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I'm really loving these at work edge sessions. #bluecollar #dishwasher #gayman #uncut #foreskin #jerkoff #intact #boner #latinotop #hung #workingman #erection #kitchencock

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Intact_Militant

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16,426 görüntüleme • 1 yıl önce •via X (Twitter)

NSFW#bluecollar#dishwasher#gayman#uncut#foreskin#jerkoff#intact#boner#latinotop#hung#workingman#erection#kitchencock
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#JENNIE about DEADLINE WORLD TOUR: "Today, even though our tour felt so short, we were able to go on tour even during times like these, and thinking about the love that has come to us and the love that will continue to come to us in the future… Because you stayed with us together with the members, and because we were able to keep making memories little by little, I think we were truly, truly grateful and happy. Thank you for walking every path with us, for doing something so meaningful together with us. We love you so, so much. And we’re incredibly thankful, and because those moments became the greatest source of strength and charm for us, we were able to become this happy. And to our BLINKs who are here with us at this very moment… I'm really happy. Truly, so happy. To our members… thank you so much for loving us like this, I love you. And we hope that, by continuing to do this work together, we can become even happier. Thank you. By continuing to do this work together, we hope we can become even happier. By continuing to do this work together, we hope we can become even happier. Thank you so much for becoming the love of these members. Thank you so, so much for loving BLACKPINK’s tour."
1:11

#JENNIE about DEADLINE WORLD TOUR: "Today, even though our tour felt so short, we were able to go on tour even during times like these, and thinking about the love that has come to us and the love that will continue to come to us in the future… Because you stayed with us together with the members, and because we were able to keep making memories little by little, I think we were truly, truly grateful and happy. Thank you for walking every path with us, for doing something so meaningful together with us. We love you so, so much. And we’re incredibly thankful, and because those moments became the greatest source of strength and charm for us, we were able to become this happy. And to our BLINKs who are here with us at this very moment… I'm really happy. Truly, so happy. To our members… thank you so much for loving us like this, I love you. And we hope that, by continuing to do this work together, we can become even happier. Thank you. By continuing to do this work together, we hope we can become even happier. By continuing to do this work together, we hope we can become even happier. Thank you so much for becoming the love of these members. Thank you so, so much for loving BLACKPINK’s tour."

Blinks United

26,965 görüntüleme • 7 ay önce

Andrej Karpathy had already talked about this possibility 1 month back, that he might join one of the big AI labs and why he may do so. "They (the AI labs) are kind of like at the edge of capability of what's possible. And they are working on what's coming down the line. And I think if you're outside of that frontier lab, your judgment fundamentally will start to drift because you're not part of what's coming down the line. And so I feel like my judgment will inevitably start to drift as well. And I won't actually have an understanding of how these systems actually work under the hood. It's a big system. I won't have a good understanding of how to develop and etc. And so I do think that in that sense, I agree and something I'm nervous about. I think it's worth basically being in touch with what's actually happening and actually being in the frontier lab. And if some of the frontier labs would have me come for some amount of time and do really good work for them, then I think that's maybe a good setup" --- From 'No Priors: AI, Machine Learning, Tech, & Startups" YT channel (link in comment)
0:46

Andrej Karpathy had already talked about this possibility 1 month back, that he might join one of the big AI labs and why he may do so. "They (the AI labs) are kind of like at the edge of capability of what's possible. And they are working on what's coming down the line. And I think if you're outside of that frontier lab, your judgment fundamentally will start to drift because you're not part of what's coming down the line. And so I feel like my judgment will inevitably start to drift as well. And I won't actually have an understanding of how these systems actually work under the hood. It's a big system. I won't have a good understanding of how to develop and etc. And so I do think that in that sense, I agree and something I'm nervous about. I think it's worth basically being in touch with what's actually happening and actually being in the frontier lab. And if some of the frontier labs would have me come for some amount of time and do really good work for them, then I think that's maybe a good setup" --- From 'No Priors: AI, Machine Learning, Tech, & Startups" YT channel (link in comment)

Rohan Paul

57,496 görüntüleme • 3 ay önce

[NOEUL: ME AND BOSS REALLY LOVE EACHOTHER, WE NOT HAVE ANY PROBLEM. AND THAT IS TRUTH] *Noeul talking about recently he got (someone) follow him Warning: It's long translate Noeul: Lately, I've been feeling like I'm being followed. I will not to mention names. It's like, I have people following me and someone is invading my privacy. I'm really not ok (uncomfortable) with that" By the way, I also want to say something, because there are many things I've been holding back for a long time. You don't need to worry for me. You don't need to speculate about whether Boss and I are still in love or what. I want to confirm here that ME & BOSS STILL LOVE EACHOTHER, and there are absolutely no problems. Our relationship is very comfortable. We've been together for a long time, so we're like friends, like siblings. I always wish the best for Boss, and Boss wants the same. Anything that benefits or is good for Boss, I'm always ready to support wholeheartedly This is proof, I'm saying this live on livestream for everyone to hear. Boss and I are still loving as well, so don't worry too much about 'why this, why that" We're just as affectionate in front of the camera as we are off-camera; there's absolutely no conflict. I meet Boss very often. Even when we don't have work schedules, we still go out to eat and hang out together because we're really close. Maybe I know..both me and Boss not show off too much on social media, because neither of us are the type of people who are addicted to social media Actually, it's not great for artists not to keep up with trends on TikTok or other platforms, but I'm someone who rarely posts or goes online often. There was a time when I 'disappeared' from Instagram for a whole month without posting photos So I want to say that we might not be a couple who are good at showing off photos or interacting online, and we're not the type to always shower everyone with 100% sweetness. But at least, whether in front of or behind the camera, you can rest assured that we truly love each other That's the truth. I don't want people to impose expectations on us. Our companionship and affection for each other doesn't mean we have to be together 24 hours. Not being together all the time doesn't mean we don't love each other anymore. I hope people can clearly distinguish between these two things #Bosschaikamon #Noeulnuttarat #BossNoeul #BoNoh
3:06

[NOEUL: ME AND BOSS REALLY LOVE EACHOTHER, WE NOT HAVE ANY PROBLEM. AND THAT IS TRUTH] *Noeul talking about recently he got (someone) follow him Warning: It's long translate Noeul: Lately, I've been feeling like I'm being followed. I will not to mention names. It's like, I have people following me and someone is invading my privacy. I'm really not ok (uncomfortable) with that" By the way, I also want to say something, because there are many things I've been holding back for a long time. You don't need to worry for me. You don't need to speculate about whether Boss and I are still in love or what. I want to confirm here that ME & BOSS STILL LOVE EACHOTHER, and there are absolutely no problems. Our relationship is very comfortable. We've been together for a long time, so we're like friends, like siblings. I always wish the best for Boss, and Boss wants the same. Anything that benefits or is good for Boss, I'm always ready to support wholeheartedly This is proof, I'm saying this live on livestream for everyone to hear. Boss and I are still loving as well, so don't worry too much about 'why this, why that" We're just as affectionate in front of the camera as we are off-camera; there's absolutely no conflict. I meet Boss very often. Even when we don't have work schedules, we still go out to eat and hang out together because we're really close. Maybe I know..both me and Boss not show off too much on social media, because neither of us are the type of people who are addicted to social media Actually, it's not great for artists not to keep up with trends on TikTok or other platforms, but I'm someone who rarely posts or goes online often. There was a time when I 'disappeared' from Instagram for a whole month without posting photos So I want to say that we might not be a couple who are good at showing off photos or interacting online, and we're not the type to always shower everyone with 100% sweetness. But at least, whether in front of or behind the camera, you can rest assured that we truly love each other That's the truth. I don't want people to impose expectations on us. Our companionship and affection for each other doesn't mean we have to be together 24 hours. Not being together all the time doesn't mean we don't love each other anymore. I hope people can clearly distinguish between these two things #Bosschaikamon #Noeulnuttarat #BossNoeul #BoNoh

◇★ ℭ𝒽𝓊𝒾𝒾𝒾 ♛◇

102,975 görüntüleme • 5 ay önce

#Harua message 20260531 💌 🐰 Uhm, I’d like to talk about a serious topic all of a sudden.. While doing tours, there are times when I occasionally feel some pressure or my mood dropped a bit.. I also have those times, you know So in those moments, I find myself thinking, “What am I doing this for?” “Why am I doing this job as an artist?” Everyone here all also go to school or workplaces like that, right? Have you ever thought about why you go? ^^ For example, because you need money, or because you have a dream and attend school for that, or to study—there are probably all sorts of reasons. When I thought about it in various ways, there was one thing I could say for sure, Luné telling us that they feel energized by listening to our music or watching our performances, or that because of us, they can work hard at their jobs, or that they've gained the courage to keep living. That makes me realized and think that “Oh, I’m doing this job because all of these reasons, that it really has meaning” I too sometimes, or at a time, have this moment when I can't see ahead and lose sight of my goals and dreams then wondering why I'm doing all of this. But, when I think that I can somehow be helpful for Luné, I feel like there really is meaning to me doing this job, and I end up being saved by the words from Luné too.. So, I hope that during our performance, Luné can forget all the unpleasant things and enjoy it with all their strength, and seeing you all enjoying it like that gives me strength in return — so I hope you'll keep loving &TEAM, cheering us on, and that we can create many good memories together going forward. I suddenly talked such a serious topic, but this is truly my heartfelt gratitude and how I really feel, so Luné.. please live strongly, I'll be cheering you on! 🍀 Well then, thank you so much for these two days in Nagoya. I love you!
2:51

#Harua message 20260531 💌 🐰 Uhm, I’d like to talk about a serious topic all of a sudden.. While doing tours, there are times when I occasionally feel some pressure or my mood dropped a bit.. I also have those times, you know So in those moments, I find myself thinking, “What am I doing this for?” “Why am I doing this job as an artist?” Everyone here all also go to school or workplaces like that, right? Have you ever thought about why you go? ^^ For example, because you need money, or because you have a dream and attend school for that, or to study—there are probably all sorts of reasons. When I thought about it in various ways, there was one thing I could say for sure, Luné telling us that they feel energized by listening to our music or watching our performances, or that because of us, they can work hard at their jobs, or that they've gained the courage to keep living. That makes me realized and think that “Oh, I’m doing this job because all of these reasons, that it really has meaning” I too sometimes, or at a time, have this moment when I can't see ahead and lose sight of my goals and dreams then wondering why I'm doing all of this. But, when I think that I can somehow be helpful for Luné, I feel like there really is meaning to me doing this job, and I end up being saved by the words from Luné too.. So, I hope that during our performance, Luné can forget all the unpleasant things and enjoy it with all their strength, and seeing you all enjoying it like that gives me strength in return — so I hope you'll keep loving &TEAM, cheering us on, and that we can create many good memories together going forward. I suddenly talked such a serious topic, but this is truly my heartfelt gratitude and how I really feel, so Luné.. please live strongly, I'll be cheering you on! 🍀 Well then, thank you so much for these two days in Nagoya. I love you!

mii 🪽

27,883 görüntüleme • 22 gün önce

First impressions of Lost Soul Aside. Personally I'm really enjoying the combat. As you unlock more skills and abilities, the combos really start to open up and it's fun to just go into Training Mode and see what you can come up with. Boss fights are a standout with a surprising amount of them in the opening hours. Almost feels like a boss rush at times, which is fine because those are probably the best part. Good visuals in Pro Performance mode with a heavy reliance on particle effects. Personally I like it and it hasn't really gotten in the way of visibility. My BIGGEST complaint so far is the movement. The double jump, and by extension the platforming, just don't feel very good. The momentum carries over a little too much which can cause you to fall over the edge by mistake. The jump just feels clunky and the movement in general could use some work. Thankfully most of the platforming stuff is optional. I would also love to see an auto-sprint option for combat. The game is mostly linear with some optional side objectives, puzzles, and collectibles thrown in. Most of these will net you experience and skill points, but there are also weapon accessories and crafting materials. Still a bit too early to make a judgement on the story, but so far it's fine. I've tried both the English and Chinese voiceover and am sticking with English. There are some occasional frame dips when you enter new areas but nothing that's gotten in the way of combat. So far I'd rate it about an 8/10 and am excited to continue playing. If you're here for hack-and-slash gameplay you'll most likely have a great time! #LostSoulAside #PS5 #PS5Pro
2:58

First impressions of Lost Soul Aside. Personally I'm really enjoying the combat. As you unlock more skills and abilities, the combos really start to open up and it's fun to just go into Training Mode and see what you can come up with. Boss fights are a standout with a surprising amount of them in the opening hours. Almost feels like a boss rush at times, which is fine because those are probably the best part. Good visuals in Pro Performance mode with a heavy reliance on particle effects. Personally I like it and it hasn't really gotten in the way of visibility. My BIGGEST complaint so far is the movement. The double jump, and by extension the platforming, just don't feel very good. The momentum carries over a little too much which can cause you to fall over the edge by mistake. The jump just feels clunky and the movement in general could use some work. Thankfully most of the platforming stuff is optional. I would also love to see an auto-sprint option for combat. The game is mostly linear with some optional side objectives, puzzles, and collectibles thrown in. Most of these will net you experience and skill points, but there are also weapon accessories and crafting materials. Still a bit too early to make a judgement on the story, but so far it's fine. I've tried both the English and Chinese voiceover and am sticking with English. There are some occasional frame dips when you enter new areas but nothing that's gotten in the way of combat. So far I'd rate it about an 8/10 and am excited to continue playing. If you're here for hack-and-slash gameplay you'll most likely have a great time! #LostSoulAside #PS5 #PS5Pro

KAMI

25,039 görüntüleme • 1 yıl önce

Seattle Seahawks HC Mike Macdonald - Scouting Pass Protections - "You're really just trying to get what their rule is to start when they leave the huddle. What do I want to present them with because how am I going to anticipate how they're going to react based on the looks they've gotten in the past, the looks we've given them and then we can go to work." - "You definitely have to account for 7 man protection. You'll find the more you blitz, the more 7 man you're going to see. - "Those are decisions you have to make when you're building your plan. We know that we're getting this protection when they give us this formation and we got a sweet pressure that will hit them to do it, there is a spot and a time and place for that." -"There is a time & place for saying I'm not sure when they're going to go to 7 man, even if we're in 5 man rush, our dudes can get there. We're going to at least have a couple 1 on 1s that we can win. Let's not overdo it with all these checks and all this other BS so our guys can just go out there and execute the call, there is a space for that as well." -"And then there is also a space for hey we're brining two off the edge right here, they're going to have this picked up, why even run against the wall, let's check out of it and go to rush and coverage and double 2/3 guys running a route. Those are the questions you want to ask yourself throughout the week and a lot of times it comes down to whether or not you can anticipate them being in that particular thing."
2:40

Seattle Seahawks HC Mike Macdonald - Scouting Pass Protections - "You're really just trying to get what their rule is to start when they leave the huddle. What do I want to present them with because how am I going to anticipate how they're going to react based on the looks they've gotten in the past, the looks we've given them and then we can go to work." - "You definitely have to account for 7 man protection. You'll find the more you blitz, the more 7 man you're going to see. - "Those are decisions you have to make when you're building your plan. We know that we're getting this protection when they give us this formation and we got a sweet pressure that will hit them to do it, there is a spot and a time and place for that." -"There is a time & place for saying I'm not sure when they're going to go to 7 man, even if we're in 5 man rush, our dudes can get there. We're going to at least have a couple 1 on 1s that we can win. Let's not overdo it with all these checks and all this other BS so our guys can just go out there and execute the call, there is a space for that as well." -"And then there is also a space for hey we're brining two off the edge right here, they're going to have this picked up, why even run against the wall, let's check out of it and go to rush and coverage and double 2/3 guys running a route. Those are the questions you want to ask yourself throughout the week and a lot of times it comes down to whether or not you can anticipate them being in that particular thing."

James Light

67,656 görüntüleme • 6 ay önce

Seattle Seahawks HC Mike Macdonald - Scouting Pass Protections - "You're really just trying to get what their rule is to start when they leave the huddle. What do I want to present them with because how am I going to anticipate how they're going to react based on the looks they've gotten in the past, the looks we've given them and then we can go to work." - "You definitely have to account for 7 man protection. You'll find the more you blitz, the more 7 man you're going to see." - "Those are decisions you have to make when you're building your plan. We know that we're getting this protection when they give us this formation and we got a sweet pressure that will hit them to do it, there is a spot and a time and place for that." - "There is a time & place for saying I'm not sure when they're going to go to 7 man, even if we're in 5 man rush, our dudes can get there. We're going to at least have a couple 1 on 1s that we can win. Let's not overdo it with all these checks and all this other BS so our guys can just go out there and execute the call, there is a space for that as well." - "And then there is also a space for hey we're brining two off the edge right here, they're going to have this picked up, why even run against the wall, let's check out of it and go to rush and coverage and double 2/3 guys running a route. Those are the questions you want to ask yourself throughout the week and a lot of times it comes down to whether or not you can anticipate them being in that particular thing."
2:40

Seattle Seahawks HC Mike Macdonald - Scouting Pass Protections - "You're really just trying to get what their rule is to start when they leave the huddle. What do I want to present them with because how am I going to anticipate how they're going to react based on the looks they've gotten in the past, the looks we've given them and then we can go to work." - "You definitely have to account for 7 man protection. You'll find the more you blitz, the more 7 man you're going to see." - "Those are decisions you have to make when you're building your plan. We know that we're getting this protection when they give us this formation and we got a sweet pressure that will hit them to do it, there is a spot and a time and place for that." - "There is a time & place for saying I'm not sure when they're going to go to 7 man, even if we're in 5 man rush, our dudes can get there. We're going to at least have a couple 1 on 1s that we can win. Let's not overdo it with all these checks and all this other BS so our guys can just go out there and execute the call, there is a space for that as well." - "And then there is also a space for hey we're brining two off the edge right here, they're going to have this picked up, why even run against the wall, let's check out of it and go to rush and coverage and double 2/3 guys running a route. Those are the questions you want to ask yourself throughout the week and a lot of times it comes down to whether or not you can anticipate them being in that particular thing."

James Light

68,135 görüntüleme • 1 ay önce

Full ending speech, not 100% accurate PERTHSANTA CHEQUERED FLAG 🎸: "Bring them out, bring that couple out! That couple right in the center!” 🐻: “Ohhh, so cute kitty! 🍅?: “Come on, Perth, give us a pose, just pose a little bit, Perth!” 🤍: “There's a wooden prop, you know!” 🖤: "But seriously, I have to say thank you as always. Thank you so much to all of my friends. Joining GMMTV really feels like being part of a real family, like we are truly brothers and sisters. Every single time we are together, everyone always supports one another. Thank you for loving each other so, so much. And thank you so much to the executives. Thank you so much to P'Tha for always believing in us and trusting us this whole time. Thank you to P'X, P'Eko, and everyone who always listens to us and makes us happy. Thank you so, so much from the bottom of my heart. And most importantly, I have to thank all the fans so much for supporting us so well. Like we always say, you work hard to take such good care of us/raise us. Thank you so much to all the Mae-Maes (moms/fans). I love you, Mae-Maes.” 🖤: “Ah, and also... I'm getting a bit shy too..." 🤍 Giggles ?: "We won't tease, we won't tease! Go ahead!" 🖤: "Thank you Ta, so much. Like, how many years has it been? These past two years working together, I have been so, so happy. (Shy and giggles) Don’t do this to me. I am so glad and I truly feel so safe and comforted with you. I'm just incredibly happy, and I feel like we share so many things in common.” 🖤 Getting emotional 🖤: “Whenever I look at you, I feel at peace. You can always be the comfort zone where my eyes can rest. I love you so much." 🤍: “Love you so much too, phi.” ?: "Even though my face looks fierce, I love you too, krub" 🤍: "I want to thank all the P's, friends, and N's so much, all 23 people here. I am so incredibly happy to have everyone, seriously. If I didn't have everyone here today, I might not have even had the strength to go up on stage, P'. I'm so glad that everyone kept coming over to comfort me, coming over to ask how I was doing. It feels like I've gained an incredibly good family. It's so amazing. I feel like I'm one of the luckiest people alive. Thank you so much to all the P's, and thank you to the executives, P'Tha, P'X, P'Eko for giving PerthSanta the opportunity to perform at LOL this year. I'm so happy I got to do the kind of show I've wanted to do for a long time. And most importantly, I want to thank every single fan. Thank you for constantly cheering for us and screaming to give us strength. If you weren't here enjoying it with us, we wouldn't have been able to make this show so perfect. Thank you so much, everyone. Can you please make some loud noise for yourselves one more time?" 🤍: "And also... krub... thank you so much to P’Perth. Thank you so much, P'Perth, krub. To be honest, at the beginning of this year, I didn't even know what I was going to do, P'. But once I got to talk to you, once we unlocked so many things together, I felt like, 'Hey, our paths really align.' And I feel so incredibly comforted and safe to have you right by my side. Love you, bro. I love you so, so much. That's about it, thank you." 🖤: “So shy, so shy…” PERTHSANTA CHEQUERED FLAG #LOLFanFest2026D3 #PerthSanta #เพิร์ธแซนต้า
4:09

Full ending speech, not 100% accurate PERTHSANTA CHEQUERED FLAG 🎸: "Bring them out, bring that couple out! That couple right in the center!” 🐻: “Ohhh, so cute kitty! 🍅?: “Come on, Perth, give us a pose, just pose a little bit, Perth!” 🤍: “There's a wooden prop, you know!” 🖤: "But seriously, I have to say thank you as always. Thank you so much to all of my friends. Joining GMMTV really feels like being part of a real family, like we are truly brothers and sisters. Every single time we are together, everyone always supports one another. Thank you for loving each other so, so much. And thank you so much to the executives. Thank you so much to P'Tha for always believing in us and trusting us this whole time. Thank you to P'X, P'Eko, and everyone who always listens to us and makes us happy. Thank you so, so much from the bottom of my heart. And most importantly, I have to thank all the fans so much for supporting us so well. Like we always say, you work hard to take such good care of us/raise us. Thank you so much to all the Mae-Maes (moms/fans). I love you, Mae-Maes.” 🖤: “Ah, and also... I'm getting a bit shy too..." 🤍 Giggles ?: "We won't tease, we won't tease! Go ahead!" 🖤: "Thank you Ta, so much. Like, how many years has it been? These past two years working together, I have been so, so happy. (Shy and giggles) Don’t do this to me. I am so glad and I truly feel so safe and comforted with you. I'm just incredibly happy, and I feel like we share so many things in common.” 🖤 Getting emotional 🖤: “Whenever I look at you, I feel at peace. You can always be the comfort zone where my eyes can rest. I love you so much." 🤍: “Love you so much too, phi.” ?: "Even though my face looks fierce, I love you too, krub" 🤍: "I want to thank all the P's, friends, and N's so much, all 23 people here. I am so incredibly happy to have everyone, seriously. If I didn't have everyone here today, I might not have even had the strength to go up on stage, P'. I'm so glad that everyone kept coming over to comfort me, coming over to ask how I was doing. It feels like I've gained an incredibly good family. It's so amazing. I feel like I'm one of the luckiest people alive. Thank you so much to all the P's, and thank you to the executives, P'Tha, P'X, P'Eko for giving PerthSanta the opportunity to perform at LOL this year. I'm so happy I got to do the kind of show I've wanted to do for a long time. And most importantly, I want to thank every single fan. Thank you for constantly cheering for us and screaming to give us strength. If you weren't here enjoying it with us, we wouldn't have been able to make this show so perfect. Thank you so much, everyone. Can you please make some loud noise for yourselves one more time?" 🤍: "And also... krub... thank you so much to P’Perth. Thank you so much, P'Perth, krub. To be honest, at the beginning of this year, I didn't even know what I was going to do, P'. But once I got to talk to you, once we unlocked so many things together, I felt like, 'Hey, our paths really align.' And I feel so incredibly comforted and safe to have you right by my side. Love you, bro. I love you so, so much. That's about it, thank you." 🖤: “So shy, so shy…” PERTHSANTA CHEQUERED FLAG #LOLFanFest2026D3 #PerthSanta #เพิร์ธแซนต้า

ɾαɱσɳα ❥･•🖤🤍

41,891 görüntüleme • 3 ay önce

The most epic 13 minute AI rant I've heard in 2026 PS: My parent's heard this when I was playing it in the car and thought Jason ✨👾SaaStr.Ai✨ Lemkin went OFF like Stephen A Smith does on first take PPS: Full transcript below [17:00] Harry Stebbings: I I just wanted to ask Jason, if the people that we want are fundamentally different, the developers that we used to hire, we don't because AI writes the code for us. The marketers we don't want, the sales people we don't want—who who do we want genuinely? Like what is the attractive profile? Because your Anthropic’s and your OpenAIs are hiring, so so what are the people that we want in the companies of the future? [17:18] Jason Lemkin: Look, I know it sounds trite, but but the answer is simple. It's just the expression each year changes. We want folks that are genuinely AI fluent. It's pretty simple. Now you know, maybe last year we called them prompt engineers, right? That used to be a job. I don't know if you remember that actually used to be the hottest job on planet earth. Now no one needs a prompt engineer because it's pretty easy to prompt all these tools. That job died. Okay. Um and now we need go-to-market engineers. Um I think that job's going to die. We need—everyone needs so many forward deployed engineers. Like you can't hire enough forward deployed engineers. But uh you know um but Palantir just announced in whatever their their big their big event—they've gotten their deployment times down over 90% with forward deployed engineers. So that may become—so the this wave of disruption for the titles and the specificity, it's also exhaustingly accelerating. But it's really simple. You meet anyone for any role—sales, marketing, engineering, product, QA—they're they're either they're either they can't keep all of the ways they use AI to accelerate their job from spewing out of their mouth, or they're staring at you. It's there's nowhere in the middle. Like, and the person that comes in and says—it's it's it sounds Captain Obvious—but like, you know, you just had the whatever from Lovable, the the marketing head that was super popular on the show, right? She's just spewing AI-native insights into Lovable, right? It's not that complicated. You hire her, Elena, or whatever it is. You just hire her. It doesn't matter whether she's still in college or a junior or a senior or a middler, a left or right. And honestly, if you interview people, I would say of all even of the best startups I've invested in, maybe 30% of the management team meets this standard at best. 30%. Maybe less. And of the interviews I do in general, it's single-digit percents. It's just and in in that sense, it's the same as ever. Like you either lower the bar in hiring or you hire someone that's actually great. And someone that's actually great is so far ahead of you in how to apply to to employ the efficiencies of AI in their role, your jaw falls on the table. The difference is we used to need warm bodies. That's what's changing. We used to need warm bodies to answer the call, to do QA, to do code review, to to get the blue pixel to go from the upper left to the lower right. You laugh, but you need you literally needed to brute force this with humans. With AI, every day that goes by, the AI—you do not need brute force human beings on your team. And that's another reason they're shrinking. Why are all these new companies so efficient? They're just not brute forcing things with humans. They're just not. They're choosing not to. And so these team—all the brute forcers out there—everyone talks about how bloated teams got in 2021. I don't agree with that. I think they got as big as they needed to be when growth was high and you needed humans to do everything. All you look at these teams that that doubled—well if growth continued at 60% like the rate in early 2021 for 5 years or can help me do the math and every single thing a software company did required a human. You were understaffed by your 2021 headcount. You'd be sitting here in 2026. You every office in SoMa would be triple packed and you there wouldn't be enough humans to staff your company. It's just the world changed. [20:33] Harry Stebbings: Jason, you live on the bleeding edge. I think me and Rory see that and I think the world sees that when they hear you every week in terms of how you run SaaS. For all of the CEOs and execs who listen to the show, what would you advise them in terms of determining whether someone is AI fluent when they meet them for jobs, for talent? [20:51] Jason Lemkin: Here's I realized I was just asked this. I just did a review with a super fast startup growing just crossing 100 million and I was asked this question. And one of my favorite executives, I thought his answer was pretty dated and because he gave me an answer that was about 6 months old. The answer 6 months old is: "I look for folks in my team, I look for you know at what tools they play with." Okay, that was a great answer in like summer of 2025. Okay, I tried Lovable last week. Okay, the answer in 2026 is: "What commercial AI tool have you brought into your organization this month?" That's the test. Anyone that is on the bleeding edge that you would want to hire—now there are so many great products in the market. Okay, there is no excuse in any role to have not brought one tool a month into your organization. Okay, there—now there's going to be better and better tools and better and better products as the year goes on. What's the one you did? And you will see folks with their deer in the headlights to this question. What what sales tool? What marketing tool? What product tool? What engineering tool? What did you bring in? Why did you pick it? How does it working? Because if you're at remotely at the cutting edge, you're all over this. You're looking for the next agentic tools that will radically improve how you do business. This is—you think everyone thinks SaaS is at the bleeding edge, right? You know, you know, all we do is we're just looking for the tools and trying them. Okay? Okay, we're one year ahead of everybody else because we did the simplest thing in the world. Like we tried the tools early and we trained them. We trained them for a month. Okay, I'll give you—want hear a horrible example from this week? Super hot AI company valued at 6 billion. Okay, I'm not going to name it. Um, this week yesterday told us we had to quadruple what we spent on their product. Okay, their agent told us, right? And why did this happen? Okay. Well, at this $6 billion company, no one had trained the agent on its pricing properly. No one had tested it. They said, "Well, well, we've been in beta." And we said, "Well, when did the beta launch? A year ago." Okay, these are people asleep at at the wheel. You want somebody who the instant this comes up, they exactly know what the issue is. And "Hey, when I was at Lovable Replit, we trained the agent. This is how we did it. I brought in this tool. I brought in this tool that that Rory invested in last week. It solved all these issues." That's what you want to hear. And if they haven't brought in a tool in the last 30 days, at least deeply evaluated it. I don't really care whether they bought it, but gone so far down the funnel they can tell you—pick whatever tool: Fixie, Regie, GC, AIGC—I don't care how you went through it, you looked at it, you can tell me the eight ways it would improve the productivity of your business and three you didn't. Just don't hire that person because they're going to run your company to the ground. This is the job today. The job today is not to screw around on ChatGPT and to be a prompt engineer. The job today is to bring the best AI and agentic products into your organization and leverage all the hard work that the engineers have done building those products. That's your job. You don't have to screw around. You don't have to be a prompt engineer anymore. You have to be an agent deployment expert. A—this is the new job we're making up today. An Agentic Deployment Expert. That's your job from C-level to junior. Agentic Deployment Expert. Don't hire anybody else. You're going to regret it. They're going to stare at the camera. He's good. Stare at the camera. He's honorable. We could probably just I could slip away, get a coffee, and come back. No. And I I sound exasperated, Rory. And I—but the reason I am is I can just see I can see my best companies doing it. And I can see some companies I've invested in not doing it. And I want to cry. I just want to cry when they have no ADs on their team. I just—like you're flushing your years of your life down the toilet by not approaching your how you're building this company this way. [24:33] Rory: Yes. And at the risk of being positive, it's worth pointing out two things he didn't say. Well, something implicit why he said—Jason didn't do the only hire, you know, he didn't commit the um employment law, I think it's a civil penalty of saying only employ people below X who get the new new thing because he implicitly said anyone can do it provided you're willing to learn. And I think that's the big aha that's one of the positive statements to make here right? Look and I think it applies—I'm always wary of being "Hey, coming across, hey this this is the things that you all have to do." I think it applies to everyone including investors right? I mean I will say I have found that unless you're willing to invest the time learning these tools you actually shouldn't be investing in them. One of my partners Andy had this expression: "You know, if you decide you want to stop learning new things you probably should retire within 6 to 12 months and never write another check again." Maybe that's down to 3 to 6 months at this stage, right? And I think, you know, it's— [25:27] Harry Stebbings: Yeah, I actually I actually had a meeting with mine and Jason's biggest investor the other day and I—pretend he's not here—I said I think he's the most equipped investor for this generation of investing because I don't think anyone quite sits at the bleeding edge like he does on the investor side. [25:42] Harry Stebbings: Why in terms of using the equip stuff? Yeah. Yeah. In terms of using the stuff, understanding understanding bottlenecks, constraints. For sure. [25:51] Jason Lemkin: But can I just add one point? We can just cuz it's so important if it helps people. Okay, we are—and thank you Harry. We're going through these phases. Okay, and when AI started to blow up for real for us, uh call it early 2024, right? Maybe late '23, I wasn't equipped. It was too technical. I wasn't going to go in and figure out—I wasn't smart enough to figure out how to deal with a massively hallucinating LLM API and turn that and turn that into something magical. Kudos to investors and others that that got it in early '23, '22. I mean I remember I—I guess it was maybe SaaStr Annual '23. I was with David Sacks and I did a Q&A and I said, "How you thinking about AI at Craft?" He's like, "Well we're all in. We want 80% of '23 of investments to be AI." I'm like, "Great but like show me the show me the great ones in market." He's like, "They're all prototypes. We're all they're all they're all proof of concepts but we're all in anyway." That's where you kind of had to be in '23 if you weren't investing at like the LLM level. Okay, I wasn't smart enough. Then we went through this weird-ass prompt engineer era where like you you could torture these products to do something good, right? But you had to torture them. You had to like craft these crazy things that made no sense. Now we are in the era where mere ordinarily smart generalists can make these tools do magical things. And literally I go to these meetings and people be like, "I don't know how to like this is so scary. I don't know how to do this." And we show them our backends. Do you know how to do a workflow generator? Do you know how to do a a decision tree? Like we've been building these since software in the '90s. Okay, if you—I can show you all of our agents. The how they work is novel. They do have to be trained. You can't be lazy and have these agents work. But honestly, the the UI, the UX, the way we interact with them, it's just software. And so my point is: Pick yourself off the ground. This is your time now. If you felt lost in AI era, if you felt like you're behind, you don't understand what all these people are saying on X and Twitter and their Claude and and their and talking about all the 4.6 point Nano point and it's over—like you just it's not your world. This is your time. This is your time for the generalist that knows how to use software tools really really well. And I—this is my last point but it's so important. If ever in your recent life—and this is why you could be all you need to be is young at heart to Rory's point—if in the last three to five years you have successfully deployed a piece of enterprise software of any sort you yourself, not some agency you hired, but if you have deployed it, you can deploy any agentic tool. Any. And you can become the hero in your company and you can become the hero in your functional area. But I watch folks—I'm literally helping a company now that they're adding hundreds of sales folks this year with a new pre-IPO COO—he's not hasn't brought in a single tool, totally scared of it. Okay, it's not that hard. Did you use SalesLoft? Did you use Outreach? Did you use HubSpot? Do you know these tools? If you can deploy these tools, you can deploy a world-changing AI agent. And so this is the time for people like the folks that that were shut out of the AI revolution right now. The generalist folks that are not that know how to deploy software that don't even know how to build software. Like vibe coding for me was folks who knew how to build software, but you didn't have to be an engineer. Now, you just need to know how to deploy software to win with AI agents. That's all you need to know. So many people have these skills and they're petrified of AI. "How did you do that? How did you deploy an AI BDR?" Well, we bought a piece of software, we figured out how it worked for a day, we set it up in an afternoon, and then and then we did spend 30 months training it, which you didn't do with this old software because in the old days, we just had to manually upload all the data, right? And there was no training. The the only non-intuitive part is training these things. And it's it's it's just work. So that's why when I see folks on the management team not doing this, there's no excuse. You do not need to be technical to win with AI agents in Q2 of '26. You do not need to be even 1% technical. Not at all. So it's your time. Or you're going to get laid off. Or you're going to get laid off because you're not going to matter.
13:04

The most epic 13 minute AI rant I've heard in 2026 PS: My parent's heard this when I was playing it in the car and thought Jason ✨👾SaaStr.Ai✨ Lemkin went OFF like Stephen A Smith does on first take PPS: Full transcript below [17:00] Harry Stebbings: I I just wanted to ask Jason, if the people that we want are fundamentally different, the developers that we used to hire, we don't because AI writes the code for us. The marketers we don't want, the sales people we don't want—who who do we want genuinely? Like what is the attractive profile? Because your Anthropic’s and your OpenAIs are hiring, so so what are the people that we want in the companies of the future? [17:18] Jason Lemkin: Look, I know it sounds trite, but but the answer is simple. It's just the expression each year changes. We want folks that are genuinely AI fluent. It's pretty simple. Now you know, maybe last year we called them prompt engineers, right? That used to be a job. I don't know if you remember that actually used to be the hottest job on planet earth. Now no one needs a prompt engineer because it's pretty easy to prompt all these tools. That job died. Okay. Um and now we need go-to-market engineers. Um I think that job's going to die. We need—everyone needs so many forward deployed engineers. Like you can't hire enough forward deployed engineers. But uh you know um but Palantir just announced in whatever their their big their big event—they've gotten their deployment times down over 90% with forward deployed engineers. So that may become—so the this wave of disruption for the titles and the specificity, it's also exhaustingly accelerating. But it's really simple. You meet anyone for any role—sales, marketing, engineering, product, QA—they're they're either they're either they can't keep all of the ways they use AI to accelerate their job from spewing out of their mouth, or they're staring at you. It's there's nowhere in the middle. Like, and the person that comes in and says—it's it's it sounds Captain Obvious—but like, you know, you just had the whatever from Lovable, the the marketing head that was super popular on the show, right? She's just spewing AI-native insights into Lovable, right? It's not that complicated. You hire her, Elena, or whatever it is. You just hire her. It doesn't matter whether she's still in college or a junior or a senior or a middler, a left or right. And honestly, if you interview people, I would say of all even of the best startups I've invested in, maybe 30% of the management team meets this standard at best. 30%. Maybe less. And of the interviews I do in general, it's single-digit percents. It's just and in in that sense, it's the same as ever. Like you either lower the bar in hiring or you hire someone that's actually great. And someone that's actually great is so far ahead of you in how to apply to to employ the efficiencies of AI in their role, your jaw falls on the table. The difference is we used to need warm bodies. That's what's changing. We used to need warm bodies to answer the call, to do QA, to do code review, to to get the blue pixel to go from the upper left to the lower right. You laugh, but you need you literally needed to brute force this with humans. With AI, every day that goes by, the AI—you do not need brute force human beings on your team. And that's another reason they're shrinking. Why are all these new companies so efficient? They're just not brute forcing things with humans. They're just not. They're choosing not to. And so these team—all the brute forcers out there—everyone talks about how bloated teams got in 2021. I don't agree with that. I think they got as big as they needed to be when growth was high and you needed humans to do everything. All you look at these teams that that doubled—well if growth continued at 60% like the rate in early 2021 for 5 years or can help me do the math and every single thing a software company did required a human. You were understaffed by your 2021 headcount. You'd be sitting here in 2026. You every office in SoMa would be triple packed and you there wouldn't be enough humans to staff your company. It's just the world changed. [20:33] Harry Stebbings: Jason, you live on the bleeding edge. I think me and Rory see that and I think the world sees that when they hear you every week in terms of how you run SaaS. For all of the CEOs and execs who listen to the show, what would you advise them in terms of determining whether someone is AI fluent when they meet them for jobs, for talent? [20:51] Jason Lemkin: Here's I realized I was just asked this. I just did a review with a super fast startup growing just crossing 100 million and I was asked this question. And one of my favorite executives, I thought his answer was pretty dated and because he gave me an answer that was about 6 months old. The answer 6 months old is: "I look for folks in my team, I look for you know at what tools they play with." Okay, that was a great answer in like summer of 2025. Okay, I tried Lovable last week. Okay, the answer in 2026 is: "What commercial AI tool have you brought into your organization this month?" That's the test. Anyone that is on the bleeding edge that you would want to hire—now there are so many great products in the market. Okay, there is no excuse in any role to have not brought one tool a month into your organization. Okay, there—now there's going to be better and better tools and better and better products as the year goes on. What's the one you did? And you will see folks with their deer in the headlights to this question. What what sales tool? What marketing tool? What product tool? What engineering tool? What did you bring in? Why did you pick it? How does it working? Because if you're at remotely at the cutting edge, you're all over this. You're looking for the next agentic tools that will radically improve how you do business. This is—you think everyone thinks SaaS is at the bleeding edge, right? You know, you know, all we do is we're just looking for the tools and trying them. Okay? Okay, we're one year ahead of everybody else because we did the simplest thing in the world. Like we tried the tools early and we trained them. We trained them for a month. Okay, I'll give you—want hear a horrible example from this week? Super hot AI company valued at 6 billion. Okay, I'm not going to name it. Um, this week yesterday told us we had to quadruple what we spent on their product. Okay, their agent told us, right? And why did this happen? Okay. Well, at this $6 billion company, no one had trained the agent on its pricing properly. No one had tested it. They said, "Well, well, we've been in beta." And we said, "Well, when did the beta launch? A year ago." Okay, these are people asleep at at the wheel. You want somebody who the instant this comes up, they exactly know what the issue is. And "Hey, when I was at Lovable Replit, we trained the agent. This is how we did it. I brought in this tool. I brought in this tool that that Rory invested in last week. It solved all these issues." That's what you want to hear. And if they haven't brought in a tool in the last 30 days, at least deeply evaluated it. I don't really care whether they bought it, but gone so far down the funnel they can tell you—pick whatever tool: Fixie, Regie, GC, AIGC—I don't care how you went through it, you looked at it, you can tell me the eight ways it would improve the productivity of your business and three you didn't. Just don't hire that person because they're going to run your company to the ground. This is the job today. The job today is not to screw around on ChatGPT and to be a prompt engineer. The job today is to bring the best AI and agentic products into your organization and leverage all the hard work that the engineers have done building those products. That's your job. You don't have to screw around. You don't have to be a prompt engineer anymore. You have to be an agent deployment expert. A—this is the new job we're making up today. An Agentic Deployment Expert. That's your job from C-level to junior. Agentic Deployment Expert. Don't hire anybody else. You're going to regret it. They're going to stare at the camera. He's good. Stare at the camera. He's honorable. We could probably just I could slip away, get a coffee, and come back. No. And I I sound exasperated, Rory. And I—but the reason I am is I can just see I can see my best companies doing it. And I can see some companies I've invested in not doing it. And I want to cry. I just want to cry when they have no ADs on their team. I just—like you're flushing your years of your life down the toilet by not approaching your how you're building this company this way. [24:33] Rory: Yes. And at the risk of being positive, it's worth pointing out two things he didn't say. Well, something implicit why he said—Jason didn't do the only hire, you know, he didn't commit the um employment law, I think it's a civil penalty of saying only employ people below X who get the new new thing because he implicitly said anyone can do it provided you're willing to learn. And I think that's the big aha that's one of the positive statements to make here right? Look and I think it applies—I'm always wary of being "Hey, coming across, hey this this is the things that you all have to do." I think it applies to everyone including investors right? I mean I will say I have found that unless you're willing to invest the time learning these tools you actually shouldn't be investing in them. One of my partners Andy had this expression: "You know, if you decide you want to stop learning new things you probably should retire within 6 to 12 months and never write another check again." Maybe that's down to 3 to 6 months at this stage, right? And I think, you know, it's— [25:27] Harry Stebbings: Yeah, I actually I actually had a meeting with mine and Jason's biggest investor the other day and I—pretend he's not here—I said I think he's the most equipped investor for this generation of investing because I don't think anyone quite sits at the bleeding edge like he does on the investor side. [25:42] Harry Stebbings: Why in terms of using the equip stuff? Yeah. Yeah. In terms of using the stuff, understanding understanding bottlenecks, constraints. For sure. [25:51] Jason Lemkin: But can I just add one point? We can just cuz it's so important if it helps people. Okay, we are—and thank you Harry. We're going through these phases. Okay, and when AI started to blow up for real for us, uh call it early 2024, right? Maybe late '23, I wasn't equipped. It was too technical. I wasn't going to go in and figure out—I wasn't smart enough to figure out how to deal with a massively hallucinating LLM API and turn that and turn that into something magical. Kudos to investors and others that that got it in early '23, '22. I mean I remember I—I guess it was maybe SaaStr Annual '23. I was with David Sacks and I did a Q&A and I said, "How you thinking about AI at Craft?" He's like, "Well we're all in. We want 80% of '23 of investments to be AI." I'm like, "Great but like show me the show me the great ones in market." He's like, "They're all prototypes. We're all they're all they're all proof of concepts but we're all in anyway." That's where you kind of had to be in '23 if you weren't investing at like the LLM level. Okay, I wasn't smart enough. Then we went through this weird-ass prompt engineer era where like you you could torture these products to do something good, right? But you had to torture them. You had to like craft these crazy things that made no sense. Now we are in the era where mere ordinarily smart generalists can make these tools do magical things. And literally I go to these meetings and people be like, "I don't know how to like this is so scary. I don't know how to do this." And we show them our backends. Do you know how to do a workflow generator? Do you know how to do a a decision tree? Like we've been building these since software in the '90s. Okay, if you—I can show you all of our agents. The how they work is novel. They do have to be trained. You can't be lazy and have these agents work. But honestly, the the UI, the UX, the way we interact with them, it's just software. And so my point is: Pick yourself off the ground. This is your time now. If you felt lost in AI era, if you felt like you're behind, you don't understand what all these people are saying on X and Twitter and their Claude and and their and talking about all the 4.6 point Nano point and it's over—like you just it's not your world. This is your time. This is your time for the generalist that knows how to use software tools really really well. And I—this is my last point but it's so important. If ever in your recent life—and this is why you could be all you need to be is young at heart to Rory's point—if in the last three to five years you have successfully deployed a piece of enterprise software of any sort you yourself, not some agency you hired, but if you have deployed it, you can deploy any agentic tool. Any. And you can become the hero in your company and you can become the hero in your functional area. But I watch folks—I'm literally helping a company now that they're adding hundreds of sales folks this year with a new pre-IPO COO—he's not hasn't brought in a single tool, totally scared of it. Okay, it's not that hard. Did you use SalesLoft? Did you use Outreach? Did you use HubSpot? Do you know these tools? If you can deploy these tools, you can deploy a world-changing AI agent. And so this is the time for people like the folks that that were shut out of the AI revolution right now. The generalist folks that are not that know how to deploy software that don't even know how to build software. Like vibe coding for me was folks who knew how to build software, but you didn't have to be an engineer. Now, you just need to know how to deploy software to win with AI agents. That's all you need to know. So many people have these skills and they're petrified of AI. "How did you do that? How did you deploy an AI BDR?" Well, we bought a piece of software, we figured out how it worked for a day, we set it up in an afternoon, and then and then we did spend 30 months training it, which you didn't do with this old software because in the old days, we just had to manually upload all the data, right? And there was no training. The the only non-intuitive part is training these things. And it's it's it's just work. So that's why when I see folks on the management team not doing this, there's no excuse. You do not need to be technical to win with AI agents in Q2 of '26. You do not need to be even 1% technical. Not at all. So it's your time. Or you're going to get laid off. Or you're going to get laid off because you're not going to matter.

Arjun Mahadevan (Mr. LLC 🇺🇸)

37,744 görüntüleme • 5 ay önce

12 months ago i was surviving on tuna cans in Dubai this was the disgusting 12m² apartment I got kicked out for unpaid rent today I'm making $62K+/month from AI & live wherever I want in September 2024, i paid $4,000 to flew to Dubai for Hassan Haider's mastermind thinking I'd network for 3 days and go home what happened next was the most unhinged year of my life on day 1 I had a Closer Cartel sales interview at 12 AM Dubai time while staying at Paramount Hotel 1 AM: went to the balcony and met two men in their 40s first time I'd ever talked to actual millionaires they had yachts, showed me pictures with Real Madrid footballers, chain smoking on the top floor bars until 4 AM as a naive kid fresh out of college, i was completely enchanted by these guys they gave me the "sell me this pen" test on the spot - i remember nailing it half drunk lmao they were impressed enough to spend hours with me, showing off their lifestyle, promising rolexes, talking about making me rich after ONE conversation with these strangers, my 21-year-old brain made the most impulsive decision of my life: abandoned my entire US setup to move to Dubai permanently and join them on their venture of 'commodity trading' i thought i'd found my ticket to the top i didn't even attend a single mastermind event I paid $4,000 originally for my parents lost their fucking minds the household was in complete chaos for months thought I was getting scammed by "retarded people" I'd just met the honeymoon phase in dubai lasted exactly 14 days. then reality hit... these "mentors" were complete amateurs one was an alcoholic who'd be supportive one day, then threaten me the next would threaten me over 200 dirhams ($50) convinced me to invest my entire $4,000 net worth in commodity trading told me he had CIA connections who'd "take me down" as a 21-year-old dependent on visa sponsorship, these threats felt like death sentences a year later, still haven't seen that money back spent months trying to broker copper cathode, crude oil, gold deals worth tens of thousands thinking I'd make $50K commissions that would solve everything none of the deals ever closed just endless paperwork leading nowhere we were all inexperienced amateurs pretending to be commodity traders the survival period was insane my relationship w/ the landlord broke down when I couldn't pay rent for 2-3 weeks, i survived on 1-2 cans of tuna daily lost 22 pounds, went from 67kg to 57kg all my credit cards were over limits, all debit accounts negative, rent in dallas was overdue literally "live or die trying" mentality for 3 days couldn't even go back to my place had to go to bars and pick up different women just to have somewhere to sleep one from Iran, one from Eastern Europe, third i don't remember meanwhile i'm still trying everyday to make cash - training people at the gym, doing random gigs for anything get money in yet funnily enough despite being financially broke, i somehow maintained access to exclusive social circles would be invited to private superyachts with 7 millionaires and 30-40 Russian, Ukrainian, Swedish supermodels private mansion parties in Marina Bay the contrast i'd see on a day by day was surreal: one day surviving on tuna cans, next day in the burj khalifa at 3am at a girls place overlooking the business bay, then 4 hours later, i'm in my shoebox room the entire experience in dubai definitely taught me more lessons about life than i ever would watching a podcast or reading a book i learnt that personal energy & charisma matter more than financial status if i could access the highest social circles while being completely broke, then what can i not do? meanwhile, I was working remotely for Ticketmaster with massive timezone conflicts - getting warnings for poor performance daily. I wasn't even showing up to team meetings because I'd fuck off to random establishments to connect with people and try to make something happen if I'd been fired, would've lost my visa status and been permanently unable to return to the US was literally playing with my entire future amidst all this chaos, i did end up making one or two really good friends however the only solace i'd get once in a while was going to the Dubai Mall for hotpot, just having normal fun conversations one of them actually worked for the CIA - he'd have the coolest & most surreal stories, we would often hit the gym together and finally, the turning point came in November 2024 at 2 AM when i discovered a video about AI chatbots with nothing to lose, i built my first chatbot that night started selling basic AI services on Upwork began making real money from AI systems and kept doubling down on it around the start of this year, i returned to the US when AI work generated consistent income and since then, its been only up so yeah there was a fair amount of loneliness during that stint complete uncertainty on a day by day basis. in flight or fight mode pretty much 24/7 constantly thinking where i'm going to get my next 10 AED from but exposing myself to all of that turmoil has definitely given me an edge in business, whether it comes to negotiation, deal-making, seeing through shit, leading people, putting people in their place, etc if you're also chasing any kind of goal/ mission just remember that its never truly over it only is when you convince yourself it is you can always rise from the ashes and have an epic comeback story to tell
0:20

12 months ago i was surviving on tuna cans in Dubai this was the disgusting 12m² apartment I got kicked out for unpaid rent today I'm making $62K+/month from AI & live wherever I want in September 2024, i paid $4,000 to flew to Dubai for Hassan Haider's mastermind thinking I'd network for 3 days and go home what happened next was the most unhinged year of my life on day 1 I had a Closer Cartel sales interview at 12 AM Dubai time while staying at Paramount Hotel 1 AM: went to the balcony and met two men in their 40s first time I'd ever talked to actual millionaires they had yachts, showed me pictures with Real Madrid footballers, chain smoking on the top floor bars until 4 AM as a naive kid fresh out of college, i was completely enchanted by these guys they gave me the "sell me this pen" test on the spot - i remember nailing it half drunk lmao they were impressed enough to spend hours with me, showing off their lifestyle, promising rolexes, talking about making me rich after ONE conversation with these strangers, my 21-year-old brain made the most impulsive decision of my life: abandoned my entire US setup to move to Dubai permanently and join them on their venture of 'commodity trading' i thought i'd found my ticket to the top i didn't even attend a single mastermind event I paid $4,000 originally for my parents lost their fucking minds the household was in complete chaos for months thought I was getting scammed by "retarded people" I'd just met the honeymoon phase in dubai lasted exactly 14 days. then reality hit... these "mentors" were complete amateurs one was an alcoholic who'd be supportive one day, then threaten me the next would threaten me over 200 dirhams ($50) convinced me to invest my entire $4,000 net worth in commodity trading told me he had CIA connections who'd "take me down" as a 21-year-old dependent on visa sponsorship, these threats felt like death sentences a year later, still haven't seen that money back spent months trying to broker copper cathode, crude oil, gold deals worth tens of thousands thinking I'd make $50K commissions that would solve everything none of the deals ever closed just endless paperwork leading nowhere we were all inexperienced amateurs pretending to be commodity traders the survival period was insane my relationship w/ the landlord broke down when I couldn't pay rent for 2-3 weeks, i survived on 1-2 cans of tuna daily lost 22 pounds, went from 67kg to 57kg all my credit cards were over limits, all debit accounts negative, rent in dallas was overdue literally "live or die trying" mentality for 3 days couldn't even go back to my place had to go to bars and pick up different women just to have somewhere to sleep one from Iran, one from Eastern Europe, third i don't remember meanwhile i'm still trying everyday to make cash - training people at the gym, doing random gigs for anything get money in yet funnily enough despite being financially broke, i somehow maintained access to exclusive social circles would be invited to private superyachts with 7 millionaires and 30-40 Russian, Ukrainian, Swedish supermodels private mansion parties in Marina Bay the contrast i'd see on a day by day was surreal: one day surviving on tuna cans, next day in the burj khalifa at 3am at a girls place overlooking the business bay, then 4 hours later, i'm in my shoebox room the entire experience in dubai definitely taught me more lessons about life than i ever would watching a podcast or reading a book i learnt that personal energy & charisma matter more than financial status if i could access the highest social circles while being completely broke, then what can i not do? meanwhile, I was working remotely for Ticketmaster with massive timezone conflicts - getting warnings for poor performance daily. I wasn't even showing up to team meetings because I'd fuck off to random establishments to connect with people and try to make something happen if I'd been fired, would've lost my visa status and been permanently unable to return to the US was literally playing with my entire future amidst all this chaos, i did end up making one or two really good friends however the only solace i'd get once in a while was going to the Dubai Mall for hotpot, just having normal fun conversations one of them actually worked for the CIA - he'd have the coolest & most surreal stories, we would often hit the gym together and finally, the turning point came in November 2024 at 2 AM when i discovered a video about AI chatbots with nothing to lose, i built my first chatbot that night started selling basic AI services on Upwork began making real money from AI systems and kept doubling down on it around the start of this year, i returned to the US when AI work generated consistent income and since then, its been only up so yeah there was a fair amount of loneliness during that stint complete uncertainty on a day by day basis. in flight or fight mode pretty much 24/7 constantly thinking where i'm going to get my next 10 AED from but exposing myself to all of that turmoil has definitely given me an edge in business, whether it comes to negotiation, deal-making, seeing through shit, leading people, putting people in their place, etc if you're also chasing any kind of goal/ mission just remember that its never truly over it only is when you convince yourself it is you can always rise from the ashes and have an epic comeback story to tell

Aryan Mahajan

55,684 görüntüleme • 11 ay önce

"Expecting rebuttals to remain confined to journals, while misinformation spreads freely online, is neither realism nor appropriate. If something is promoted in public, it must be corrected in public." ~Proctor's Response to Coulthart (Why am I spending more time on this? American Alchemy's video on the mummies has 904,000 views. @incredhistory's video has 5,500 views. The original, sensationalistic claims always do MUCH better than any evidence that is presented later that throws cold water on said claims. That's always been an issue. That could change if Jesse makes a short video on his YT channel right now, linked to the @incredhistory video, and implores his viewers to watch it with an open mind. And/or if he pins a tweet linking his X followers to the "Incredible History" analysis.) "At one point in time, I was truly wondering if these [mummies] were a new species." ~Accused Debunker, Will Brown 🙂 "It's just too early, yet, for me to make any kind of definitive statement about what I think about these objects." ~Ross Coulthart (After watching the new video by "Incredible History" and the interview done on "Weaponized," it's not too early for me (and MANY other people) to say I believe they're fake. Others felt they were fake right from the start but I wanted to wait for more evidence. We have that now. From yesterday's "Reality Check" with Coulthart and Meagan Medick.) Coulthart: "I think (the new @incredhistory video) is important. It raises... I've actually been in touch with the gentleman who made it, Will (Brown), and I'm hoping to some stage, talk to him. And I'd like to include what he says in any analysis that we do on NewsNation about the tridactals." (Who are the experts featured in the new "Incredible History" video segments that I clipped below? Dr. Daniel Proctor (Galaxopithecus), "has a PhD in bio-anthropology. Specifically, his area of focus is the hands and the feet. He has published papers on the evolution of the hands and the feet, including focusing of the ability to grasp." Dr. Joseph A.P. Wilson (Joseph A P Wilson), "earned his doctorate in anthropology from the University of Florida. he's current lecturer in archeology at the University of Massachusetts Amherst, and part time lecturer in anthropology at Fairfield University. And more importantly., before academia, he worked as a molecular genetic technologist at Greenwood Genetic Center in South Carolina." Michele - Mrs Anthrope (Radiographer) - Mrs. Anthrope The descriptions of their credentials is from the "Incredible History" video which I clipped a few segments from and included below.) ~More from Reality Check~ Coulthart: "We've filmed in Peru, and we've spoken directly with the doctors there. As I said in social media commentary that was posted before I left Peru, it's just too early, yet, for me to make any kind of definitive statement about what I think about these objects. I'm very careful not to even say, beings." (Again, after the seeing the "Incredible History" video, it shouldn't be too early to offer up a new opinion.) Coulthart: "I certainly got the impression from the CT tomography scans that they seemed like intact beings of some kind. But frankly, I'm not an anatomist. I'm not an anthropologist or anyone with any kind of experience in a scientific analysis of these beings. And I think we'll have to go with what good science says. And all the way through in this, what the scientists in Peru have told me, and what the scientists in America and indeed in Mexico have told me, is they want independent review. They want independent assessment. "And I guess what I'm a little worried about is the partisan way, the way that on UFO, UAP, Twitter, social media, people take their positions and adopt in a definitive position once and for all. This is a hoax, or this is real. Frankly, I just don't think we know enough right now. I don't think you can base a final conclusion on an analysis of a couple of bones in one alleged being's scans. I've heard arguments two and for." (With the new information, it's NOT "partisan" and I am NOT saying "once and for all." But I think the arguments for fraud put forth by "Incredible History" are pretty damning and are enough to show anybody with an open mind that there are massive problems with the hypothesis that these are non-human beings or...hybrids of humans and non-humans. It appears to be a done deal: aka Fake.) Coulthart: "What I think will be definitive, and I'm aware that there is a DNA analysis underway at the moment. I don't know the name of the institution in the United States that's doing it, but there is some kind of DNA analysis underway, which will hopefully provide us with more answers as to the genetic origins of whatever these objects are. And that should be coming out sometime this year, hopefully fairly early up. "Until then, yes, I do think that we should acknowledge that there's been some great work done to raise, I think, serious questions about the legitimacy or the authenticity of the beings or the objects, but let's keep an open mind and let's reward and applaud good science where it's done. "This isn't like some kind of wrestling bout. You know, there's not a winner or a loser." (The credibility of the non-human subject is in danger of being set back because so many people in this community want to believe so hard and will ignore anything that goes against those beliefs. If these, apparent, hoaxes are not called out and done so, forcefully, we're all going to lose.) Coulthart: "Science is an iterative process where people basically do an analysis and make an assessment. Let's make those assessments, do the independent work, make sure that independent scientists with rigor get peer reviewed and checked and assessed, and then we can come up with a judgment. "I think the real tragedy would be if these are, potentially, if they are significantly important objects that have, basically, been procured as part of Peru's natural, cultural, significant history, it would be really tragic if, because of a sweeping assertion that these are a hoax, that the entire thing is not taken seriously. I'm not so sure I can dismiss it out of hand just because of this latest debunk, but I'm very, very happy to let independent, rigorous science do the do the guesswork and do the analysis." ~ (Will Brown (@incredhistory) responded to Coulthart's take via a reply to Meagan Medick's post.) Will Brown: "Curious why you all didn’t give the same reaction to Jesse Michel's (Jesse Michels) bold proclamations in a video that received 200x the views mine did on YouTube? "Similar question for Jay Anderson’s (Jay Anderson) 'scientific proof' video which has 10X the views? "Perhaps it’s because those videos don’t throw a wrench in whatever it is you are working on? "…any and all documentaries and books moving forward should include Steve Mera's testimony about what’s actually going on in Palpa." ~ Will Brown: "Hey Ross Coulthart, I’m hoping you’ll correct yourself here. In this video you stated we only looked at scans for one of the 'beings.' That is false. The video covers Maria and Monseratt. The Podcast with Jeremy Kenyon Lockyer Corbell and George Knapp adds Paloma in addition to Maria and Monseratt... All of which have multiple signs of manipulation on hands and feet. "You told me you watched my video…you even said you thought it was excellent and that it brought up legitimate concerns. "Did you actually watch the video? "Your statements today make me believe that you didn’t watch at all." ~ (And here's Dr. Daniel Proctor's (Galaxopithecus) response to Coulthart, and others, who are holding out hope for new DNA analysis.) Proctor: "I want to respond to Ross Coulthart’s recent caution that we should be careful calling the Nazca mummies a 'hoax' because they might represent cultural heritage, and to his claim that DNA should be more definitive than anatomy. "Respectfully, this framing gets the issue backwards. "First, there is nothing new here. 'Maria' was introduced nearly a decade ago. She did not appear last year, or this year, or as some sudden scientific revelation. She has been circulating since roughly 2015–2016, and in that entire span she has never been properly documented in reputable osteological, archaeological, or forensic journals. There is no provenience, as they allegedly come from a cave from an undisclosed location. No controlled excavation, no chain of custody, no standard reports of any nature, and anonymous discoverer. "What we are actually seeing is a slow drip of bodies, which are always sensational, always just beyond proper access, always promoted as revolutionary, and always somehow unable to withstand normal scientific scrutiny. That pattern is not accidental. "Second, anatomy is not secondary evidence. "The idea that DNA should be privileged over gross anatomy in evaluating human remains is baffling. Anatomy is primary data. Bones do not lie about how they articulate. Hand bones do not mysteriously relocate into feet. Developmental biology places hard constraints on what a viable organism can look like. "DNA can tell you what tissue something came from, within the strict parameters for which the tests have been designed. No mainstream lab has tests for some hypothetical 'alien' DNA. "Anatomy tells you whether the body ever existed as a coherent organism. In this case, the anatomy alone demonstrates fabrication. That is not speculative. It is observable. "Third, the cultural-heritage argument is deeply ironic. "The Nazca mummy trade, because that is what this is, destroys real cultural heritage. Looting graves, ghoulishly disarticulating bodies, recombining bones, and fabricating specimens for sale and spectacle is the opposite of preservation. Calling attention to that destruction is not disrespectful, on the contrary, it is necessary. "We have seen this playbook before. The commercialization of mummies, the alienization of cranial modification, and the recycling of colonial myths about 'non-human' ancient peoples. 'None of this is new. 'What is new is the social-media amplification. "Which brings me to Ross’s discomfort with debunking (or defending) these claims on social media rather than in scientific venues. "Here’s the problem: this hoax does not live in scientific venues. "It never has. "It lives on YouTube, on X, on press conferences, in podcasts, and in staged congressional spectacles. It is an argument of persuasion, not evidence. Expecting rebuttals to remain confined to journals, while misinformation spreads freely online, is neither realism nor appropriate. If something is promoted in public, it must be corrected in public. "Finally, caution cuts both ways. Being 'diplomatic' toward a hoax that incentivizes grave robbery, fuels pseudoscience, and misrepresents Indigenous pasts does not protect heritage. It only enables its continued destruction."
8:29

"Expecting rebuttals to remain confined to journals, while misinformation spreads freely online, is neither realism nor appropriate. If something is promoted in public, it must be corrected in public." ~Proctor's Response to Coulthart (Why am I spending more time on this? American Alchemy's video on the mummies has 904,000 views. @incredhistory's video has 5,500 views. The original, sensationalistic claims always do MUCH better than any evidence that is presented later that throws cold water on said claims. That's always been an issue. That could change if Jesse makes a short video on his YT channel right now, linked to the @incredhistory video, and implores his viewers to watch it with an open mind. And/or if he pins a tweet linking his X followers to the "Incredible History" analysis.) "At one point in time, I was truly wondering if these [mummies] were a new species." ~Accused Debunker, Will Brown 🙂 "It's just too early, yet, for me to make any kind of definitive statement about what I think about these objects." ~Ross Coulthart (After watching the new video by "Incredible History" and the interview done on "Weaponized," it's not too early for me (and MANY other people) to say I believe they're fake. Others felt they were fake right from the start but I wanted to wait for more evidence. We have that now. From yesterday's "Reality Check" with Coulthart and Meagan Medick.) Coulthart: "I think (the new @incredhistory video) is important. It raises... I've actually been in touch with the gentleman who made it, Will (Brown), and I'm hoping to some stage, talk to him. And I'd like to include what he says in any analysis that we do on NewsNation about the tridactals." (Who are the experts featured in the new "Incredible History" video segments that I clipped below? Dr. Daniel Proctor (Galaxopithecus), "has a PhD in bio-anthropology. Specifically, his area of focus is the hands and the feet. He has published papers on the evolution of the hands and the feet, including focusing of the ability to grasp." Dr. Joseph A.P. Wilson (Joseph A P Wilson), "earned his doctorate in anthropology from the University of Florida. he's current lecturer in archeology at the University of Massachusetts Amherst, and part time lecturer in anthropology at Fairfield University. And more importantly., before academia, he worked as a molecular genetic technologist at Greenwood Genetic Center in South Carolina." Michele - Mrs Anthrope (Radiographer) - Mrs. Anthrope The descriptions of their credentials is from the "Incredible History" video which I clipped a few segments from and included below.) ~More from Reality Check~ Coulthart: "We've filmed in Peru, and we've spoken directly with the doctors there. As I said in social media commentary that was posted before I left Peru, it's just too early, yet, for me to make any kind of definitive statement about what I think about these objects. I'm very careful not to even say, beings." (Again, after the seeing the "Incredible History" video, it shouldn't be too early to offer up a new opinion.) Coulthart: "I certainly got the impression from the CT tomography scans that they seemed like intact beings of some kind. But frankly, I'm not an anatomist. I'm not an anthropologist or anyone with any kind of experience in a scientific analysis of these beings. And I think we'll have to go with what good science says. And all the way through in this, what the scientists in Peru have told me, and what the scientists in America and indeed in Mexico have told me, is they want independent review. They want independent assessment. "And I guess what I'm a little worried about is the partisan way, the way that on UFO, UAP, Twitter, social media, people take their positions and adopt in a definitive position once and for all. This is a hoax, or this is real. Frankly, I just don't think we know enough right now. I don't think you can base a final conclusion on an analysis of a couple of bones in one alleged being's scans. I've heard arguments two and for." (With the new information, it's NOT "partisan" and I am NOT saying "once and for all." But I think the arguments for fraud put forth by "Incredible History" are pretty damning and are enough to show anybody with an open mind that there are massive problems with the hypothesis that these are non-human beings or...hybrids of humans and non-humans. It appears to be a done deal: aka Fake.) Coulthart: "What I think will be definitive, and I'm aware that there is a DNA analysis underway at the moment. I don't know the name of the institution in the United States that's doing it, but there is some kind of DNA analysis underway, which will hopefully provide us with more answers as to the genetic origins of whatever these objects are. And that should be coming out sometime this year, hopefully fairly early up. "Until then, yes, I do think that we should acknowledge that there's been some great work done to raise, I think, serious questions about the legitimacy or the authenticity of the beings or the objects, but let's keep an open mind and let's reward and applaud good science where it's done. "This isn't like some kind of wrestling bout. You know, there's not a winner or a loser." (The credibility of the non-human subject is in danger of being set back because so many people in this community want to believe so hard and will ignore anything that goes against those beliefs. If these, apparent, hoaxes are not called out and done so, forcefully, we're all going to lose.) Coulthart: "Science is an iterative process where people basically do an analysis and make an assessment. Let's make those assessments, do the independent work, make sure that independent scientists with rigor get peer reviewed and checked and assessed, and then we can come up with a judgment. "I think the real tragedy would be if these are, potentially, if they are significantly important objects that have, basically, been procured as part of Peru's natural, cultural, significant history, it would be really tragic if, because of a sweeping assertion that these are a hoax, that the entire thing is not taken seriously. I'm not so sure I can dismiss it out of hand just because of this latest debunk, but I'm very, very happy to let independent, rigorous science do the do the guesswork and do the analysis." ~ (Will Brown (@incredhistory) responded to Coulthart's take via a reply to Meagan Medick's post.) Will Brown: "Curious why you all didn’t give the same reaction to Jesse Michel's (Jesse Michels) bold proclamations in a video that received 200x the views mine did on YouTube? "Similar question for Jay Anderson’s (Jay Anderson) 'scientific proof' video which has 10X the views? "Perhaps it’s because those videos don’t throw a wrench in whatever it is you are working on? "…any and all documentaries and books moving forward should include Steve Mera's testimony about what’s actually going on in Palpa." ~ Will Brown: "Hey Ross Coulthart, I’m hoping you’ll correct yourself here. In this video you stated we only looked at scans for one of the 'beings.' That is false. The video covers Maria and Monseratt. The Podcast with Jeremy Kenyon Lockyer Corbell and George Knapp adds Paloma in addition to Maria and Monseratt... All of which have multiple signs of manipulation on hands and feet. "You told me you watched my video…you even said you thought it was excellent and that it brought up legitimate concerns. "Did you actually watch the video? "Your statements today make me believe that you didn’t watch at all." ~ (And here's Dr. Daniel Proctor's (Galaxopithecus) response to Coulthart, and others, who are holding out hope for new DNA analysis.) Proctor: "I want to respond to Ross Coulthart’s recent caution that we should be careful calling the Nazca mummies a 'hoax' because they might represent cultural heritage, and to his claim that DNA should be more definitive than anatomy. "Respectfully, this framing gets the issue backwards. "First, there is nothing new here. 'Maria' was introduced nearly a decade ago. She did not appear last year, or this year, or as some sudden scientific revelation. She has been circulating since roughly 2015–2016, and in that entire span she has never been properly documented in reputable osteological, archaeological, or forensic journals. There is no provenience, as they allegedly come from a cave from an undisclosed location. No controlled excavation, no chain of custody, no standard reports of any nature, and anonymous discoverer. "What we are actually seeing is a slow drip of bodies, which are always sensational, always just beyond proper access, always promoted as revolutionary, and always somehow unable to withstand normal scientific scrutiny. That pattern is not accidental. "Second, anatomy is not secondary evidence. "The idea that DNA should be privileged over gross anatomy in evaluating human remains is baffling. Anatomy is primary data. Bones do not lie about how they articulate. Hand bones do not mysteriously relocate into feet. Developmental biology places hard constraints on what a viable organism can look like. "DNA can tell you what tissue something came from, within the strict parameters for which the tests have been designed. No mainstream lab has tests for some hypothetical 'alien' DNA. "Anatomy tells you whether the body ever existed as a coherent organism. In this case, the anatomy alone demonstrates fabrication. That is not speculative. It is observable. "Third, the cultural-heritage argument is deeply ironic. "The Nazca mummy trade, because that is what this is, destroys real cultural heritage. Looting graves, ghoulishly disarticulating bodies, recombining bones, and fabricating specimens for sale and spectacle is the opposite of preservation. Calling attention to that destruction is not disrespectful, on the contrary, it is necessary. "We have seen this playbook before. The commercialization of mummies, the alienization of cranial modification, and the recycling of colonial myths about 'non-human' ancient peoples. 'None of this is new. 'What is new is the social-media amplification. "Which brings me to Ross’s discomfort with debunking (or defending) these claims on social media rather than in scientific venues. "Here’s the problem: this hoax does not live in scientific venues. "It never has. "It lives on YouTube, on X, on press conferences, in podcasts, and in staged congressional spectacles. It is an argument of persuasion, not evidence. Expecting rebuttals to remain confined to journals, while misinformation spreads freely online, is neither realism nor appropriate. If something is promoted in public, it must be corrected in public. "Finally, caution cuts both ways. Being 'diplomatic' toward a hoax that incentivizes grave robbery, fuels pseudoscience, and misrepresents Indigenous pasts does not protect heritage. It only enables its continued destruction."

Joe Murgia

44,343 görüntüleme • 7 ay önce

Qwen 3.8 27B on hit 3.3x faster decode in 7 days. Here's what happened and what we're thinking next. Result (so far) Median decode speed increased from 26 tok/s to 87.9 tok/s on the verifier M5 Max (33 to 93.1 tok/s across the eight prompts), with prefill around 971.8 tok/s. This came out of a collective effort: 31 solvers across 67 improvements. Most of the recent ones run custom MTP heads that draft and accept ~3.9 tokens per round while still matching serial output exactly. Why this matters Beyond the performance itself, two things stand out to me. (1) Dense models on Apple Silicon were supposed to be the hard case. "Everyone knows Macs are slow at dense models." But watching the community take it from the usual baseline to >3x in seven days shows the low-hanging fruit was still there. (2) Open-weight models have been small and effective for a while. This is the first time one is small and frontier. Qwen 3.8 27B is an extremely strong dense model, comparable in capability to Opus 4.6 (Max). Running it at usable speed (>45 tok/s) is a step change for local AI users. What we improved about the challenge itself This is our second challenge, and we took the feedback from the Laguna track and rebuilt a few core pieces. - Speculative decoding (native MTP) was available and editable on day one instead of bolted on later. - Scoring became the median of eight independent prompt speedups over pure serial decode (anchored at 1.0, floor 0.90, ceiling 3.0), so no single fixture could dominate. - The leaderboard now ranks total contribution rather than just the current record holder. - Every submission gets automated screening for gaming before it scores. I really appreciate folks who's provided feedback. Naming a few that came to mind Ivan Fioravanti ᯅ TheDavidTai Morgan McGuire poly Takeshi7 Steven Gumbii.Digital Tanishq Dubey Arjun Ram Andrey 🦃 Petrov tiny edge David Zhang Jaime Rader Peter and many others on slack! We also widened the editable surface to include the MTP head weights themselves, the full draft/verify loop, and a large set of the underlying Metal kernels. How we got to the 3x speedup Here's a summary from Grok. Much of it is beyond my understanding, but I expect people (and agents) smarter than I am can take these insights and apply them in other contexts. Custom MTP heads + adaptive draft policy People stopped treating the head as fixed and started training or editing it for higher acceptance under the exact verify constraints. Combined with per-round draft counts that can adapt (0 to 8), this is what pushed average accepted tokens from ~1-2 up to 3.9 on the top runs. Tighter verify-block and KV rollback paths The Swift session code for assembling the verify pass, snapshotting KV, and rolling back on rejects got cleaned up a lot. Small latency wins here compound once you're drafting ~four tokens at a time. Metal kernel work on the hot paths SDPA, the MoE gather GEMM, RoPE, RMSNorm, and a few of the smaller element-wise ops saw targeted edits. Most of the gains only show up once the verify width is high and the memory traffic pattern changes. Fidelity-preserving residual handling Several submissions improved how residuals and acceptance decisions are managed, so that higher draft depth doesn't quietly degrade the token match rate. The gates stayed strict: every emitted token still has to equal serial, so these were real engineering wins rather than score hacks. What's next for Qwen 3.8 27B MLX. We plan to keep the track live a bit longer, then switch to Qwen 3.8's MoE version (rumored to be 35B-A3B). Given the recent DFlash 2 announcement, we're also looking at whether we can support broader speculative methods. The current surface already supports a lot of experimentation. The main gaps are better upstreaming for local usage and clearer docs on how the benchmark and verifier work. Multiplatform. In parallel, we're experimenting with running a similar effort around CUDA for Qwen 3.8 27B. A lot of people have asked for this, since the two communities overlap quite a bit. Our goal is to ship the CUDA version next week. We'd also love to partner with Qwen on it. If anyone has a connection there, please introduce us, and we'll see if they're down to match a bounty with us to push this out. What's most useful for the broader MLX community The improvements from the challenge are already upstreamed inside Darkbloom, and we're seeing ~2x faster decode in our production traffic for Qwen. Outside the challenge itself, something I've been thinking about deeply, and that a few community members have raised, is how to make these results useful to more people. There are many individual efforts happening across the MLX community, and honestly, the more I dig in, the more confused I get by the overlapping libraries and concepts. I'm sure I'm not alone, and newcomers probably feel the same. That's no one's fault, just the growing pains of an open source community. I don't expect I'm gonna come up with the answer, but I'd love to learn more about what different folks are working on and how they're thinking about their roadmaps. I'll share what I learn along the way, and hopefully someone smarter than me can turn it into a proposal for us to rally around.
0:27

Qwen 3.8 27B on hit 3.3x faster decode in 7 days. Here's what happened and what we're thinking next. Result (so far) Median decode speed increased from 26 tok/s to 87.9 tok/s on the verifier M5 Max (33 to 93.1 tok/s across the eight prompts), with prefill around 971.8 tok/s. This came out of a collective effort: 31 solvers across 67 improvements. Most of the recent ones run custom MTP heads that draft and accept ~3.9 tokens per round while still matching serial output exactly. Why this matters Beyond the performance itself, two things stand out to me. (1) Dense models on Apple Silicon were supposed to be the hard case. "Everyone knows Macs are slow at dense models." But watching the community take it from the usual baseline to >3x in seven days shows the low-hanging fruit was still there. (2) Open-weight models have been small and effective for a while. This is the first time one is small and frontier. Qwen 3.8 27B is an extremely strong dense model, comparable in capability to Opus 4.6 (Max). Running it at usable speed (>45 tok/s) is a step change for local AI users. What we improved about the challenge itself This is our second challenge, and we took the feedback from the Laguna track and rebuilt a few core pieces. - Speculative decoding (native MTP) was available and editable on day one instead of bolted on later. - Scoring became the median of eight independent prompt speedups over pure serial decode (anchored at 1.0, floor 0.90, ceiling 3.0), so no single fixture could dominate. - The leaderboard now ranks total contribution rather than just the current record holder. - Every submission gets automated screening for gaming before it scores. I really appreciate folks who's provided feedback. Naming a few that came to mind Ivan Fioravanti ᯅ TheDavidTai Morgan McGuire poly Takeshi7 Steven Gumbii.Digital Tanishq Dubey Arjun Ram Andrey 🦃 Petrov tiny edge David Zhang Jaime Rader Peter and many others on slack! We also widened the editable surface to include the MTP head weights themselves, the full draft/verify loop, and a large set of the underlying Metal kernels. How we got to the 3x speedup Here's a summary from Grok. Much of it is beyond my understanding, but I expect people (and agents) smarter than I am can take these insights and apply them in other contexts. Custom MTP heads + adaptive draft policy People stopped treating the head as fixed and started training or editing it for higher acceptance under the exact verify constraints. Combined with per-round draft counts that can adapt (0 to 8), this is what pushed average accepted tokens from ~1-2 up to 3.9 on the top runs. Tighter verify-block and KV rollback paths The Swift session code for assembling the verify pass, snapshotting KV, and rolling back on rejects got cleaned up a lot. Small latency wins here compound once you're drafting ~four tokens at a time. Metal kernel work on the hot paths SDPA, the MoE gather GEMM, RoPE, RMSNorm, and a few of the smaller element-wise ops saw targeted edits. Most of the gains only show up once the verify width is high and the memory traffic pattern changes. Fidelity-preserving residual handling Several submissions improved how residuals and acceptance decisions are managed, so that higher draft depth doesn't quietly degrade the token match rate. The gates stayed strict: every emitted token still has to equal serial, so these were real engineering wins rather than score hacks. What's next for Qwen 3.8 27B MLX. We plan to keep the track live a bit longer, then switch to Qwen 3.8's MoE version (rumored to be 35B-A3B). Given the recent DFlash 2 announcement, we're also looking at whether we can support broader speculative methods. The current surface already supports a lot of experimentation. The main gaps are better upstreaming for local usage and clearer docs on how the benchmark and verifier work. Multiplatform. In parallel, we're experimenting with running a similar effort around CUDA for Qwen 3.8 27B. A lot of people have asked for this, since the two communities overlap quite a bit. Our goal is to ship the CUDA version next week. We'd also love to partner with Qwen on it. If anyone has a connection there, please introduce us, and we'll see if they're down to match a bounty with us to push this out. What's most useful for the broader MLX community The improvements from the challenge are already upstreamed inside Darkbloom, and we're seeing ~2x faster decode in our production traffic for Qwen. Outside the challenge itself, something I've been thinking about deeply, and that a few community members have raised, is how to make these results useful to more people. There are many individual efforts happening across the MLX community, and honestly, the more I dig in, the more confused I get by the overlapping libraries and concepts. I'm sure I'm not alone, and newcomers probably feel the same. That's no one's fault, just the growing pains of an open source community. I don't expect I'm gonna come up with the answer, but I'd love to learn more about what different folks are working on and how they're thinking about their roadmaps. I'll share what I learn along the way, and hopefully someone smarter than me can turn it into a proposal for us to rally around.

Kydo

30,202 görüntüleme • 6 gün önce

Surprising progress from ~3 months of teaching the 8yo to do "keepy uppy" with a soccer ball. Some lessons learned... First, this skill is embedded in a larger goal that he cares about. He wants to be a better footballer (I hate calling it "soccer", which comes from a contraction of "association" 🤮). This means there is some baseline motivation. This helps you get through the times it sucks to practice. And by the way... It's ok if it sucks (just not too much). What you don't see here is him failing 1,000 times and rage quitting. Probably 1/3 of the sessions involve tears. But you get the biggest gains when you're in your "zone of proximal development" -- the place where it's not too hard, not too easy. It took a lot of cajoling to get him through the early sessions when there wasn't much progress yet. It has to be his choice. When he gets upset, I don't force him. I just ask him if he wants to quit. He never does. I think if I forced him to stick with it, he would be less motivated. By asking him to step outside his momentary frustration and make the decision to quit or not, I think I'm helping him have the space to think about how this connects to his larger goal. But I don't really know. Human motivation is mysterious. Long consistency + intensity, short duration. We do 15 minutes a day, every day. First thing in the morning. I believe duration of training is overrated. In school for example, I think we could get more learning in 30 intense minutes per day than we get in 6 hours a day plus homework now. It takes more effort to do 15 minutes of keepy uppy than it takes to do 2 hours of team practice. And I bet the payoff is higher. Same applies to learning anything. Encouragement is underrated. I watch him while I exercise and drink my coffee. I say "beautiful" even when he messes it up (I got that from Richard Williams, Venus and Serena's dad). I celebrate his PRs. I take videos and I chart his daily progress so he can see the wins. Three months ago he could get 3 at his max, now his average is over 30. Seeing this progress over time has made it easier for him to show up and do the work every day. One focus at a time. We interleave other soccer skills (like shooting and dribbling), but tend to hyper focus on one area at a time so that we see fast progress. We use the same principle in our homeschooling. We are always working on a few things at once, but there is only one priority at a time. Start easy to build momentum. When you start your kids on a skill, you just want to be able to get *any* success at all. Don't be afraid to make it so easy it almost doesn't seem like the same skill. When we started I had him let the ball bounce between each kick. If I didn't do that it would have been so much harder for him to do keep uppy that he might have just quit. You want kids to get momentum in any skill, and you shouldn't be afraid to make the first steps so easy it almost doesn't seem like even the same skill. Focus on fundamentals. You might ask if keepy uppy is even important, since the real game is played mostly on the ground. The reason is found in the slight shuffling of his feet between each hit. In the real game, the quality of your control touch, shooting, and dribbling primarily comes down to these micro foot movements and how they position your body for balance. Keepy uppy trains the nervous system to a level of precision that is otherwise hard to attain. For education, the analogy is probably to something like reading. Reading is fundamental and makes you better at learning everything else, even if what you're reading about is unrelated to what you'll learn later. Students today would probably be better off just reading more vs. doing most of what passes today for "education." Beware of thresholds. The best people at keep uppy are not pro footballers. Every skill has a threshold where getting better at it confers little extra benefit. In education, I think the most obvious example is math. Everyone needs to master some fundmentals, but beyond it's rare to become more successful by getting better at math. Your effort is better spent on some complementary skill where you are weaker. Dress for success. Just kidding. I don't know why he's dressed like a ninja. That's all for now. Would love to hear how you guys think about building skills in the comments. 🙏
0:27

Surprising progress from ~3 months of teaching the 8yo to do "keepy uppy" with a soccer ball. Some lessons learned... First, this skill is embedded in a larger goal that he cares about. He wants to be a better footballer (I hate calling it "soccer", which comes from a contraction of "association" 🤮). This means there is some baseline motivation. This helps you get through the times it sucks to practice. And by the way... It's ok if it sucks (just not too much). What you don't see here is him failing 1,000 times and rage quitting. Probably 1/3 of the sessions involve tears. But you get the biggest gains when you're in your "zone of proximal development" -- the place where it's not too hard, not too easy. It took a lot of cajoling to get him through the early sessions when there wasn't much progress yet. It has to be his choice. When he gets upset, I don't force him. I just ask him if he wants to quit. He never does. I think if I forced him to stick with it, he would be less motivated. By asking him to step outside his momentary frustration and make the decision to quit or not, I think I'm helping him have the space to think about how this connects to his larger goal. But I don't really know. Human motivation is mysterious. Long consistency + intensity, short duration. We do 15 minutes a day, every day. First thing in the morning. I believe duration of training is overrated. In school for example, I think we could get more learning in 30 intense minutes per day than we get in 6 hours a day plus homework now. It takes more effort to do 15 minutes of keepy uppy than it takes to do 2 hours of team practice. And I bet the payoff is higher. Same applies to learning anything. Encouragement is underrated. I watch him while I exercise and drink my coffee. I say "beautiful" even when he messes it up (I got that from Richard Williams, Venus and Serena's dad). I celebrate his PRs. I take videos and I chart his daily progress so he can see the wins. Three months ago he could get 3 at his max, now his average is over 30. Seeing this progress over time has made it easier for him to show up and do the work every day. One focus at a time. We interleave other soccer skills (like shooting and dribbling), but tend to hyper focus on one area at a time so that we see fast progress. We use the same principle in our homeschooling. We are always working on a few things at once, but there is only one priority at a time. Start easy to build momentum. When you start your kids on a skill, you just want to be able to get *any* success at all. Don't be afraid to make it so easy it almost doesn't seem like the same skill. When we started I had him let the ball bounce between each kick. If I didn't do that it would have been so much harder for him to do keep uppy that he might have just quit. You want kids to get momentum in any skill, and you shouldn't be afraid to make the first steps so easy it almost doesn't seem like even the same skill. Focus on fundamentals. You might ask if keepy uppy is even important, since the real game is played mostly on the ground. The reason is found in the slight shuffling of his feet between each hit. In the real game, the quality of your control touch, shooting, and dribbling primarily comes down to these micro foot movements and how they position your body for balance. Keepy uppy trains the nervous system to a level of precision that is otherwise hard to attain. For education, the analogy is probably to something like reading. Reading is fundamental and makes you better at learning everything else, even if what you're reading about is unrelated to what you'll learn later. Students today would probably be better off just reading more vs. doing most of what passes today for "education." Beware of thresholds. The best people at keep uppy are not pro footballers. Every skill has a threshold where getting better at it confers little extra benefit. In education, I think the most obvious example is math. Everyone needs to master some fundmentals, but beyond it's rare to become more successful by getting better at math. Your effort is better spent on some complementary skill where you are weaker. Dress for success. Just kidding. I don't know why he's dressed like a ninja. That's all for now. Would love to hear how you guys think about building skills in the comments. 🙏

Chrisman

80,718 görüntüleme • 2 yıl önce

My partner and I got attacked at Download Festival on Sunday. We just stopped to watch a band and a women sat about 10 feet behind us in a chair marched up behind us and shouted 'f*cking get out of my way'. We told her it's a festival, we can stand where we like and you can stand up if you want to see the band. chill out! A young women next to me said she had said the same to her. The woman then continued a tirade of verbal abuse which included, you are a pair of 'big c*ocks', and 'I am going to hit you'. She then ran up behind me, ripped my hat off my head which pulled my neck back and then threw my hat into the crowd. Her male friend then punched my partner in the face. When I turned I pushed her away from me, she then grabbed my hair and kept pulling it until I was on the ground she then repeatedly kicked me in the head, face and body with her heavy boots . Luckily some wonderful bystanders pulled her away from me, as she was much bigger than me, both in height and width. We went to the security and police and they said because I pushed her I would be offered a Community Resolution, which I refused to accept. They also said we might be evicted from the festival. We were not treated as victims of assault we were treated as trouble makers. The police failed to take a full statement from us and the Download security didn't even bother talking to us, just the people that attacked us. These terrible people weren't arrested or evicted from the festival, they were allowed to stay and to potentially go on to verbally abuse and attack other innocent people. I complained to the police and did another statement yesterday. The man taking the statement was shocked as it did not come across as we were victims at all in the statement taken at the festival. It's shocking that a police office saw the video of me on the floor being repeatedly kicked in the head and face and failed to report it correctly, identify us a victims of assault and evict or arrest our attackers. I am a 55 year old woman with epilepsy, I don't drink or take drugs, my parter is 53 and didn't drink as he was driving. I was looking forward to Download as a distraction as my Mum has just been killed by medical negligence and I have been spending my time dealing with the coroners and all that goes with it. It's been the worst time of my life and this experience has just sent me over the edge. Shame on the police for victim blaming and failing to protect the public from dangerous people. As for the person at Download security you should be ashamed of yourself, believing them over us and not bothering to collect evidence from both sides. I have attached a video of me being attacked and some photos of the aggressive woman. In one of the photos you can see her being held back, so she would have happily gone back in to attack me again. I had to go home as I didn't feel safe staying, as they were still at the festival, plus I wasn't in any fit state to stay. I currently can't work as my chest has been stamped on and i'm struggling to move and breath properly. Eating is fun as the right side of my face and teeth are really uncomfortable and my lip is cut. My vision has also been intermittently blurry and I have felt dizzy. I work for myself, so getting paid time off isn't an option. We did get some witnesses but if you or anyone you know saw this women attacking or verbally abusing anyone please let me know. Let's get the face of the women who thinks it's ok to stamp on someones face and head at Download Festival known. People like this should be banned from any festival for life. A big thanks to all the wonderful people who helped me. Download is a great festival, it's such a shame people like this spoil it for others.
0:24

My partner and I got attacked at Download Festival on Sunday. We just stopped to watch a band and a women sat about 10 feet behind us in a chair marched up behind us and shouted 'f*cking get out of my way'. We told her it's a festival, we can stand where we like and you can stand up if you want to see the band. chill out! A young women next to me said she had said the same to her. The woman then continued a tirade of verbal abuse which included, you are a pair of 'big c*ocks', and 'I am going to hit you'. She then ran up behind me, ripped my hat off my head which pulled my neck back and then threw my hat into the crowd. Her male friend then punched my partner in the face. When I turned I pushed her away from me, she then grabbed my hair and kept pulling it until I was on the ground she then repeatedly kicked me in the head, face and body with her heavy boots . Luckily some wonderful bystanders pulled her away from me, as she was much bigger than me, both in height and width. We went to the security and police and they said because I pushed her I would be offered a Community Resolution, which I refused to accept. They also said we might be evicted from the festival. We were not treated as victims of assault we were treated as trouble makers. The police failed to take a full statement from us and the Download security didn't even bother talking to us, just the people that attacked us. These terrible people weren't arrested or evicted from the festival, they were allowed to stay and to potentially go on to verbally abuse and attack other innocent people. I complained to the police and did another statement yesterday. The man taking the statement was shocked as it did not come across as we were victims at all in the statement taken at the festival. It's shocking that a police office saw the video of me on the floor being repeatedly kicked in the head and face and failed to report it correctly, identify us a victims of assault and evict or arrest our attackers. I am a 55 year old woman with epilepsy, I don't drink or take drugs, my parter is 53 and didn't drink as he was driving. I was looking forward to Download as a distraction as my Mum has just been killed by medical negligence and I have been spending my time dealing with the coroners and all that goes with it. It's been the worst time of my life and this experience has just sent me over the edge. Shame on the police for victim blaming and failing to protect the public from dangerous people. As for the person at Download security you should be ashamed of yourself, believing them over us and not bothering to collect evidence from both sides. I have attached a video of me being attacked and some photos of the aggressive woman. In one of the photos you can see her being held back, so she would have happily gone back in to attack me again. I had to go home as I didn't feel safe staying, as they were still at the festival, plus I wasn't in any fit state to stay. I currently can't work as my chest has been stamped on and i'm struggling to move and breath properly. Eating is fun as the right side of my face and teeth are really uncomfortable and my lip is cut. My vision has also been intermittently blurry and I have felt dizzy. I work for myself, so getting paid time off isn't an option. We did get some witnesses but if you or anyone you know saw this women attacking or verbally abusing anyone please let me know. Let's get the face of the women who thinks it's ok to stamp on someones face and head at Download Festival known. People like this should be banned from any festival for life. A big thanks to all the wonderful people who helped me. Download is a great festival, it's such a shame people like this spoil it for others.

Mandy Youngº

234,350 görüntüleme • 2 ay önce

If you watch this ~50 minute screen recording closely (yeah, I know, it's long; there are also some times when my computer was very slow and laggy, just skip past that part. And at one point I had to run and get my 9-month-old a new bottle and left it on a boring screen, sorry!), I believe you can see real signs of the kind of runaway, recursive AI self-improvement that people have been warning of for a while (Mr. Kurzweil most notably and prophetically). Why do I say that? What's different now? Well, there's a reason my set of agent coding tooling is called the Flywheel. These tools all mutually self-reinforce each other. And they all flow directly into my ntm tool (short for "named_tmux_manager"), which acts as a sort of integration point and nerve center for the tools (this is becoming more true by the minute as I'm now seriously working on ntm). Now, ntm was something I started making to automate some aspects of my workflow, but it was the kind of thing where, until it was perfect, it sort of just slowed me down. So I didn't actually use it even though I kept working on it and trying to improve it, and suggested to users that they try it in my tutorials. Well anyway, I finally got around to "dogfooding" ntm last night, and now it's going to get very dramatically better at an alarming rate. Some of that is from applying my "idea wizard" prompt to generate more useful features and building that stuff out and addressing obvious pain points I encountered during my newfound usage of the tool. But a lot comes from my realization that, once again, ntm's true utility is not as a tool for ME, but for an agent. That is, ntm lets one instance of Claude Code or Codex act as, well, me, do the things that I had been doing manually. Do I wish I had started using ntm earlier? No, for two big reasons: 1) Doing it manually helped me build up my intuition massively, which directly led me down the path of creating useful prompt strategies and workflows; these often began as ad-hoc prompts that I realized could be generalized and made more versatile/universal. Lesson: don't prematurely automate until you have an intimate, intuitive feel for your "core value-add loop." Otherwise you'll have a fully automated system quickly that efficiently and automatically does a stupid or otherwise sub-optimal thing. 2) My eyes have been opened to the beauty and power of Skills. I'm not talking about your garden-variety skills that are just a simple markdown file. I'm talking about true tour-de-force directories of perfectly structured and organized files that are filled with good information, insights, workflows, etc., but presented in a way that is highly optimized for consumption by AI agents, with extreme attention paid to things like perfect progressive disclosure, token density, agent-ergonomics, agent-intuitiveness, etc. And also Skills that go way beyond markdown files, with full integration into Claude Code where it makes sense via hooks, sub-agents, and even Python scripts. These kinds of skills are a qualitative difference in expressive power and usefulness and a total game changer. They are also effectively composable, creating almost an algebra of skills that let you use them together in powerful ways. I'm working on a subscription service website and CLI tool now to share what I've learned here most effectively, stay tuned for that in the coming days. Anyway, I now know what to make and how to make it. So, getting back to that screen recording, what does it show that makes me claim recursive self-improvement is here? If you keep your eye on the upper left tmux pane, that's the "controller" agent. It is using ntm to control all the other panes which are also running Claude Code (but ntm fully supports other agent types like Codex and Gemini-CLI, and it's trivially easy to mix and match them if you wanted to have, say, 8 CCs and 6 Codexes for writing the code and 3 Gemini-CLIs for reviewing code.) Now, there's nothing that crazy about this much so far. But where it starts to get very cool is that as the session continues and we encounter real-world problems, things like my ridiculously overloaded computer that keeps hanging for long periods, Claude Code instances that crash and get into a frozen, unresponsive state, it can learn from that. And you can see it using my skill writing skill to refine its ntm vibe coding skill in real time. And then take that skill and refine it to be more intuitive for itself. Or use my cass tool skill to search all the session histories to look for problems that came up and strategize how to solve them. The most useful part was when, towards the end of the session, I told it to reflect on all the things we had done and problems we encountered. One way it can usefully leverage those reflections is by improving its ntm vibe coding skill to make it cover more edge cases and exigencies. But the other, more fundamental, way is for it to conceive of and design the optimal new features and functionality for ntm itself so that the tool embodies those lessons in a first-class way. This offloads cognition from its brain onto its tooling, just like how a person can lean on spellcheck or a calculator. It codifies correct, effective reasoning at the tool level, where it's more reliable and robust and repeatable. And btw, did you notice what code base it was working on the whole time? It was none other than ntm itself! So as it worked on its own tool, it had reflections and ideas about how to further improve the tool. Now, it could have just as easily gotten those insights and ideas while using ntm to work on a different project, but the fact that it was working on itself is almost gloriously meta and recursive. So by the end, after learning from tending to a big group of agent workers (btw, I have previously emphasized doing everything in a really distributed/decentralized way, where each fungible agent gets identical marching orders that tell it to use my bv tool to find the optimal bead to work on. This does work very well, but occasionally results in some contention and overlap from thundering herd, or at least wastes time/tokens/communication in avoiding that before the agents waste time duplicating work. But in this new ntm-oriented workflow, I was able to have the controller agent in the upper left use bv itself and then optimally parcel out the instructions to each agent so that we could know for sure that there's no overlap), I ended up with a ton of new beads for new features, which I had it optimize and polish a few times. Now I can swap to a new Claude Max account and have the swarm implement all those new features! It should only take a couple passes like the one shown in the screen recording to get everything implemented. Then we can rinse and repeat, having the agent read through the full session histories of each agent and its experience from its own session in sending ntm commands and seeing how they worked out in practice, to come up with the next batch of changes to both its ntm vibe coding skill AND to the ntm tool itself. Do you see how rapidly this turns into Skynet? My mistake earlier was in focusing on making myself a "faster horse" as Henry Ford used to joke about customers wanting before he showed them what they should really want (a Model T). That is, something that would make my experience nicer while doing this agent swarm based development workflow. But the obvious lesson is that you should make all your tooling agent-first because the agents are just better at this stuff. You can still watch, and of course I did add a ridiculous number of very nice human-centric features to ntm that you'll be seeing in the next day or two, but those are really kind of "for fun" to make us humans feel better about the process. All the real value-add is happening "by agents, for agents." PS: Towards the end, you can see me switch to my Mac and tell Claude to improve the skill that I made earlier today for taking the mkv screen recording files from OBS Studio and muxing them into MP4 files for sharing, while downloading songs from YouTube to serve as the background music. I made it so it can also grab the thumbnails and generate little song credit cards that show up in the lower right corner. This worked perfectly the first time! I'll include some screenshots in a response post showing how that worked, but it was awesome to witness. Skills are POWERFUL. I'll also post a link to this video on YouTube if you prefer to watch it there.
51:48

If you watch this ~50 minute screen recording closely (yeah, I know, it's long; there are also some times when my computer was very slow and laggy, just skip past that part. And at one point I had to run and get my 9-month-old a new bottle and left it on a boring screen, sorry!), I believe you can see real signs of the kind of runaway, recursive AI self-improvement that people have been warning of for a while (Mr. Kurzweil most notably and prophetically). Why do I say that? What's different now? Well, there's a reason my set of agent coding tooling is called the Flywheel. These tools all mutually self-reinforce each other. And they all flow directly into my ntm tool (short for "named_tmux_manager"), which acts as a sort of integration point and nerve center for the tools (this is becoming more true by the minute as I'm now seriously working on ntm). Now, ntm was something I started making to automate some aspects of my workflow, but it was the kind of thing where, until it was perfect, it sort of just slowed me down. So I didn't actually use it even though I kept working on it and trying to improve it, and suggested to users that they try it in my tutorials. Well anyway, I finally got around to "dogfooding" ntm last night, and now it's going to get very dramatically better at an alarming rate. Some of that is from applying my "idea wizard" prompt to generate more useful features and building that stuff out and addressing obvious pain points I encountered during my newfound usage of the tool. But a lot comes from my realization that, once again, ntm's true utility is not as a tool for ME, but for an agent. That is, ntm lets one instance of Claude Code or Codex act as, well, me, do the things that I had been doing manually. Do I wish I had started using ntm earlier? No, for two big reasons: 1) Doing it manually helped me build up my intuition massively, which directly led me down the path of creating useful prompt strategies and workflows; these often began as ad-hoc prompts that I realized could be generalized and made more versatile/universal. Lesson: don't prematurely automate until you have an intimate, intuitive feel for your "core value-add loop." Otherwise you'll have a fully automated system quickly that efficiently and automatically does a stupid or otherwise sub-optimal thing. 2) My eyes have been opened to the beauty and power of Skills. I'm not talking about your garden-variety skills that are just a simple markdown file. I'm talking about true tour-de-force directories of perfectly structured and organized files that are filled with good information, insights, workflows, etc., but presented in a way that is highly optimized for consumption by AI agents, with extreme attention paid to things like perfect progressive disclosure, token density, agent-ergonomics, agent-intuitiveness, etc. And also Skills that go way beyond markdown files, with full integration into Claude Code where it makes sense via hooks, sub-agents, and even Python scripts. These kinds of skills are a qualitative difference in expressive power and usefulness and a total game changer. They are also effectively composable, creating almost an algebra of skills that let you use them together in powerful ways. I'm working on a subscription service website and CLI tool now to share what I've learned here most effectively, stay tuned for that in the coming days. Anyway, I now know what to make and how to make it. So, getting back to that screen recording, what does it show that makes me claim recursive self-improvement is here? If you keep your eye on the upper left tmux pane, that's the "controller" agent. It is using ntm to control all the other panes which are also running Claude Code (but ntm fully supports other agent types like Codex and Gemini-CLI, and it's trivially easy to mix and match them if you wanted to have, say, 8 CCs and 6 Codexes for writing the code and 3 Gemini-CLIs for reviewing code.) Now, there's nothing that crazy about this much so far. But where it starts to get very cool is that as the session continues and we encounter real-world problems, things like my ridiculously overloaded computer that keeps hanging for long periods, Claude Code instances that crash and get into a frozen, unresponsive state, it can learn from that. And you can see it using my skill writing skill to refine its ntm vibe coding skill in real time. And then take that skill and refine it to be more intuitive for itself. Or use my cass tool skill to search all the session histories to look for problems that came up and strategize how to solve them. The most useful part was when, towards the end of the session, I told it to reflect on all the things we had done and problems we encountered. One way it can usefully leverage those reflections is by improving its ntm vibe coding skill to make it cover more edge cases and exigencies. But the other, more fundamental, way is for it to conceive of and design the optimal new features and functionality for ntm itself so that the tool embodies those lessons in a first-class way. This offloads cognition from its brain onto its tooling, just like how a person can lean on spellcheck or a calculator. It codifies correct, effective reasoning at the tool level, where it's more reliable and robust and repeatable. And btw, did you notice what code base it was working on the whole time? It was none other than ntm itself! So as it worked on its own tool, it had reflections and ideas about how to further improve the tool. Now, it could have just as easily gotten those insights and ideas while using ntm to work on a different project, but the fact that it was working on itself is almost gloriously meta and recursive. So by the end, after learning from tending to a big group of agent workers (btw, I have previously emphasized doing everything in a really distributed/decentralized way, where each fungible agent gets identical marching orders that tell it to use my bv tool to find the optimal bead to work on. This does work very well, but occasionally results in some contention and overlap from thundering herd, or at least wastes time/tokens/communication in avoiding that before the agents waste time duplicating work. But in this new ntm-oriented workflow, I was able to have the controller agent in the upper left use bv itself and then optimally parcel out the instructions to each agent so that we could know for sure that there's no overlap), I ended up with a ton of new beads for new features, which I had it optimize and polish a few times. Now I can swap to a new Claude Max account and have the swarm implement all those new features! It should only take a couple passes like the one shown in the screen recording to get everything implemented. Then we can rinse and repeat, having the agent read through the full session histories of each agent and its experience from its own session in sending ntm commands and seeing how they worked out in practice, to come up with the next batch of changes to both its ntm vibe coding skill AND to the ntm tool itself. Do you see how rapidly this turns into Skynet? My mistake earlier was in focusing on making myself a "faster horse" as Henry Ford used to joke about customers wanting before he showed them what they should really want (a Model T). That is, something that would make my experience nicer while doing this agent swarm based development workflow. But the obvious lesson is that you should make all your tooling agent-first because the agents are just better at this stuff. You can still watch, and of course I did add a ridiculous number of very nice human-centric features to ntm that you'll be seeing in the next day or two, but those are really kind of "for fun" to make us humans feel better about the process. All the real value-add is happening "by agents, for agents." PS: Towards the end, you can see me switch to my Mac and tell Claude to improve the skill that I made earlier today for taking the mkv screen recording files from OBS Studio and muxing them into MP4 files for sharing, while downloading songs from YouTube to serve as the background music. I made it so it can also grab the thumbnails and generate little song credit cards that show up in the lower right corner. This worked perfectly the first time! I'll include some screenshots in a response post showing how that worked, but it was awesome to witness. Skills are POWERFUL. I'll also post a link to this video on YouTube if you prefer to watch it there.

Jeffrey Emanuel

25,483 görüntüleme • 7 ay önce

Made $530,000 with Ai Bot that started with $313. Didn't know how to code. Now this bots run 24/7 printing money while sleeping. I've made the exact step-by-step guide to build this Claude Code Polymarket trading bot. Prompts. Code. Risk settings. Paper trading checklist. Everything from zero to running bot. It's free. For 24 hours. After that I'm charging $499 for it. To grab it right now: 1. Comment "Claude Bot" 2. Like and Retweet this post 3. Follow me Himanshu Kumar ( I can't send DMs to non-followers ) I'm DMing everyone who Complete the 3 steps. I spent hundreds of thousands hiring developers because he was too scared to learn. Then learned Claude Code. Built algorithmic trading systems. $313 → $530,000. You have the same tools available right now. And you're using them to ask ChatGPT for Instagram captions. This attached video is a goldmine. Full live walkthrough. Claude Code building actual Polymarket trading bots. From zero. Every line of code. Every decision explained. Now let me break down why everything you're doing in trading is wrong and exactly how to fix it. Save this post. You'll hate yourself if you lose it. ↓ Let's start with why you keep losing money. You already know the answer. You just won't admit it. You overtrade. Every. Single. Day. You see a candle move. You feel something. You enter. No plan. No edge. No reason. Just feelings. Then it goes against you. You feel something else. Panic. Anger. Denial. You move your stop loss. Or you didn't set one at all. "It'll come back." It doesn't come back. So you take another trade. A revenge trade. Bigger size this time. Because you need to "make it back." That one fails too. Now you're emotional. Now you're tilted. Now you're using leverage you have no business touching. 40x. 50x. 100x. On a trade you entered because a candle looked "bullish" and some guy on Twitter said "send it." You get liquidated. Close the laptop. Punch something. Tell yourself you'll be "more disciplined" tomorrow. Tomorrow comes. Same cycle. Same result. Same liquidation. You've been doing this for months. Maybe years. And you still think the problem is your strategy. The problem isn't your strategy. The problem is you. Save this post right now. What I'm about to show you is the only way to remove yourself from the equation. Follow Himanshu Kumar so you don't miss any of this. ↓ Here's what's actually killing your account. It's not the market. The market doesn't care about you. It's not your indicators. RSI works fine. MACD works fine. They all "work." It's not your timeframe. It's not your broker. It's not the "manipulation." It's four things: 1. Emotions. You hold losers because hope feels better than loss. You cut winners because fear feels stronger than greed. You size up when angry. You skip trades when scared. Your emotional state determines your position size. That's insane. And you know it's insane. But you keep doing it. 2. Overtrading. You take 15 trades a day. Maybe 5 of them had actual setups. The other 10 were boredom. Boredom trades are the most expensive hobby in human history. 3. Leverage. You use 20x-50x on trades where you're not even sure about the direction. That's not trading. That's a casino with a nicer interface. 4. Fees. You're smashing market orders. Paying spread. Paying commission. On 15 trades a day. Your broker makes more money from your account than you do. Think about that. Your broker is profitable on your account. You're not. You're the product. Not the trader. These four things are why 90% of traders lose. Not bad luck. Not the market. You. Save this post and follow Himanshu Kumar because the solution is coming next. ↓ The solution is painfully obvious. Remove yourself from the equation. Not partially. Not "I'll be more disciplined." Not "I'll journal my trades." Not "I'll meditate before trading." Completely remove yourself. Build a bot. Let the bot trade. You go live your life. The bot doesn't feel emotions. The bot doesn't overtrade. The bot doesn't use reckless leverage. The bot doesn't smash market orders and bleed fees. The bot follows the rules. Every single time. Without exception. Without "just this once." Without "I have a feeling about this one." Rules in. Execution out. No human in the middle to mess everything up. That's algorithmic trading. And before your ego jumps in with "but I'm different, I have discipline" — No you don't. Your account balance proves you don't. If you had discipline, your account would be green. It's not. So you don't. Accept it. Automate it. Move on. This is the hardest truth in trading. Your discipline will always fail. A bot's won't. Save this post. Follow Himanshu Kumar for the exact bot setup that removes your emotions permanently. ↓ "But I don't know how to code." Neither did he. The guy in this video didn't know how to code for most of his life. Got held back in 7th grade. People counted him out early. Spent years building apps and SaaS businesses without writing a single line of code. Hired developers on Upwork instead. Spent hundreds of thousands of dollars paying other people to build what he could have built himself. Because he was scared to learn. That fear cost him years. And hundreds of thousands of dollars. Sound familiar? You're doing the same thing right now. Not with developers. But with your time. You're spending thousands of hours trading manually because you're scared to learn the thing that would make trading automatic. The fear of learning to code is costing you more than any bad trade ever did. Because every month you trade manually is a month of emotional decisions, overleveraged entries, and unnecessary losses that a bot would never make. And here's the thing that should really frustrate you: AI does the hard parts now. You don't need a computer science degree. You don't need to work at a hedge fund. You don't need to be "good at math." Claude Code writes the code for you. You just need to think clearly about trading ideas. That's it. If you can describe a strategy in English, Claude can build it in Python. "I don't know how to code" stopped being a valid excuse in 2024. It's 2026. You're 2 years late on that excuse. Find a new one. Or stop making excuses entirely. Save this post. Follow Himanshu Kumar because I'm showing you how people with zero coding experience are building profitable bots. ↓ The process that actually makes money. Three letters. R. B. I. Research. Backtest. Implement. That's it. That's the entire process. Every single day. Research: Find an idea. A pattern. A market inefficiency. Don't trade it yet. Don't even think about trading it yet. Just research it. Backtest: Test the idea against historical data. Does it work? Not "does it look good on one chart." Does it work across thousands of trades? Across different market conditions? Across in-sample AND out-of-sample data? If no, kill it. Find another idea. If yes, move to step 3. Implement: Build the bot. Deploy it. Paper trade first. Then live with small size. Scale only on evidence. Research. Backtest. Implement. Every day. No exceptions. You know what your current process is? Feel. Enter. Pray. F. E. P. Feel bullish. Enter a trade. Pray it works. That's not a process. That's gambling with a TradingView subscription. RBI is the only process that works. Save this post. Tattoo it on your forearm. Follow Himanshu Kumar for daily RBI breakdowns. ↓ What Claude Code actually does that your manual process can't. You can maybe test 3-5 strategy ideas per week. Manually adjusting parameters. Manually checking results. Manually writing code (badly). Claude Code tests 50-100 ideas per week. With parallel agents running simultaneously. Multiple strategies being built, tested, and validated at the same time. While you sleep. The guy in this video spends 4-8 hours a day building systems with Claude Code. Not trading. Building. Research. Backtest. Implement. Then iterate. Improve. Optimize. Every day the systems get better. Every day the edge compounds. Every day the bots get smarter. While you? You spend 4-8 hours a day staring at charts making the same mistakes you made last month. Same indicators. Same patterns. Same entries. Same losses. He's iterating forward. You're running in circles. Same 8 hours per day. Completely different outcomes. Because he's building systems. And you're feeding a casino. Stop feeding the casino. Start building the machine. Save this post and follow Himanshu Kumar for the Claude Code workflow that iterates strategies while you sleep. ↓ Jim Simons. That's the benchmark. You probably don't know who Jim Simons is. And that tells me everything about how seriously you take trading. Jim Simons. Mathematician. Founded Renaissance Technologies. Built a net worth of $31 billion. 100% from algorithmic trading. Not one single manual trade. Not one "gut feeling" entry. Not one RSI divergence. Not one "smart money concept." Algorithms. Bots. Systems. Data. $31 billion. His fund averaged 66% annual returns for over 30 years. While you're excited about making $200 on a trade that you'll give back tomorrow. The best trader in human history never placed a manual trade in his life. And you think your edge is staring at a 5-minute chart with bloodshot eyes at 2 AM? Your edge is building the system. Not being inside it. Jim Simons is the benchmark. Everything else is noise. Save this post. Follow Himanshu Kumar because I'm building toward the same goal and showing every step publicly. ↓ What you need to understand about patience. This is not get-rich-overnight. The guy in this video says it directly: "This channel is not for people looking to get rich overnight. It's not plug and play. There are no shortcuts. If you're impatient, this probably isn't for you." And that's exactly why most people will fail at this. Because you want results now. Today. This trade. You don't want to spend a week building a bot. You don't want to paper trade for 2 weeks. You don't want to test 50 ideas to find 1 that works. You want to copy someone's bot, run it live with your rent money, and be rich by Friday. That's why you'll be broke by Friday. The guy making $2.3M spent months iterating. Testing. Failing. Rebuilding. Testing again. He was patient when you would have quit. He was calm when you would have panicked. He was consistent when you would have given up. Patience isn't just a virtue in trading. It's the only virtue. Without it, everything else fails. Impatience is the most expensive personality trait in trading. Save this post. Follow Himanshu Kumar and learn to build systems with the patience that actually pays. ↓ The live streams where the real learning happens. The YouTube video is the trailer. The live streams are the movie. Real-time bot building. Real-time questions answered. Real code shown. Real mistakes made and fixed. Not polished highlight reels where everything works perfectly. Actual development. Where things break. Where strategies fail. Where code doesn't compile. Where the fix takes 2 hours. Because that's what real development looks like. And seeing the messy parts is more valuable than any polished tutorial. Because when your bot breaks at 3 AM, you need to know how to fix it. Not just how to celebrate when it works. The streams mix beginner and advanced. Start with how to automate trading. How to use AI for code generation. Then dive into the daily work. Claude Code. Parallel agents. Constant iteration. Live debugging. 4-8 hours of real algorithmic trading development. Live. Uncut. No filter. Most "trading education" shows you the wins. This shows you the work. Save this post. Follow Himanshu Kumar for the stream schedules and breakdowns. ↓ The belief that changes everything. Code is the greatest equalizer. Not money. Not connections. Not a degree. Not where you grew up. Not what school you went to. Code. Once you can build systems, you can build anything. For the rest of your life. A trading bot today. A SaaS product tomorrow. An automation business next month. A completely different life next year. The skill isn't "algorithmic trading." The skill is building systems. And that skill transfers to everything. The guy who can build a trading bot can also build a lead gen tool. Can also build a content pipeline. Can also build a SaaS product. Can also build literally anything that runs on logic and code. One skill. Infinite applications. And AI makes learning it 100x easier than it was 5 years ago. You don't need to be smart. You don't need talent. You need Claude Code and the willingness to sit down and build something instead of consuming content about building something. Building is the skill. Everything else is entertainment disguised as education. Save this post. Follow Himanshu Kumar because I'm showing you how to build, not just how to watch. ↓ If any of this applies to you, pay attention. If you've lost money from overtrading. If you've been liquidated. If you know trading is the vehicle but manual execution keeps crashing you. If you've tried "being more disciplined" and it never lasted more than a week. If you keep saying "next month I'll start automating." If you've spent more money on courses than you've made from trading. There is a better way. It's not a magic indicator. It's not a signal group. It's not a $997 mentorship from a guy who makes money teaching, not trading. It's building your own system. A system that trades without emotion. A system that follows rules without exception. A system that runs while you sleep. A system that compounds while you live your life. That's the answer. It's always been the answer. You've just been too scared to accept that the solution requires building something instead of buying something. ↓ What the next 30 days look like if you actually commit. Week 1: Watch the video. Learn Claude Code basics. Build your first simple strategy. Run your first backtest. Week 2: Iterate. Let Claude improve the strategy. Run Monte Carlo validation. Paper trade. Week 3: Go live with $50-100. Tiny positions. Watch every trade. Compare to paper results. Week 4: Scale based on evidence. Not based on excitement. Not based on one good day. Based on data. 30 days from now you either have a running bot that trades without your emotions destroying every position. Or you're exactly where you are right now. Reading another post. Making another promise. Breaking it by Tuesday. Same 30 days either way. Different actions. Different results. Different life. ↓ Full video tutorial attached. Live bot building with Claude Code. From zero to running Polymarket trading bot. Every line of code. Every decision explained. The video is free. Claude Code is available now. The market is open 24/7. The only thing standing between you and a profitable trading bot is the same thing that's been standing there for months. You. Get out of your own way. Follow Himanshu Kumar for daily AI trading bot breakdowns, live build sessions, and the full RBI process. Save this post. Watch the video. Build the bot. Or keep trading manually and keep losing. The choice has never been easier. And you've never been more stubborn about making the wrong one.
18:53

Made $530,000 with Ai Bot that started with $313. Didn't know how to code. Now this bots run 24/7 printing money while sleeping. I've made the exact step-by-step guide to build this Claude Code Polymarket trading bot. Prompts. Code. Risk settings. Paper trading checklist. Everything from zero to running bot. It's free. For 24 hours. After that I'm charging $499 for it. To grab it right now: 1. Comment "Claude Bot" 2. Like and Retweet this post 3. Follow me Himanshu Kumar ( I can't send DMs to non-followers ) I'm DMing everyone who Complete the 3 steps. I spent hundreds of thousands hiring developers because he was too scared to learn. Then learned Claude Code. Built algorithmic trading systems. $313 → $530,000. You have the same tools available right now. And you're using them to ask ChatGPT for Instagram captions. This attached video is a goldmine. Full live walkthrough. Claude Code building actual Polymarket trading bots. From zero. Every line of code. Every decision explained. Now let me break down why everything you're doing in trading is wrong and exactly how to fix it. Save this post. You'll hate yourself if you lose it. ↓ Let's start with why you keep losing money. You already know the answer. You just won't admit it. You overtrade. Every. Single. Day. You see a candle move. You feel something. You enter. No plan. No edge. No reason. Just feelings. Then it goes against you. You feel something else. Panic. Anger. Denial. You move your stop loss. Or you didn't set one at all. "It'll come back." It doesn't come back. So you take another trade. A revenge trade. Bigger size this time. Because you need to "make it back." That one fails too. Now you're emotional. Now you're tilted. Now you're using leverage you have no business touching. 40x. 50x. 100x. On a trade you entered because a candle looked "bullish" and some guy on Twitter said "send it." You get liquidated. Close the laptop. Punch something. Tell yourself you'll be "more disciplined" tomorrow. Tomorrow comes. Same cycle. Same result. Same liquidation. You've been doing this for months. Maybe years. And you still think the problem is your strategy. The problem isn't your strategy. The problem is you. Save this post right now. What I'm about to show you is the only way to remove yourself from the equation. Follow Himanshu Kumar so you don't miss any of this. ↓ Here's what's actually killing your account. It's not the market. The market doesn't care about you. It's not your indicators. RSI works fine. MACD works fine. They all "work." It's not your timeframe. It's not your broker. It's not the "manipulation." It's four things: 1. Emotions. You hold losers because hope feels better than loss. You cut winners because fear feels stronger than greed. You size up when angry. You skip trades when scared. Your emotional state determines your position size. That's insane. And you know it's insane. But you keep doing it. 2. Overtrading. You take 15 trades a day. Maybe 5 of them had actual setups. The other 10 were boredom. Boredom trades are the most expensive hobby in human history. 3. Leverage. You use 20x-50x on trades where you're not even sure about the direction. That's not trading. That's a casino with a nicer interface. 4. Fees. You're smashing market orders. Paying spread. Paying commission. On 15 trades a day. Your broker makes more money from your account than you do. Think about that. Your broker is profitable on your account. You're not. You're the product. Not the trader. These four things are why 90% of traders lose. Not bad luck. Not the market. You. Save this post and follow Himanshu Kumar because the solution is coming next. ↓ The solution is painfully obvious. Remove yourself from the equation. Not partially. Not "I'll be more disciplined." Not "I'll journal my trades." Not "I'll meditate before trading." Completely remove yourself. Build a bot. Let the bot trade. You go live your life. The bot doesn't feel emotions. The bot doesn't overtrade. The bot doesn't use reckless leverage. The bot doesn't smash market orders and bleed fees. The bot follows the rules. Every single time. Without exception. Without "just this once." Without "I have a feeling about this one." Rules in. Execution out. No human in the middle to mess everything up. That's algorithmic trading. And before your ego jumps in with "but I'm different, I have discipline" — No you don't. Your account balance proves you don't. If you had discipline, your account would be green. It's not. So you don't. Accept it. Automate it. Move on. This is the hardest truth in trading. Your discipline will always fail. A bot's won't. Save this post. Follow Himanshu Kumar for the exact bot setup that removes your emotions permanently. ↓ "But I don't know how to code." Neither did he. The guy in this video didn't know how to code for most of his life. Got held back in 7th grade. People counted him out early. Spent years building apps and SaaS businesses without writing a single line of code. Hired developers on Upwork instead. Spent hundreds of thousands of dollars paying other people to build what he could have built himself. Because he was scared to learn. That fear cost him years. And hundreds of thousands of dollars. Sound familiar? You're doing the same thing right now. Not with developers. But with your time. You're spending thousands of hours trading manually because you're scared to learn the thing that would make trading automatic. The fear of learning to code is costing you more than any bad trade ever did. Because every month you trade manually is a month of emotional decisions, overleveraged entries, and unnecessary losses that a bot would never make. And here's the thing that should really frustrate you: AI does the hard parts now. You don't need a computer science degree. You don't need to work at a hedge fund. You don't need to be "good at math." Claude Code writes the code for you. You just need to think clearly about trading ideas. That's it. If you can describe a strategy in English, Claude can build it in Python. "I don't know how to code" stopped being a valid excuse in 2024. It's 2026. You're 2 years late on that excuse. Find a new one. Or stop making excuses entirely. Save this post. Follow Himanshu Kumar because I'm showing you how people with zero coding experience are building profitable bots. ↓ The process that actually makes money. Three letters. R. B. I. Research. Backtest. Implement. That's it. That's the entire process. Every single day. Research: Find an idea. A pattern. A market inefficiency. Don't trade it yet. Don't even think about trading it yet. Just research it. Backtest: Test the idea against historical data. Does it work? Not "does it look good on one chart." Does it work across thousands of trades? Across different market conditions? Across in-sample AND out-of-sample data? If no, kill it. Find another idea. If yes, move to step 3. Implement: Build the bot. Deploy it. Paper trade first. Then live with small size. Scale only on evidence. Research. Backtest. Implement. Every day. No exceptions. You know what your current process is? Feel. Enter. Pray. F. E. P. Feel bullish. Enter a trade. Pray it works. That's not a process. That's gambling with a TradingView subscription. RBI is the only process that works. Save this post. Tattoo it on your forearm. Follow Himanshu Kumar for daily RBI breakdowns. ↓ What Claude Code actually does that your manual process can't. You can maybe test 3-5 strategy ideas per week. Manually adjusting parameters. Manually checking results. Manually writing code (badly). Claude Code tests 50-100 ideas per week. With parallel agents running simultaneously. Multiple strategies being built, tested, and validated at the same time. While you sleep. The guy in this video spends 4-8 hours a day building systems with Claude Code. Not trading. Building. Research. Backtest. Implement. Then iterate. Improve. Optimize. Every day the systems get better. Every day the edge compounds. Every day the bots get smarter. While you? You spend 4-8 hours a day staring at charts making the same mistakes you made last month. Same indicators. Same patterns. Same entries. Same losses. He's iterating forward. You're running in circles. Same 8 hours per day. Completely different outcomes. Because he's building systems. And you're feeding a casino. Stop feeding the casino. Start building the machine. Save this post and follow Himanshu Kumar for the Claude Code workflow that iterates strategies while you sleep. ↓ Jim Simons. That's the benchmark. You probably don't know who Jim Simons is. And that tells me everything about how seriously you take trading. Jim Simons. Mathematician. Founded Renaissance Technologies. Built a net worth of $31 billion. 100% from algorithmic trading. Not one single manual trade. Not one "gut feeling" entry. Not one RSI divergence. Not one "smart money concept." Algorithms. Bots. Systems. Data. $31 billion. His fund averaged 66% annual returns for over 30 years. While you're excited about making $200 on a trade that you'll give back tomorrow. The best trader in human history never placed a manual trade in his life. And you think your edge is staring at a 5-minute chart with bloodshot eyes at 2 AM? Your edge is building the system. Not being inside it. Jim Simons is the benchmark. Everything else is noise. Save this post. Follow Himanshu Kumar because I'm building toward the same goal and showing every step publicly. ↓ What you need to understand about patience. This is not get-rich-overnight. The guy in this video says it directly: "This channel is not for people looking to get rich overnight. It's not plug and play. There are no shortcuts. If you're impatient, this probably isn't for you." And that's exactly why most people will fail at this. Because you want results now. Today. This trade. You don't want to spend a week building a bot. You don't want to paper trade for 2 weeks. You don't want to test 50 ideas to find 1 that works. You want to copy someone's bot, run it live with your rent money, and be rich by Friday. That's why you'll be broke by Friday. The guy making $2.3M spent months iterating. Testing. Failing. Rebuilding. Testing again. He was patient when you would have quit. He was calm when you would have panicked. He was consistent when you would have given up. Patience isn't just a virtue in trading. It's the only virtue. Without it, everything else fails. Impatience is the most expensive personality trait in trading. Save this post. Follow Himanshu Kumar and learn to build systems with the patience that actually pays. ↓ The live streams where the real learning happens. The YouTube video is the trailer. The live streams are the movie. Real-time bot building. Real-time questions answered. Real code shown. Real mistakes made and fixed. Not polished highlight reels where everything works perfectly. Actual development. Where things break. Where strategies fail. Where code doesn't compile. Where the fix takes 2 hours. Because that's what real development looks like. And seeing the messy parts is more valuable than any polished tutorial. Because when your bot breaks at 3 AM, you need to know how to fix it. Not just how to celebrate when it works. The streams mix beginner and advanced. Start with how to automate trading. How to use AI for code generation. Then dive into the daily work. Claude Code. Parallel agents. Constant iteration. Live debugging. 4-8 hours of real algorithmic trading development. Live. Uncut. No filter. Most "trading education" shows you the wins. This shows you the work. Save this post. Follow Himanshu Kumar for the stream schedules and breakdowns. ↓ The belief that changes everything. Code is the greatest equalizer. Not money. Not connections. Not a degree. Not where you grew up. Not what school you went to. Code. Once you can build systems, you can build anything. For the rest of your life. A trading bot today. A SaaS product tomorrow. An automation business next month. A completely different life next year. The skill isn't "algorithmic trading." The skill is building systems. And that skill transfers to everything. The guy who can build a trading bot can also build a lead gen tool. Can also build a content pipeline. Can also build a SaaS product. Can also build literally anything that runs on logic and code. One skill. Infinite applications. And AI makes learning it 100x easier than it was 5 years ago. You don't need to be smart. You don't need talent. You need Claude Code and the willingness to sit down and build something instead of consuming content about building something. Building is the skill. Everything else is entertainment disguised as education. Save this post. Follow Himanshu Kumar because I'm showing you how to build, not just how to watch. ↓ If any of this applies to you, pay attention. If you've lost money from overtrading. If you've been liquidated. If you know trading is the vehicle but manual execution keeps crashing you. If you've tried "being more disciplined" and it never lasted more than a week. If you keep saying "next month I'll start automating." If you've spent more money on courses than you've made from trading. There is a better way. It's not a magic indicator. It's not a signal group. It's not a $997 mentorship from a guy who makes money teaching, not trading. It's building your own system. A system that trades without emotion. A system that follows rules without exception. A system that runs while you sleep. A system that compounds while you live your life. That's the answer. It's always been the answer. You've just been too scared to accept that the solution requires building something instead of buying something. ↓ What the next 30 days look like if you actually commit. Week 1: Watch the video. Learn Claude Code basics. Build your first simple strategy. Run your first backtest. Week 2: Iterate. Let Claude improve the strategy. Run Monte Carlo validation. Paper trade. Week 3: Go live with $50-100. Tiny positions. Watch every trade. Compare to paper results. Week 4: Scale based on evidence. Not based on excitement. Not based on one good day. Based on data. 30 days from now you either have a running bot that trades without your emotions destroying every position. Or you're exactly where you are right now. Reading another post. Making another promise. Breaking it by Tuesday. Same 30 days either way. Different actions. Different results. Different life. ↓ Full video tutorial attached. Live bot building with Claude Code. From zero to running Polymarket trading bot. Every line of code. Every decision explained. The video is free. Claude Code is available now. The market is open 24/7. The only thing standing between you and a profitable trading bot is the same thing that's been standing there for months. You. Get out of your own way. Follow Himanshu Kumar for daily AI trading bot breakdowns, live build sessions, and the full RBI process. Save this post. Watch the video. Build the bot. Or keep trading manually and keep losing. The choice has never been easier. And you've never been more stubborn about making the wrong one.

Himanshu Kumar

37,638 görüntüleme • 4 ay önce

In his continuing “Pool Monologues,” Trump hits a record ELEVEN AND A HALF MINUTES sitting with the NATO Secretary. I cannot emphasize enough… Try and read it. I dare you. 1/3 “The pool? Yes. It's in great shape. No. Ready? Thugs. They just told me a little while ago. Six have been arrested and like six or seven are under arrest. They have pictures and everything else. They went to the bottom and it's not a paint job. It's very expensive. It's not rubber but it's like rubber. And they went down with probably a box cutter or a very sharp razor of some kind of a knife. They cut and then they started ripping it up. You know why? Because there's sick people. And then the side of the pool, right at the water level, they took razors and they started cutting this very expensive stuff. It's incredible stuff. It's beautiful. And it's still beautiful. We have one area where they cut it. It's still holding. It's not leaking. But they hurt it so probably maybe after July 4th or maybe before. I don't know. Well, let a little water out because it's at the edge. They'll cut it. They'll replace it and it'll be as good as new. But these people should go to jail for a long time. You know, there's a statue that I saw when I had my first here that if you do anything to hurt statues or monuments, fountains in Washington, D.C. or federal fountain, it's actually federal all over the country. But you go to jail for 10 years and there's no shortcuts. In other words, it's not five years for good behavior. It's a very tough statue. And so tough that it really hasn't been used very much over the years. But I used it when they had a problem in Washington where they were trying to hurt the sickos, would try to hurt things, and I announced it. As soon as I announced it, read it, announced it. And I said, 10 years for anybody, everybody dropped what they had, including ropes. They had ropes. They were tying ropes around Thomas Jefferson's head, Andrew Jackson right up there, that a rope around his head on that incredible statue. I said, as soon as I invoked it, everybody left, that's still in play. They could go to jail for 10 years. They better be careful. They have a gash on that beautiful pool. It's a reflecting point. This is a very expensive material. Then on top of it, we did a much bigger job than we said we were going to do because we did all the outer areas. We did a beautiful job. It's like a piece of glass. And for some reason, this disturbed the radical left lunatics. You know, the guy that one of the guys, he's a member or a big pair to act blue. He's a big Hillary supporter. He's a big supporter of Sleepy Joe Biden. No, this is a very political thing. But as I understand it, six are under arrest. This was pure vandalism. It's an amazing thing that we did. Don't forget, it hasn't worked properly since it was built because it always leaked in 1922. So it was built in 1922. So that's 100 years more ago. It's never worked properly. I always said, had great potential. And I said in my first term, I'm going to do something. So Biden and Obama, between the two of them, spent over $100 million. It was a disaster. Obama, because of the environment, took the water from the Potomac, and it was horrible. It was bad. I don't want to have to tell you what happened, but it was really bad. You can read about it. Biden, he didn't have any idea what the hell they were doing because he didn't know what anything was happening. But they spent over $100 million. We spent 14 or 15 in a lot less than that because a lot of these people worked for the Parks Department anyway. So they're going to work. So I would say a lot less. And we put a great surface on it. This is a world-class surface. It looked beautiful. But they came in and they cut it. And then they grabbed it and they pulled it up. That's why it's all ripped. And who would even think of it? They're sick people. So I think they're in big trouble. But here's the bottom line.”
11:35

In his continuing “Pool Monologues,” Trump hits a record ELEVEN AND A HALF MINUTES sitting with the NATO Secretary. I cannot emphasize enough… Try and read it. I dare you. 1/3 “The pool? Yes. It's in great shape. No. Ready? Thugs. They just told me a little while ago. Six have been arrested and like six or seven are under arrest. They have pictures and everything else. They went to the bottom and it's not a paint job. It's very expensive. It's not rubber but it's like rubber. And they went down with probably a box cutter or a very sharp razor of some kind of a knife. They cut and then they started ripping it up. You know why? Because there's sick people. And then the side of the pool, right at the water level, they took razors and they started cutting this very expensive stuff. It's incredible stuff. It's beautiful. And it's still beautiful. We have one area where they cut it. It's still holding. It's not leaking. But they hurt it so probably maybe after July 4th or maybe before. I don't know. Well, let a little water out because it's at the edge. They'll cut it. They'll replace it and it'll be as good as new. But these people should go to jail for a long time. You know, there's a statue that I saw when I had my first here that if you do anything to hurt statues or monuments, fountains in Washington, D.C. or federal fountain, it's actually federal all over the country. But you go to jail for 10 years and there's no shortcuts. In other words, it's not five years for good behavior. It's a very tough statue. And so tough that it really hasn't been used very much over the years. But I used it when they had a problem in Washington where they were trying to hurt the sickos, would try to hurt things, and I announced it. As soon as I announced it, read it, announced it. And I said, 10 years for anybody, everybody dropped what they had, including ropes. They had ropes. They were tying ropes around Thomas Jefferson's head, Andrew Jackson right up there, that a rope around his head on that incredible statue. I said, as soon as I invoked it, everybody left, that's still in play. They could go to jail for 10 years. They better be careful. They have a gash on that beautiful pool. It's a reflecting point. This is a very expensive material. Then on top of it, we did a much bigger job than we said we were going to do because we did all the outer areas. We did a beautiful job. It's like a piece of glass. And for some reason, this disturbed the radical left lunatics. You know, the guy that one of the guys, he's a member or a big pair to act blue. He's a big Hillary supporter. He's a big supporter of Sleepy Joe Biden. No, this is a very political thing. But as I understand it, six are under arrest. This was pure vandalism. It's an amazing thing that we did. Don't forget, it hasn't worked properly since it was built because it always leaked in 1922. So it was built in 1922. So that's 100 years more ago. It's never worked properly. I always said, had great potential. And I said in my first term, I'm going to do something. So Biden and Obama, between the two of them, spent over $100 million. It was a disaster. Obama, because of the environment, took the water from the Potomac, and it was horrible. It was bad. I don't want to have to tell you what happened, but it was really bad. You can read about it. Biden, he didn't have any idea what the hell they were doing because he didn't know what anything was happening. But they spent over $100 million. We spent 14 or 15 in a lot less than that because a lot of these people worked for the Parks Department anyway. So they're going to work. So I would say a lot less. And we put a great surface on it. This is a world-class surface. It looked beautiful. But they came in and they cut it. And then they grabbed it and they pulled it up. That's why it's all ripped. And who would even think of it? They're sick people. So I think they're in big trouble. But here's the bottom line.”

Jim Stewartson, Decelerationist 🇨🇦🇺🇦🇺🇸

212,919 görüntüleme • 2 ay önce

Oh My God!!! 😱 Corbell Threatened to Release Hundreds of UFO Files, Which Were Also Given to Hundreds of Journalists! And Then He Backed Down! One Problem: It Never Happened I found the Jeremy Kenyon Lockyer Corbell clip I wanted to show you. But First: The claims... "Jeremy Corbell threatened to release hundreds of UFO files." ~Red Panda Koala And... "Jeremy Corbell says hundreds of journalists have been given the secret UFO files that will be released, if..." ~Red Panda Koala Full (inaccurate, IMO) claims, and the actual transcripts, are here: ⬇️⬇️⬇️ The following interview was uploaded several days after Corbell made those early-June comments that are now going viral, and for which he's getting a lot of hate over. This is a more complete explanation of the situation. Andy, forgive me for uploading such a long clip. I know this won't answer every question but it should educate folks on what was said. Or what was meant. And I'm sure it will calm the haters. 🥴 ~ Andy (That UFO Podcast): In 'Sleeping Dog,' you get your laptop out towards the end of the documentary. You know, dramatic, you dig some sh*t up. You've got a pen drive, you open it, and you see these files. And I'm sure, like many folks, I'm pausing frantically, reading all these names of files. I can just see the bottom of and the top. And I'm looking around your laptop screen. "And we begin to see clips of those videos. Now, those came out within the second release from the war dot gov, UFOs. Can you, first of all, clear up for me...we heard you had 46 videos that you were going to release." Jeremy Kenyon Lockyer Corbell: "No, who said that?" Andy: "So, generally, online, there was 46 videos were coming out. I think 52 came out. This is what I want cleared up, though. You know about those 52 videos that came out. How many came from you? Because the feeling online - and this even was for me - was, Jeremy's got his documentary, he showed what's going to come, and then within a couple of weeks we had the second drop, and bang, here's all these videos. Can you just clear up how many videos that were dropped, came from your end, and what's the story there?" Corbell: "Zero came from my end. Zero. Those are government-filmed UAP. They were provoked to release them by a variety of ways. George Knapp and I gave a multitude of lists of UAP filmed by our military, to Congress. They validated, they vetted, they found out where they were. We told them where they are, we had eyes on them, making sure they're not going to be deleted. "This is something we've acquired over decades, George and myself. You know, the newer ones are kind of the the best, I would say. You know, better hardware than, let's say, 15 years ago. But...so none of them came from us. That...it is government-filmed footage. "We identified the file names and file structures and location of holdings, gave that to Congress, and it's not just the 46. It actually surprised me when Rep. Anna Paulina Luna put out, and it was a gangster move. Rep. Luna put out a public letter to Pete Hegseth saying, 'Here are 46 files that we want.' "They didn't mention...it's actually 14 Air Force files that we've identified - even to the Department of Justice - that there's a bottleneck in UAP reporting within our own government. Remember 'Immaculate Constellation,' the idea of like, siphoning off the best footage. Well, George and I were able to identify that in Central Command, that there was a nexus point where there was a bottleneck, and the best UAP footage and evidence was being siphoned off even before it got to AARO. "Even our, you know, who were kind of enemies at a time, we informed AARO that there's this bottleneck, and if you want to find out where the good sh*t's going, we told them where. So, when you say 46 videos, 52 videos. Bro, there are probably hundreds of thousands. Very little ever get to reporters like George and myself, and it takes years for us to vet and verify. "And then, you know, anybody that leaks videos to journalists - if you consider them sources- they're at risk, you know, when journalists publish them. So, I have always been fighting. And then people yell at me, and they're like, 'It's not good enough, and the frame rates aren't right.' And all this weird sh*t. They're just baiting to try to like, dig in and try to investigate sources. It's all a charade. Everything with that online is a charade. They're just trying to entrap people. "So what we do, is we take the heat and we just keep doing the reporting. We gave Congress way more than 46 file structures, file names with locations, with evidence they exist. But we don't possess anything. We can't, legally. We can obtain and release. I'm familiar with, have access from time-to-time, too. "You know, you have to be really smart as a journalist on what your rights are. That's why I have a federal lawyer, which you learned in the movie is Chuck McCullough. Kind of one of the best federal lawyers you could have, now that I've admitted it, right?" (McCullough was the first Intelligence Community Inspector General, represented David Grusch, and is HIGHLY respected. The fact that he's representing Corbell is something that's lost on the Corbell haters.) Corbell: "So, basically, those are the protocols. Our government has hundreds of thousands, in full-motion video, which is like a layered, sensor system from satellite platforms, as an example, which you've never seen, no one's ever seen. With incredible fidelity, showing all-domain UAP coming from space-to-air-to-sea and back out, from sea-to-air-to space. That's fact. I know that for a fact. I have been witness to a lot of that information. "But I did not give anything to Congress except file names, and they verified, vetted, and put out a public letter for 46. They kept the other ones private, which I think was smart. Because sometimes even just the the file names themselves, you know, could be an issue for 100 reasons. Does that clarify what you're asking?" Andy: "100% And even in the Discord, when that drop happened, everyone's Discords and stuff were going crazy. People were asking, 'Are these the videos that Corbell and Knapp have provided?' So there has been this idea, from some, that you guys gave them the videos. But what you've given was the locations, how to get them, where they were." Corbell: "The exact file names and locations, with verifiable proof that they do exist, that they did exist upon delivery, of those titles. You know. I'm not gonna just... You know, and also, what we get, when they ask for them, from Pete Hegseth and Department of War, is when they do release them, which they were provoked to do. That's the thing. "And they're not all out. The 46, just read the file names that were in that list, and then look at what was released. They are not all out. So think about that. They give you the underhanded pitch, the bottom of the barrel. And George Knapp and I, as I have said, we're gonna continue our reporting. "But it's kind of like a warning shot. You're like, here's what is in the hands of over 100 journalists, including podcasters now. Meaning they they can get access if they need. That's a whole process. But, essentially, we're telling them what journalists have. So what you can do is get in front of it and release the full, original files. And then nobody argues about frame rates, nobody goes after sources. "That's the way it should work because the onus is on the United States government because they themselves have said that we are going to be transparent about this, we're gonna be putting out all this information. Good, good. "So you've started, and it was total happenstance that the first release was on the premiere of 'Sleeping Dog' date, In in the sense that, I had no idea they were going to do that. It's kind of hilarious. But, you know, we did inform them before about the movie and that we're gonna, you know, do our journalism. So, you do the math." Andy: "Yeah, no, that's useful. And can we just confirm, I am not one of the podcasters who has those files before I am raided, or the CIA get in touch." Corbell: "Nobody has the files. You know, George and I have been sure to back up our work and provide an ability, if anything goes sideways, that, you know, the American public gets what they need. You know, it's very simple, dude. It's not like cloak and dagger. "You have to make sure that when you're reporting on things of national-security concern, that you don't damage national security, A number one. I'm an American, I live here, I love my country. Like, straight up. But also, you put things in place so that you're not the only one who's been able to see or have access, at time. And that's what we did. "We did that to protect sources, whistleblowers, and the information itself getting out to people. I don't possess anything, Andy. Of course, you don't. You're a foreign journalist to me. I'm sorry, but that that's another aspect to it. Is that, even though we have Five-Eyes Alliance, we've never hung out and had a beer, dude." Andy: "Not yet." Corbell: "[Laughs] I hope to." Andy: "Next year's Contact [in the Desert], maybe. So those 100 journalists... Because so many folks got in touch with me to ask..." Corbell: "100-plus." Andy: "100-plus, journalists and podcasters. It's not like you've sent out a special-edition pen drive and went, 'Here's all the files, if something happens.' But there are ways and means that if something did happen to yourself and/or George (Corbell: "Oh yeah"), these folks can access this material?" Corbell: "Yeah. I said it in Episode 60 of Weaponized, right? So we have, as journalists, we have covered and made sure the American public will never be, you know, the American public will never stay in the dark about what we've reported on or what we have to report on. But, you know, we have to go slow, we have to vet everything. It's just an insurance thing that that people would have instantaneous access. "I don't want that, either. Like, I don't want...you can't tell your friends, somebody, without telling your enemies. You know, and I don't...I would rather that we just continue doing our journalism under First Amendment, in America, without any interruption, in any way, that is illegal. And that's what's been happening. You know, the influence campaigns and the threats and that kind of thing. "So, yeah, man, I don't know how far we wanna go into that, but just base-level, we have made sure to protect the information that George Knapp and I have obtained over the decades. We don't hold in possession of anything, but at the same time, we've democratized the way that information will get out if we're stopped in any way, and that's just how it is." Andy: "And you guys are in full control of that, that no one can go rogue that has the information, or, you know, 'Ah, f**k Jeremy and George. I can access this. I'm gonna go off and find.' No, you guys are in complete control of that?" Corbell: "No, because that's a national-security issue because the nature of any information that comes to us in this realm. But additionally, that's not the right way to go about... I don't wanna go too deep into this, but that's not the right way that journalists operate, right? Is, you don't just haphazardly... So, no. Is that okay? Just end with no?" Andy: "You can end with 'no' on that one. It might come back round in one of these other answers to a different question." Corbell: "Okay, yeah."
10:20

Oh My God!!! 😱 Corbell Threatened to Release Hundreds of UFO Files, Which Were Also Given to Hundreds of Journalists! And Then He Backed Down! One Problem: It Never Happened I found the Jeremy Kenyon Lockyer Corbell clip I wanted to show you. But First: The claims... "Jeremy Corbell threatened to release hundreds of UFO files." ~Red Panda Koala And... "Jeremy Corbell says hundreds of journalists have been given the secret UFO files that will be released, if..." ~Red Panda Koala Full (inaccurate, IMO) claims, and the actual transcripts, are here: ⬇️⬇️⬇️ The following interview was uploaded several days after Corbell made those early-June comments that are now going viral, and for which he's getting a lot of hate over. This is a more complete explanation of the situation. Andy, forgive me for uploading such a long clip. I know this won't answer every question but it should educate folks on what was said. Or what was meant. And I'm sure it will calm the haters. 🥴 ~ Andy (That UFO Podcast): In 'Sleeping Dog,' you get your laptop out towards the end of the documentary. You know, dramatic, you dig some sh*t up. You've got a pen drive, you open it, and you see these files. And I'm sure, like many folks, I'm pausing frantically, reading all these names of files. I can just see the bottom of and the top. And I'm looking around your laptop screen. "And we begin to see clips of those videos. Now, those came out within the second release from the war dot gov, UFOs. Can you, first of all, clear up for me...we heard you had 46 videos that you were going to release." Jeremy Kenyon Lockyer Corbell: "No, who said that?" Andy: "So, generally, online, there was 46 videos were coming out. I think 52 came out. This is what I want cleared up, though. You know about those 52 videos that came out. How many came from you? Because the feeling online - and this even was for me - was, Jeremy's got his documentary, he showed what's going to come, and then within a couple of weeks we had the second drop, and bang, here's all these videos. Can you just clear up how many videos that were dropped, came from your end, and what's the story there?" Corbell: "Zero came from my end. Zero. Those are government-filmed UAP. They were provoked to release them by a variety of ways. George Knapp and I gave a multitude of lists of UAP filmed by our military, to Congress. They validated, they vetted, they found out where they were. We told them where they are, we had eyes on them, making sure they're not going to be deleted. "This is something we've acquired over decades, George and myself. You know, the newer ones are kind of the the best, I would say. You know, better hardware than, let's say, 15 years ago. But...so none of them came from us. That...it is government-filmed footage. "We identified the file names and file structures and location of holdings, gave that to Congress, and it's not just the 46. It actually surprised me when Rep. Anna Paulina Luna put out, and it was a gangster move. Rep. Luna put out a public letter to Pete Hegseth saying, 'Here are 46 files that we want.' "They didn't mention...it's actually 14 Air Force files that we've identified - even to the Department of Justice - that there's a bottleneck in UAP reporting within our own government. Remember 'Immaculate Constellation,' the idea of like, siphoning off the best footage. Well, George and I were able to identify that in Central Command, that there was a nexus point where there was a bottleneck, and the best UAP footage and evidence was being siphoned off even before it got to AARO. "Even our, you know, who were kind of enemies at a time, we informed AARO that there's this bottleneck, and if you want to find out where the good sh*t's going, we told them where. So, when you say 46 videos, 52 videos. Bro, there are probably hundreds of thousands. Very little ever get to reporters like George and myself, and it takes years for us to vet and verify. "And then, you know, anybody that leaks videos to journalists - if you consider them sources- they're at risk, you know, when journalists publish them. So, I have always been fighting. And then people yell at me, and they're like, 'It's not good enough, and the frame rates aren't right.' And all this weird sh*t. They're just baiting to try to like, dig in and try to investigate sources. It's all a charade. Everything with that online is a charade. They're just trying to entrap people. "So what we do, is we take the heat and we just keep doing the reporting. We gave Congress way more than 46 file structures, file names with locations, with evidence they exist. But we don't possess anything. We can't, legally. We can obtain and release. I'm familiar with, have access from time-to-time, too. "You know, you have to be really smart as a journalist on what your rights are. That's why I have a federal lawyer, which you learned in the movie is Chuck McCullough. Kind of one of the best federal lawyers you could have, now that I've admitted it, right?" (McCullough was the first Intelligence Community Inspector General, represented David Grusch, and is HIGHLY respected. The fact that he's representing Corbell is something that's lost on the Corbell haters.) Corbell: "So, basically, those are the protocols. Our government has hundreds of thousands, in full-motion video, which is like a layered, sensor system from satellite platforms, as an example, which you've never seen, no one's ever seen. With incredible fidelity, showing all-domain UAP coming from space-to-air-to-sea and back out, from sea-to-air-to space. That's fact. I know that for a fact. I have been witness to a lot of that information. "But I did not give anything to Congress except file names, and they verified, vetted, and put out a public letter for 46. They kept the other ones private, which I think was smart. Because sometimes even just the the file names themselves, you know, could be an issue for 100 reasons. Does that clarify what you're asking?" Andy: "100% And even in the Discord, when that drop happened, everyone's Discords and stuff were going crazy. People were asking, 'Are these the videos that Corbell and Knapp have provided?' So there has been this idea, from some, that you guys gave them the videos. But what you've given was the locations, how to get them, where they were." Corbell: "The exact file names and locations, with verifiable proof that they do exist, that they did exist upon delivery, of those titles. You know. I'm not gonna just... You know, and also, what we get, when they ask for them, from Pete Hegseth and Department of War, is when they do release them, which they were provoked to do. That's the thing. "And they're not all out. The 46, just read the file names that were in that list, and then look at what was released. They are not all out. So think about that. They give you the underhanded pitch, the bottom of the barrel. And George Knapp and I, as I have said, we're gonna continue our reporting. "But it's kind of like a warning shot. You're like, here's what is in the hands of over 100 journalists, including podcasters now. Meaning they they can get access if they need. That's a whole process. But, essentially, we're telling them what journalists have. So what you can do is get in front of it and release the full, original files. And then nobody argues about frame rates, nobody goes after sources. "That's the way it should work because the onus is on the United States government because they themselves have said that we are going to be transparent about this, we're gonna be putting out all this information. Good, good. "So you've started, and it was total happenstance that the first release was on the premiere of 'Sleeping Dog' date, In in the sense that, I had no idea they were going to do that. It's kind of hilarious. But, you know, we did inform them before about the movie and that we're gonna, you know, do our journalism. So, you do the math." Andy: "Yeah, no, that's useful. And can we just confirm, I am not one of the podcasters who has those files before I am raided, or the CIA get in touch." Corbell: "Nobody has the files. You know, George and I have been sure to back up our work and provide an ability, if anything goes sideways, that, you know, the American public gets what they need. You know, it's very simple, dude. It's not like cloak and dagger. "You have to make sure that when you're reporting on things of national-security concern, that you don't damage national security, A number one. I'm an American, I live here, I love my country. Like, straight up. But also, you put things in place so that you're not the only one who's been able to see or have access, at time. And that's what we did. "We did that to protect sources, whistleblowers, and the information itself getting out to people. I don't possess anything, Andy. Of course, you don't. You're a foreign journalist to me. I'm sorry, but that that's another aspect to it. Is that, even though we have Five-Eyes Alliance, we've never hung out and had a beer, dude." Andy: "Not yet." Corbell: "[Laughs] I hope to." Andy: "Next year's Contact [in the Desert], maybe. So those 100 journalists... Because so many folks got in touch with me to ask..." Corbell: "100-plus." Andy: "100-plus, journalists and podcasters. It's not like you've sent out a special-edition pen drive and went, 'Here's all the files, if something happens.' But there are ways and means that if something did happen to yourself and/or George (Corbell: "Oh yeah"), these folks can access this material?" Corbell: "Yeah. I said it in Episode 60 of Weaponized, right? So we have, as journalists, we have covered and made sure the American public will never be, you know, the American public will never stay in the dark about what we've reported on or what we have to report on. But, you know, we have to go slow, we have to vet everything. It's just an insurance thing that that people would have instantaneous access. "I don't want that, either. Like, I don't want...you can't tell your friends, somebody, without telling your enemies. You know, and I don't...I would rather that we just continue doing our journalism under First Amendment, in America, without any interruption, in any way, that is illegal. And that's what's been happening. You know, the influence campaigns and the threats and that kind of thing. "So, yeah, man, I don't know how far we wanna go into that, but just base-level, we have made sure to protect the information that George Knapp and I have obtained over the decades. We don't hold in possession of anything, but at the same time, we've democratized the way that information will get out if we're stopped in any way, and that's just how it is." Andy: "And you guys are in full control of that, that no one can go rogue that has the information, or, you know, 'Ah, f**k Jeremy and George. I can access this. I'm gonna go off and find.' No, you guys are in complete control of that?" Corbell: "No, because that's a national-security issue because the nature of any information that comes to us in this realm. But additionally, that's not the right way to go about... I don't wanna go too deep into this, but that's not the right way that journalists operate, right? Is, you don't just haphazardly... So, no. Is that okay? Just end with no?" Andy: "You can end with 'no' on that one. It might come back round in one of these other answers to a different question." Corbell: "Okay, yeah."

Joe Murgia

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