 50 trades why this matters on wall street you can have 70% win rate and still be badly calibrated example: you say 90% confidence on 10 trades if only 6 win, you're overconfident your 90% was actually 60% brier score exposes this immediately quant firms fire traders who can't calibrate top 20 polymarket traders do the same they track predicted probability vs actual outcomes when brier score starts rising, they stop trading not because they're scared because the math says their edge disappeared the discipline that matters imagine making $5k in a week then your brier score jumps from 0.12 to 0.19 quants walk away amateurs keep trading and give it all back why most traders ignore this tracking brier scores feels like extra work you already know if you won or lost, right? wrong winning with bad calibration means you got lucky losing with good calibration means you got unlucky only brier score tells you which is which the actual edge it's not about being right it's about knowing when you're wrong the moment your predictions stop matching reality, you stop betting quants built systems to measure their own accuracy not just their profit

ramper

103,208 次观看 • 5 个月前

How did a gambling addict with -$6.8M in losses make $6.12M in one day? He stopped using his brain. Yesterday user destroyed Polymarket. Three perfect bets zero losses. I dug into the blockchain to understand his secret. And you know what I found? He has NO secret. And no strategy of his own. Check for yourself: For 90 days straight he was losing money like crazy. He guessed right only 1 out of 3 times. A typical retail loser. But 48 hours ago he suddenly started copying a cluster of 7 anonymous wallets. Not approximately. Step by step. Same markets. Same side. Entry in the same minute. The result of these 7 wallets? 79% win rate for the quarter. These are not bots and not lucky people. These are real insiders. These are wallets of people who get information by phone not from newspapers. They know the team starting lineup 15 minutes before it's published on Twitter. They know poll results before the journalist hits Publish. While the whole world guesses on coffee grounds this group of people simply monetizes access to information that others don't have. That guy just found their trail. He stopped trying to be smart. He attached himself as a tail to those who know the script in advance. In Polymarket the winner is not the one who is smarter. But the one who sits closer to the source.

How did a gambling addict with -$6.8M in losses make $6.12M in one day? He stopped using his brain. Yesterday user destroyed Polymarket. Three perfect bets zero losses. I dug into the blockchain to understand his secret. And you know what I found? He has NO secret. And no strategy of his own. Check for yourself: For 90 days straight he was losing money like crazy. He guessed right only 1 out of 3 times. A typical retail loser. But 48 hours ago he suddenly started copying a cluster of 7 anonymous wallets. Not approximately. Step by step. Same markets. Same side. Entry in the same minute. The result of these 7 wallets? 79% win rate for the quarter. These are not bots and not lucky people. These are real insiders. These are wallets of people who get information by phone not from newspapers. They know the team starting lineup 15 minutes before it's published on Twitter. They know poll results before the journalist hits Publish. While the whole world guesses on coffee grounds this group of people simply monetizes access to information that others don't have. That guy just found their trail. He stopped trying to be smart. He attached himself as a tail to those who know the script in advance. In Polymarket the winner is not the one who is smarter. But the one who sits closer to the source.

Blaze

10,927 次观看 • 7 个月前