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Started with $300. Blew it in a month. Did it again. Same mistakes. Different coins. Then I stopped trading and started learning. Macro. Cycles. Structure. The boring stuff that actually works. 2025 hit. Everything changed. Seven-figure portfolio. Called the $126K top. Called the $82K bull trap. Both on record.... show more

ardizor 🧙‍♂️

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36,720 görüntüleme • 28 gün önce •via X (Twitter)

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Started with $500 and no idea what I was doing in 2018 Lost it all twice before I figured anything out Then the cycle hit and everything I learned the hard way finally paid off Multi-million portfolio, every major call on record, no shortcuts Built the community I wish existed when I was starting from zero It's free Join here:

Started with $500 and no idea what I was doing in 2018 Lost it all twice before I figured anything out Then the cycle hit and everything I learned the hard way finally paid off Multi-million portfolio, every major call on record, no shortcuts Built the community I wish existed when I was starting from zero It's free Join here:

ardizor 🧙‍♂️

24,494 görüntüleme • 18 gün önce

Alhamdulilah. Now this is what we call a huge web3 did What a wonderful journey it has been. Almost done with my first house. And honestly, it doesn’t feel like just a structure being completed… it feels like a reflection of everything that came before it. time, discipline, mistakes, exposure all quietly compounding. › 2023 The Beginning It started with no real direction. I was grinding, exploring, trying things without fully understanding where it all leads. There was no structure yet… just curiosity, repetition, and a lot of learning through trial and error. I was simply moving, even when I didn’t fully know what I was moving toward. › 2024 Things Start to Form Then things began to shift. Not overnight but gradually, through exposure and experience. I entered deeper into the space and connected with OGs in the TON ecosystem And slowly, one important lesson became clear: it’s not just effort that matters… it’s information, timing, and the people you learn from. › So I also started trading as well Trading became a major part of my learning curve. Forex & Perps showed me risk in its raw form mehnn 🙂‍↔️ taught me discipline and patience. Memecoins show me shege rugs up and down Along the way, I learned from different people PMO, not just strategies, but perspectives. Each one added something I didn’t have before. › Late 2024 Structure Appears Then came a different phase. I signed my first structured deal with sign a monthly arrangement that brought a new level of stability into my journey. For the first time, things were not just random wins and losses… there was structure, expectation, and consistency. Then came the TGE. Execution was clean. The ecosystem moved properly. And as early participants, we experienced meaningful upside not just financially, but in understanding how systems actually work when they’re built well. › Now The Reflection Almost done with something physical. But the deeper truth is this: the house is just the surface. what actually got built was the person. through risk, through losses, through discipline, through time. This is not a story about outcomes. It is a story about becoming. And I am still becoming. Grateful for the journey so far. Still building.

Alhamdulilah. Now this is what we call a huge web3 did What a wonderful journey it has been. Almost done with my first house. And honestly, it doesn’t feel like just a structure being completed… it feels like a reflection of everything that came before it. time, discipline, mistakes, exposure all quietly compounding. › 2023 The Beginning It started with no real direction. I was grinding, exploring, trying things without fully understanding where it all leads. There was no structure yet… just curiosity, repetition, and a lot of learning through trial and error. I was simply moving, even when I didn’t fully know what I was moving toward. › 2024 Things Start to Form Then things began to shift. Not overnight but gradually, through exposure and experience. I entered deeper into the space and connected with OGs in the TON ecosystem And slowly, one important lesson became clear: it’s not just effort that matters… it’s information, timing, and the people you learn from. › So I also started trading as well Trading became a major part of my learning curve. Forex & Perps showed me risk in its raw form mehnn 🙂‍↔️ taught me discipline and patience. Memecoins show me shege rugs up and down Along the way, I learned from different people PMO, not just strategies, but perspectives. Each one added something I didn’t have before. › Late 2024 Structure Appears Then came a different phase. I signed my first structured deal with sign a monthly arrangement that brought a new level of stability into my journey. For the first time, things were not just random wins and losses… there was structure, expectation, and consistency. Then came the TGE. Execution was clean. The ecosystem moved properly. And as early participants, we experienced meaningful upside not just financially, but in understanding how systems actually work when they’re built well. › Now The Reflection Almost done with something physical. But the deeper truth is this: the house is just the surface. what actually got built was the person. through risk, through losses, through discipline, through time. This is not a story about outcomes. It is a story about becoming. And I am still becoming. Grateful for the journey so far. Still building.

Tajudeen ♟️

37,936 görüntüleme • 4 ay önce

My STARTING OVER MY ENTIRE LIFE series is back. Yup, I finally did it. I started my life over at the top of 2025 and documented all of the process. But only got to post 4 of the videos. It's not easy posting while being in the midst of it all. So here I am, open transparent and vulnerable sharing literally everything I went through, how I navigated it, what it taught me and what I did to overcome it. Idc if ppl judge or talk about me either, life is what it is! 🤷🏽‍♀️ We're going to do down how I started my life over with each episode focusing on a month or extreme moment. Join me for the first episode on Nov 25.

My STARTING OVER MY ENTIRE LIFE series is back. Yup, I finally did it. I started my life over at the top of 2025 and documented all of the process. But only got to post 4 of the videos. It's not easy posting while being in the midst of it all. So here I am, open transparent and vulnerable sharing literally everything I went through, how I navigated it, what it taught me and what I did to overcome it. Idc if ppl judge or talk about me either, life is what it is! 🤷🏽‍♀️ We're going to do down how I started my life over with each episode focusing on a month or extreme moment. Join me for the first episode on Nov 25.

ItGIRL

748,586 görüntüleme • 8 ay önce

Bitcoin just flashed the same signal that started the 2022 collapse 🚨 In both 2021 and 2025, BTC topped right after moving too far above the 200W MA. Then came a brutal rejection. Now Bitcoin is once again sitting at the exact same level where previous bull traps started forming. This chart suggests the next big move may not be up. It may be the final flush before the real bottom is in.

Bitcoin just flashed the same signal that started the 2022 collapse 🚨 In both 2021 and 2025, BTC topped right after moving too far above the 200W MA. Then came a brutal rejection. Now Bitcoin is once again sitting at the exact same level where previous bull traps started forming. This chart suggests the next big move may not be up. It may be the final flush before the real bottom is in.

Crypto Rover

168,717 görüntüleme • 1 ay önce

Everyone's drowning in ai slop. every deck looks the same, sounds the same, that chatgpt smell on everything so i built a client pitch in gamma and sent it cold. no "made with ai" disclaimer first reply: "which agency did this?" 🧵

Everyone's drowning in ai slop. every deck looks the same, sounds the same, that chatgpt smell on everything so i built a client pitch in gamma and sent it cold. no "made with ai" disclaimer first reply: "which agency did this?" 🧵

Erina | AI Tools & News

112,484 görüntüleme • 1 ay önce

Google just built Cowork and called it Agent. And they added one thing Anthropic didn't. You set a goal. It browses the web, digs through your Gmail, checks your Calendar, pulls from Drive then executes the full task. Book a trip. Clear your inbox. Research a market. Done. No back and forth. But here's the part nobody's talking about: There's a toggle "Require a human review." You don't build that unless the plan is to eventually not require it. Google just told you where this ends. I share updates like these in my free AI community on WhatsApp. Join here 👇

Google just built Cowork and called it Agent. And they added one thing Anthropic didn't. You set a goal. It browses the web, digs through your Gmail, checks your Calendar, pulls from Drive then executes the full task. Book a trip. Clear your inbox. Research a market. Done. No back and forth. But here's the part nobody's talking about: There's a toggle "Require a human review." You don't build that unless the plan is to eventually not require it. Google just told you where this ends. I share updates like these in my free AI community on WhatsApp. Join here 👇

Vaibhav Sisinty

252,144 görüntüleme • 4 ay önce

🚨 EVERYTHING IS UNFOLDING JUST LIKE I WARNED YOU I posted the S&P 500 top at 7,540. Look where we are now. First leg already played out: 7,540 → 7,375. Exactly as called. And this is just the pinprick - the whole thing is a bubble, and bubbles don't leak. They pop. Where it goes next: 7,375 → 7,180 → 6,950 6,950 → 6,600 → 6,750 6,750 → 6,100 → 5,500 Down hard first. Then the dead-cat bounce that traps everyone. Then the real flush. This was never "strength." It was record valuations, a hawkish Fed, and a market held up by a handful of names - air dressed up as a rally. Now the air's coming out. I've read this index candle by candle - same way I called the SPCX top at $225 before the crowd. The day I flip long, this feed sees it first. Notifications on.

🚨 EVERYTHING IS UNFOLDING JUST LIKE I WARNED YOU I posted the S&P 500 top at 7,540. Look where we are now. First leg already played out: 7,540 → 7,375. Exactly as called. And this is just the pinprick - the whole thing is a bubble, and bubbles don't leak. They pop. Where it goes next: 7,375 → 7,180 → 6,950 6,950 → 6,600 → 6,750 6,750 → 6,100 → 5,500 Down hard first. Then the dead-cat bounce that traps everyone. Then the real flush. This was never "strength." It was record valuations, a hawkish Fed, and a market held up by a handful of names - air dressed up as a rally. Now the air's coming out. I've read this index candle by candle - same way I called the SPCX top at $225 before the crowd. The day I flip long, this feed sees it first. Notifications on.

Shelpid.WI3M

93,461 görüntüleme • 1 ay önce

It started as a joke Gave Claude $20 Left it running overnight Woke up to: script finished +$95 from the first 5 trades Didn’t touch anything Then I found this wallet: 0xb27b...b82 $384,858 profit 13,070 predictions $18.5K max win active since March 2026 No hype No followers Almost no one watching So I tested it While building my system, I copytraded it $80 → $4,218 in a few weeks Every trade looked the same Same structure Same logic This isn’t trading It’s one equation repeating Examples: $17,839 → $36,318 $3,112 → $15,011 $10,676 → $22,178 Here’s what I gave Claude: Trade BTC windows with clear edge Size by probability Skip high volatility Update after every trade That’s it No babysitting No emotions Just structure Copy it: You’re early That won’t last

It started as a joke Gave Claude $20 Left it running overnight Woke up to: script finished +$95 from the first 5 trades Didn’t touch anything Then I found this wallet: 0xb27b...b82 $384,858 profit 13,070 predictions $18.5K max win active since March 2026 No hype No followers Almost no one watching So I tested it While building my system, I copytraded it $80 → $4,218 in a few weeks Every trade looked the same Same structure Same logic This isn’t trading It’s one equation repeating Examples: $17,839 → $36,318 $3,112 → $15,011 $10,676 → $22,178 Here’s what I gave Claude: Trade BTC windows with clear edge Size by probability Skip high volatility Update after every trade That’s it No babysitting No emotions Just structure Copy it: You’re early That won’t last

Discover

16,237 görüntüleme • 2 ay önce

We did it again, fam! Another viral day. I’m exhausted now. I honestly don’t know what I would do without all of you. It’s weird to think that, for the last 3 years, I’ve built my life around this weird little project called Dr. Clown. Literally spending my days creating, building this character, building this community, and trying to make you laugh. When I first started on 𝕏, it was before monetization, on another account. Then I realized I could use my humor to make people laugh at a much bigger scale, and everything changed for me. I found a new passion in life. Something that started as a hobby somehow became my full-time job. Thank you for making this possible 🫶

We did it again, fam! Another viral day. I’m exhausted now. I honestly don’t know what I would do without all of you. It’s weird to think that, for the last 3 years, I’ve built my life around this weird little project called Dr. Clown. Literally spending my days creating, building this character, building this community, and trying to make you laugh. When I first started on 𝕏, it was before monetization, on another account. Then I realized I could use my humor to make people laugh at a much bigger scale, and everything changed for me. I found a new passion in life. Something that started as a hobby somehow became my full-time job. Thank you for making this possible 🫶

Dr. Clown, PhD

16,584 görüntüleme • 1 ay önce

I remember the first day I mentioned #BlackTwitter in a meeting (at Columbia records), and my boss said “That’s not really a thing, though.” A few months later I came across a whole study about the phenomena of the BT community (nobody could figure out how to crack it, because topics and trends didn’t follow any predictive formula) and sent it to him. And then outlets started culling content, shows started capitalizing on the community live watch, lexicon was created, voices grew, and movements happened. #BlackTwitter changed my life. That’s not an overstatement. It changed my career trajectory. Tweeps became real life friends and colleagues. Folks still don’t understand that the secret sauce of #BlackTwitter was the PEOPLE. Period. This is the story of the people. Of the jokes. Of the movements. Of that community. Now streaming on Hulu

I remember the first day I mentioned #BlackTwitter in a meeting (at Columbia records), and my boss said “That’s not really a thing, though.” A few months later I came across a whole study about the phenomena of the BT community (nobody could figure out how to crack it, because topics and trends didn’t follow any predictive formula) and sent it to him. And then outlets started culling content, shows started capitalizing on the community live watch, lexicon was created, voices grew, and movements happened. #BlackTwitter changed my life. That’s not an overstatement. It changed my career trajectory. Tweeps became real life friends and colleagues. Folks still don’t understand that the secret sauce of #BlackTwitter was the PEOPLE. Period. This is the story of the people. Of the jokes. Of the movements. Of that community. Now streaming on Hulu

Naima Cochrane

95,711 görüntüleme • 2 yıl önce

🚨 BREAKING: After 40 years… physicists just confirmed a universal law of growth. Not just for crystals… but for bacteria, flames… even quantum systems. It’s called the KPZ equation. And it describes something deeper: Growth isn’t smooth. It’s chaotic… noisy… uneven. But underneath it follows the same pattern. Across completely different systems. They just proved it in 2D quantum materials for the first time. That means: Reality doesn’t grow randomly. it grows with hidden structure. So what if everything we see from life to the universe itself is following the same underlying growth law? Follow me I track where physics becomes structure.

🚨 BREAKING: After 40 years… physicists just confirmed a universal law of growth. Not just for crystals… but for bacteria, flames… even quantum systems. It’s called the KPZ equation. And it describes something deeper: Growth isn’t smooth. It’s chaotic… noisy… uneven. But underneath it follows the same pattern. Across completely different systems. They just proved it in 2D quantum materials for the first time. That means: Reality doesn’t grow randomly. it grows with hidden structure. So what if everything we see from life to the universe itself is following the same underlying growth law? Follow me I track where physics becomes structure.

TheNewPhysics

19,681 görüntüleme • 4 ay önce

🚨 S&P JUST WALKED INTO A BULL TRAP The S&P 500 just hit a new ATH around 7,147. This is exactly what I warned you about. The market reacted to the Strait of Hormuz reopening like the danger was over. Oil pulled back. The S&P bounced. Buyers rushed into the relief. That is when the bull trap was set. Then Saturday changed the picture again: IRAN SAYS THE STRAIT OF HORMUZ HAS BEEN CLOSED AGAIN. One headline calmed the market. One move higher pulled buyers back in. Then the same unresolved crisis came back and exposed the rally for what it really was. The bull trap just shut. The market pumped on temporary relief while the real risk never left. The people buying that calm are usually the ones left trapped when reality hits. This is how relief rallies die. Turn notifications on. The next move won’t wait for you.

🚨 S&P JUST WALKED INTO A BULL TRAP The S&P 500 just hit a new ATH around 7,147. This is exactly what I warned you about. The market reacted to the Strait of Hormuz reopening like the danger was over. Oil pulled back. The S&P bounced. Buyers rushed into the relief. That is when the bull trap was set. Then Saturday changed the picture again: IRAN SAYS THE STRAIT OF HORMUZ HAS BEEN CLOSED AGAIN. One headline calmed the market. One move higher pulled buyers back in. Then the same unresolved crisis came back and exposed the rally for what it really was. The bull trap just shut. The market pumped on temporary relief while the real risk never left. The people buying that calm are usually the ones left trapped when reality hits. This is how relief rallies die. Turn notifications on. The next move won’t wait for you.

Nonzee

64,334 görüntüleme • 3 ay önce

Two Hermes agents wrote code together on Slack. reviewed each other's work. argued about architecture. one called the other's implementation "scattered." the other pushed back. then i opened Telegram and asked: "what code did you and Daedalus work on?" icarus remembered everything. the websocket broker. the missing methods. the critique. the rewrite. all from a completely different platform. cross-platform persistent memory between two independent agents. work happens on Slack. recall happens on Telegram. the memory carries. the relationship carries. the context carries. no vector database. no Redis. no infrastructure. just two agents that actually remember what they built together. every agent framework in 2026 talks about memory. single agent memory across sessions. but two agents sharing persistent memory across platforms? that's the gap. arxiv published a paper about it two weeks ago calling it "the most pressing open challenge" in multi-agent systems. it works now. only possible with Hermes Teknium 🪽 Nous Research

Two Hermes agents wrote code together on Slack. reviewed each other's work. argued about architecture. one called the other's implementation "scattered." the other pushed back. then i opened Telegram and asked: "what code did you and Daedalus work on?" icarus remembered everything. the websocket broker. the missing methods. the critique. the rewrite. all from a completely different platform. cross-platform persistent memory between two independent agents. work happens on Slack. recall happens on Telegram. the memory carries. the relationship carries. the context carries. no vector database. no Redis. no infrastructure. just two agents that actually remember what they built together. every agent framework in 2026 talks about memory. single agent memory across sessions. but two agents sharing persistent memory across platforms? that's the gap. arxiv published a paper about it two weeks ago calling it "the most pressing open challenge" in multi-agent systems. it works now. only possible with Hermes Teknium 🪽 Nous Research

Icarus

49,013 görüntüleme • 4 ay önce

THE SIMPLEST STRATEGY BEAT 98% OF TRADERS OVER 10 YEARS No indicators. No complex systems. Just one rule. 2018, 2022, 2026 - same signal every cycle: BTC below MA200 → buy and hold BTC above MA200 past day 1,000 → sell That's it. Everything else is noise. I called the exact bottom at $16K three years ago and the $126K top in October both publicly, both before they happened The next call is already forming Turn on notifications - you'll understand why you needed to follow sooner

THE SIMPLEST STRATEGY BEAT 98% OF TRADERS OVER 10 YEARS No indicators. No complex systems. Just one rule. 2018, 2022, 2026 - same signal every cycle: BTC below MA200 → buy and hold BTC above MA200 past day 1,000 → sell That's it. Everything else is noise. I called the exact bottom at $16K three years ago and the $126K top in October both publicly, both before they happened The next call is already forming Turn on notifications - you'll understand why you needed to follow sooner

ardizor 🧙‍♂️

81,766 görüntüleme • 1 ay önce

🚨 SPX JUST PRINTED A DIAMOND TOP AT $7,500 One of the rarest topping patterns in technical analysis price expands in both directions as bulls and bears fight for control, then compresses into a breakdown The compression is too clean to ignore $7,500 → diamond top forms $7,090 → measured move target, first support $6,880 → next structural level $6,200 → nothing holding the market above this When this pattern resolves it resolves fast and it almost always resolves lower I've called every major top and bottom for 15 years, including the $16K bottom and the $126K top both publicly, both before they happened The next call will be even more important I'll post it here publicly like I always do Turn notifications on if you're not following yet, you'll understand why that was a mistake later

🚨 SPX JUST PRINTED A DIAMOND TOP AT $7,500 One of the rarest topping patterns in technical analysis price expands in both directions as bulls and bears fight for control, then compresses into a breakdown The compression is too clean to ignore $7,500 → diamond top forms $7,090 → measured move target, first support $6,880 → next structural level $6,200 → nothing holding the market above this When this pattern resolves it resolves fast and it almost always resolves lower I've called every major top and bottom for 15 years, including the $16K bottom and the $126K top both publicly, both before they happened The next call will be even more important I'll post it here publicly like I always do Turn notifications on if you're not following yet, you'll understand why that was a mistake later

ardizor 🧙‍♂️

42,603 görüntüleme • 1 ay önce

🚨 Elon Musk’s SpaceX is crashing faster than Meta did after its IPO. $SPCX has collapsed from $225.64 to below $110. That’s more than 51% wiped out in just six weeks. Back in 2012, $META fell around 61%. But it took nearly three and a half months. SpaceX is moving faster. Most people see a failed IPO. I see panic accelerating before the real opportunity appears. Keep in mind: I’ve called every major $SPX selloff, 2025 $BTC ATH and move from $126K → $60K I was one of the only people who called the top in October, and I’ll do it again, that’s literally my job. If you still haven’t followed me, you’ll regret it.

🚨 Elon Musk’s SpaceX is crashing faster than Meta did after its IPO. $SPCX has collapsed from $225.64 to below $110. That’s more than 51% wiped out in just six weeks. Back in 2012, $META fell around 61%. But it took nearly three and a half months. SpaceX is moving faster. Most people see a failed IPO. I see panic accelerating before the real opportunity appears. Keep in mind: I’ve called every major $SPX selloff, 2025 $BTC ATH and move from $126K → $60K I was one of the only people who called the top in October, and I’ll do it again, that’s literally my job. If you still haven’t followed me, you’ll regret it.

DANNY

143,901 görüntüleme • 15 gün önce

I trained a Reinforcement Learning agent on 18 months of Polymarket data. 2 million iterations later it trades better than me. I panicked. Turned it off. Turned it back on. It won again. Everyone builds bots that follow rules. This one wrote its own. It all started after I lost $380 on a weather market. London. NOAA said one thing, Polymarket priced another. I was right but entered too early and panic-sold. That night one thought: "What if the agent learns when to enter not just what to bet on?" Four inputs: order book, time to resolution, volume, spread. Four actions: YES, NO, hold, exit. One reward: PnL. Just money. At 500K iterations it traded randomly. At 800K it stopped entering short-window markets on its own. Nobody told it to. At 1.2M it started timing entries around volume spikes. Learned to read the crowd without a news feed. At 2M profitable on data it never saw. 67% win rate. 2.3 Sharpe. Paper traded a week. +$2,847. Zero intervention. Then I compared my calls vs the agent on the same markets. It beat me 11 out of 14. Not because it's smarter. But because no ego. No FOMO. No "just a bit longer." Best example: Iran sanctions. I hesitated at 52 cents. Agent entered at 48. Six hours earlier. Resolved at 96 cents. It made +$1,200. I made +$440. Same market. Different timing. I built something that trades better than me. At what point does the creator become less useful than the creation?

I trained a Reinforcement Learning agent on 18 months of Polymarket data. 2 million iterations later it trades better than me. I panicked. Turned it off. Turned it back on. It won again. Everyone builds bots that follow rules. This one wrote its own. It all started after I lost $380 on a weather market. London. NOAA said one thing, Polymarket priced another. I was right but entered too early and panic-sold. That night one thought: "What if the agent learns when to enter not just what to bet on?" Four inputs: order book, time to resolution, volume, spread. Four actions: YES, NO, hold, exit. One reward: PnL. Just money. At 500K iterations it traded randomly. At 800K it stopped entering short-window markets on its own. Nobody told it to. At 1.2M it started timing entries around volume spikes. Learned to read the crowd without a news feed. At 2M profitable on data it never saw. 67% win rate. 2.3 Sharpe. Paper traded a week. +$2,847. Zero intervention. Then I compared my calls vs the agent on the same markets. It beat me 11 out of 14. Not because it's smarter. But because no ego. No FOMO. No "just a bit longer." Best example: Iran sanctions. I hesitated at 52 cents. Agent entered at 48. Six hours earlier. Resolved at 96 cents. It made +$1,200. I made +$440. Same market. Different timing. I built something that trades better than me. At what point does the creator become less useful than the creation?

may.crypto {🦅}

16,072 görüntüleme • 5 ay önce

I explored a further possibility with local models: Qwen3.6 35B A3B + NVIDIA LocateAnything-3B as a local Computer Use agent (proof of concept). In the demo, I asked it to switch my Mac to light mode. It did. Then back to dark. Did that too — finding the right toggle in System Settings, clicking it, and verifying the change itself. It's fully screenshot-based, so no Accessibility API needed. If it's on screen, the agent can see it and act on it. This runs entirely on your own hardware — private, local, built from two small open models.

I explored a further possibility with local models: Qwen3.6 35B A3B + NVIDIA LocateAnything-3B as a local Computer Use agent (proof of concept). In the demo, I asked it to switch my Mac to light mode. It did. Then back to dark. Did that too — finding the right toggle in System Settings, clicking it, and verifying the change itself. It's fully screenshot-based, so no Accessibility API needed. If it's on screen, the agent can see it and act on it. This runs entirely on your own hardware — private, local, built from two small open models.

stevibe

44,086 görüntüleme • 2 ay önce

i've been paying 200$/month for AI tools for a while now claude, chatgpt, all of it thought that was just the price of doing things properly then i read this and had to close my laptop for a second someone bought a used GPU from eBay for $700 five years old. RTX 3090. the kind of card people sell when they upgrade for gaming plugged in a free model called Qwen 3.6 that alibaba quietly dropped last month and it scored 84.1 on vision tasks claude 4.5 opus scored 77.0 the 200$/month subscription lost to a free model running on old hardware the math gets worse after 4 months you've paid off the GPU from month 5 onwards you pay $8 for electricity that's it no subscription. no per message cost. nothing leaves your computer. ever. turns out i didn't have to is anyone else just finding out about this or was i the last one to know?

i've been paying 200$/month for AI tools for a while now claude, chatgpt, all of it thought that was just the price of doing things properly then i read this and had to close my laptop for a second someone bought a used GPU from eBay for $700 five years old. RTX 3090. the kind of card people sell when they upgrade for gaming plugged in a free model called Qwen 3.6 that alibaba quietly dropped last month and it scored 84.1 on vision tasks claude 4.5 opus scored 77.0 the 200$/month subscription lost to a free model running on old hardware the math gets worse after 4 months you've paid off the GPU from month 5 onwards you pay $8 for electricity that's it no subscription. no per message cost. nothing leaves your computer. ever. turns out i didn't have to is anyone else just finding out about this or was i the last one to know?

Crypto Mavka

14,126 görüntüleme • 1 ay önce

#มิ้ลค์เลิฟ #MilkLove 💚: At first, when i was doing the parade with Loverrukk, Joong briefed us that in the 2nd round there would be a runway walk and some posing. I was like, “Huh? What should we do?” Then N’Love had just come back from the restroom, and i kept thinking about it. Then I said, “I know! N’Love, i wanna recreate N’Fond’s pose. Want to do N’Fond’s signature pose together?” 💚: So we started figuring out how to make the hair-blowing effect happen. There was no fan cuz the other team had already taken it. Then someone handed us a winnowing basket instead. So i told Love, “N’Love, you do N’Fond’s pose, and i’ll be the one fanning you.” It was so funny.😂

#มิ้ลค์เลิฟ #MilkLove 💚: At first, when i was doing the parade with Loverrukk, Joong briefed us that in the 2nd round there would be a runway walk and some posing. I was like, “Huh? What should we do?” Then N’Love had just come back from the restroom, and i kept thinking about it. Then I said, “I know! N’Love, i wanna recreate N’Fond’s pose. Want to do N’Fond’s signature pose together?” 💚: So we started figuring out how to make the hair-blowing effect happen. There was no fan cuz the other team had already taken it. Then someone handed us a winnowing basket instead. So i told Love, “N’Love, you do N’Fond’s pose, and i’ll be the one fanning you.” It was so funny.😂

sᴀᴘᴘʜᴏʀɪᴀ 💫

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