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I couldn’t leave Palm Springs without deep breeding some super slack daddy pussy. Watch til the end 😈 💦💦 #bbrt #bbbh #rawislaw #bareback #gayporn #daddypussy

😈 Favorite Fuck Buddy

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108,487 views • 2 years ago •via X (Twitter)

NSFW #bbrt #bbbh #rawislaw #bareback #gayporn #daddypussy

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Watch till the end for 💦 shot 😈 I really be enjoying this niqqa lives 😩😭😈 #tiktok #tiktoklive

Watch till the end for 💦 shot 😈 I really be enjoying this niqqa lives 😩😭😈 #tiktok #tiktoklive

XXXLIVEBOY

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Ok this one got me - watch til the end 🥹❤️ This lovely girl was tearing up as we met, she said some beautiful things to me and asked if we could take a selfie - I said yes but first let’s take a few deep breaths together to compose ourselves a bit - we don’t want no crazy looking selfies 🤪 She was the absolute sweetest thing 🥰 And to me, these kind of interactions with people will always always always be the best part of fame. #RedOneMovie #BerlinPremiere

Ok this one got me - watch til the end 🥹❤️ This lovely girl was tearing up as we met, she said some beautiful things to me and asked if we could take a selfie - I said yes but first let’s take a few deep breaths together to compose ourselves a bit - we don’t want no crazy looking selfies 🤪 She was the absolute sweetest thing 🥰 And to me, these kind of interactions with people will always always always be the best part of fame. #RedOneMovie #BerlinPremiere

Dwayne Johnson

342,561 views • 1 year ago

Medvedev after reaching US Open Round 3 “If the U.S. Open was a movie would you rather play the hero or the villain?” Daniil: “It’s super easy. For about 50% of the movie, you know this kind of movie where you don’t know what the ending is and you try to guess who is the bad guy.. I wanna be the guy who you’re gonna watch the movie and almost til the end think he’s a bad guy, he’s not good. Then at the last second of the movie you understand that he was the best guy ever. He was really good. And it was some other guy who was the villain. This would be perfect” 😭😭😭

Medvedev after reaching US Open Round 3 “If the U.S. Open was a movie would you rather play the hero or the villain?” Daniil: “It’s super easy. For about 50% of the movie, you know this kind of movie where you don’t know what the ending is and you try to guess who is the bad guy.. I wanna be the guy who you’re gonna watch the movie and almost til the end think he’s a bad guy, he’s not good. Then at the last second of the movie you understand that he was the best guy ever. He was really good. And it was some other guy who was the villain. This would be perfect” 😭😭😭

The Tennis Letter

303,292 views • 1 month ago

Flew this tight little white twink all the way to Dubai to be our personal cum-guzzling fuck toy, breeding bitch, and eager pink boy-cunt for the entire week. We parade and pose him like a trophy wherever we go, but behind closed doors we three huge hung Black Bulls are viciously destroying and wrecking his sloppy, greedy boy-pussy — brutally stretching, pile-driving, and gaping his hungry fuckhole raw with our thick veiny BBCs until it’s completely ruined, prolapsed, wrecked, and turned into a sloppy dripping cum-sleeve. By the end of the week this little snowbunny won’t be walking straight, just waddling bow-legged with our thick loads bubbling and leaking out of his destroyed cunt down his thighs. Hope he packed a fucking diaper for that long flight home 😈🍆💦💦💦 #BBC #Interracial #SizeQueen #BlackDaddies #BoyPussy #TwinkDestruction #LuxuryBBC #BreedingSeason #HeightDifference #Snowbunny #BBCGang #PinkBoyPussy #CumDump #HoleWrecker #BBCBreeding #GapingBoy #SloppyCunt #BoyCunt #CumSleeve #ProlapsedPussy #BBCWorship

Flew this tight little white twink all the way to Dubai to be our personal cum-guzzling fuck toy, breeding bitch, and eager pink boy-cunt for the entire week. We parade and pose him like a trophy wherever we go, but behind closed doors we three huge hung Black Bulls are viciously destroying and wrecking his sloppy, greedy boy-pussy — brutally stretching, pile-driving, and gaping his hungry fuckhole raw with our thick veiny BBCs until it’s completely ruined, prolapsed, wrecked, and turned into a sloppy dripping cum-sleeve. By the end of the week this little snowbunny won’t be walking straight, just waddling bow-legged with our thick loads bubbling and leaking out of his destroyed cunt down his thighs. Hope he packed a fucking diaper for that long flight home 😈🍆💦💦💦 #BBC #Interracial #SizeQueen #BlackDaddies #BoyPussy #TwinkDestruction #LuxuryBBC #BreedingSeason #HeightDifference #Snowbunny #BBCGang #PinkBoyPussy #CumDump #HoleWrecker #BBCBreeding #GapingBoy #SloppyCunt #BoyCunt #CumSleeve #ProlapsedPussy #BBCWorship

DC Daddy

21,969 views • 4 months ago

Rainy season has arrived and it makes feeding the street dogs a serious challenge… 🥘 We still make food for 800 dogs a day using fresh ingredients ⛈️ Koh Samui is a tropical island so the rainy season can last up to 6-7 weeks. 💦 The downpours are insane. Sometimes they go on for days without a break 🐕 Many of the dogs won’t come out. They find shelter under shacks, or big trees and stay there. Many hate the rain 🐶 Some of the dogs like Mr Fox and Oreo absolutely love the rain. They come out and play in the puddles without a care in the world The dogs get fed every day of the year. If they don’t come out I leave food in various dry places for them. The rain is kinda warm but it’s still pretty horrible to be out in 😅😅😅

Rainy season has arrived and it makes feeding the street dogs a serious challenge… 🥘 We still make food for 800 dogs a day using fresh ingredients ⛈️ Koh Samui is a tropical island so the rainy season can last up to 6-7 weeks. 💦 The downpours are insane. Sometimes they go on for days without a break 🐕 Many of the dogs won’t come out. They find shelter under shacks, or big trees and stay there. Many hate the rain 🐶 Some of the dogs like Mr Fox and Oreo absolutely love the rain. They come out and play in the puddles without a care in the world The dogs get fed every day of the year. If they don’t come out I leave food in various dry places for them. The rain is kinda warm but it’s still pretty horrible to be out in 😅😅😅

Niall Harbison

456,135 views • 2 years ago

Thank you, Sacramento 🫡 After 4 incredible years in the Capital City, I’ll be leaving CBS Sacramento From covering two Super Bowls, to the #Kings breaking their playoff drought to a stadium relocation or a move to the FBS (and all the viral moments in between). This chapter in Northern California will be one of incredible growth, opportunity & dreams fulfilled. It all wouldn’t have been possible without some of the best teammates I’ve ever had in Sara Hodges & Brandon Benitez - You are both truly family ❤️ Thank you to everyone in the 916/209 — from the ride-or-die fans to my team at CBS13 & Good Day Sacramento — for allowing me to be me. And to all the SID’s, coaches and players who trusted me with the opportunity to tell your stories, thank you. Sacramento sports fans are in good hands. The market is filled with incredibly talented reporters that I had the honor & pleasure of working with. #Sacramento was never a part of the plan - I came to #NorCal knowing no one, taking a leap of faith. I leave with more friends and memories than I can count. In the end, I hope I’ve left the city better than I found it 🫶

Thank you, Sacramento 🫡 After 4 incredible years in the Capital City, I’ll be leaving CBS Sacramento From covering two Super Bowls, to the #Kings breaking their playoff drought to a stadium relocation or a move to the FBS (and all the viral moments in between). This chapter in Northern California will be one of incredible growth, opportunity & dreams fulfilled. It all wouldn’t have been possible without some of the best teammates I’ve ever had in Sara Hodges & Brandon Benitez - You are both truly family ❤️ Thank you to everyone in the 916/209 — from the ride-or-die fans to my team at CBS13 & Good Day Sacramento — for allowing me to be me. And to all the SID’s, coaches and players who trusted me with the opportunity to tell your stories, thank you. Sacramento sports fans are in good hands. The market is filled with incredibly talented reporters that I had the honor & pleasure of working with. #Sacramento was never a part of the plan - I came to #NorCal knowing no one, taking a leap of faith. I leave with more friends and memories than I can count. In the end, I hope I’ve left the city better than I found it 🫶

Jake Gadon

28,092 views • 1 month ago

kim seungmin….💔 this is his honest feelingㅠㅠ 🐶 Anyway the 2-week promotion period has already come to an end. Honestly, ever since the concert, I had this vague feeling like… “Can I really do this?” I kept thinking about whether I could stay right next to the members, without missing a single beat and manage to do all of this. It was a very vague, uncertain feeling. But at the same time, this is obviously something I have to do. I’m a member of the group, it’s my job and there are so many STAYs who are watching and supporting us so there are things that I naturally have to do. And because of that, I also wondered if I should even feel proud of myself for having gotten through this somehow differently from usual. Like, “Is it okay for me to feel proud of myself for this?” Anyway, I still haven’t really been able to let this promotion go yet, that’s because, with these music show promotions, I was the one who said that I would somehow join in. I felt like if I was going to be separated from the members even on stage ans if I just stayed by myself doing rehab and resting alone… Of course, I know that I was supposed to rest, but if I did, somehow, both emotionally and mentally, I just couldn’t accept it for myself. Everyone carries some degree of pain with them and still works and goes on living their lives. That’s just how you learn to live, I think. So even in those moments, I really hated showing it or letting it show that I was in pain. But at the same time, I couldn’t cause any problems for the others either, because you never know what might happen. What if I was performing on stage and a situation came up where I genuinely couldn’t keep going? Then, if I had to leave the stage in the middle of a performance again, someone would have to fill in for my position in the choreography. It’s easy to say but when one person is missing, someone else inevitably has to fill that space and there’s still going to be an empty spot somewhere. So, for the formations this time, since I wasn’t able to participate in the group choreography during the MV, I thought, “Let’s just focus on the meaning of me being able to stand on stage together with them while keeping the members’ original formations.”That’s what I told the company and the choreographers as well. Because you never know, I could have ended up having to leave again in the middle of a performance. So even if I was mostly hidden a little, I thought I’d just put meaning into being there together with them in the back and then come forward during my parts and do my best to make sure my face was seen. That was how I tried my best, in my own way, to get through it. Those were honestly my feelings about it. This is all really true. So I guess I feel a little bittersweet about it. In my own position, I’m genuinely doing my best. I truly mean that.

kim seungmin….💔 this is his honest feelingㅠㅠ 🐶 Anyway the 2-week promotion period has already come to an end. Honestly, ever since the concert, I had this vague feeling like… “Can I really do this?” I kept thinking about whether I could stay right next to the members, without missing a single beat and manage to do all of this. It was a very vague, uncertain feeling. But at the same time, this is obviously something I have to do. I’m a member of the group, it’s my job and there are so many STAYs who are watching and supporting us so there are things that I naturally have to do. And because of that, I also wondered if I should even feel proud of myself for having gotten through this somehow differently from usual. Like, “Is it okay for me to feel proud of myself for this?” Anyway, I still haven’t really been able to let this promotion go yet, that’s because, with these music show promotions, I was the one who said that I would somehow join in. I felt like if I was going to be separated from the members even on stage ans if I just stayed by myself doing rehab and resting alone… Of course, I know that I was supposed to rest, but if I did, somehow, both emotionally and mentally, I just couldn’t accept it for myself. Everyone carries some degree of pain with them and still works and goes on living their lives. That’s just how you learn to live, I think. So even in those moments, I really hated showing it or letting it show that I was in pain. But at the same time, I couldn’t cause any problems for the others either, because you never know what might happen. What if I was performing on stage and a situation came up where I genuinely couldn’t keep going? Then, if I had to leave the stage in the middle of a performance again, someone would have to fill in for my position in the choreography. It’s easy to say but when one person is missing, someone else inevitably has to fill that space and there’s still going to be an empty spot somewhere. So, for the formations this time, since I wasn’t able to participate in the group choreography during the MV, I thought, “Let’s just focus on the meaning of me being able to stand on stage together with them while keeping the members’ original formations.”That’s what I told the company and the choreographers as well. Because you never know, I could have ended up having to leave again in the middle of a performance. So even if I was mostly hidden a little, I thought I’d just put meaning into being there together with them in the back and then come forward during my parts and do my best to make sure my face was seen. That was how I tried my best, in my own way, to get through it. Those were honestly my feelings about it. This is all really true. So I guess I feel a little bittersweet about it. In my own position, I’m genuinely doing my best. I truly mean that.

댕꾸 ◡̈

257,023 views • 1 month ago

LAWYERS CAUGHT ON CAMERA TRYING TO CENSOR GRANT CARDONE'S DEPOSITION FROM THE PUBLIC. - Watch 'til the END! After 14 hours of grilling deposition lawyers for 'sus'man godfrey attempts to seal Grant Cardone's testimony. After 6 years., this is the first time Cardone had a chance to tell his story. He EXPOSES lawyers at ATTEMPTING TO SEAL HIS PERSONAL TESTIMONY CONFIDENTIAL. Cardone says, "I want it ALL public.... II AM GOING TO MAKE YOU GUYS FAMOUS AND SHOW THE WORLD HOW YOU GUYS TRY TO EXTORT SUCCESSFUL PEOPLE AND BUSINESS OWNERS." In this unfiltered confrontation, the $600M class action BEHEMOTH SUSMAN, appears to BULLY Cardone manipulating the law to designate Grant Cardone’s personal deposition under oath as confidential. On tuesday they realized they would be force to de-designate and now the entire second day will be make public. Grant openly refuses to accept this obvious abuse of the legal system & will NOT leave without an explanation, challenging Raj Mathur's legal basis (which there was none) for sealing the footage, and demands that the dispute be taken directly to the judge. Cardone doesn't have a legal degree but was right in this case. The cameras keep rolling as both sides debate the protective order, the ownership of the deposition video, and whether anything discussed justified keeping the testimony from the public. Watch the full exchange and decide for yourself. Was confidentiality legally justified, or was this an attempt to prevent the public from seeing what happened? Why did courts reverse? YOU CAN WATCH THE ENTIRE 7 HOURS they were attempting to hide and better understand the entire case. This is the first time Cardone has had a chance to TO SPEAK TO THE PUBLIC and GET THE TRUTH OUT

LAWYERS CAUGHT ON CAMERA TRYING TO CENSOR GRANT CARDONE'S DEPOSITION FROM THE PUBLIC. - Watch 'til the END! After 14 hours of grilling deposition lawyers for 'sus'man godfrey attempts to seal Grant Cardone's testimony. After 6 years., this is the first time Cardone had a chance to tell his story. He EXPOSES lawyers at ATTEMPTING TO SEAL HIS PERSONAL TESTIMONY CONFIDENTIAL. Cardone says, "I want it ALL public.... II AM GOING TO MAKE YOU GUYS FAMOUS AND SHOW THE WORLD HOW YOU GUYS TRY TO EXTORT SUCCESSFUL PEOPLE AND BUSINESS OWNERS." In this unfiltered confrontation, the $600M class action BEHEMOTH SUSMAN, appears to BULLY Cardone manipulating the law to designate Grant Cardone’s personal deposition under oath as confidential. On tuesday they realized they would be force to de-designate and now the entire second day will be make public. Grant openly refuses to accept this obvious abuse of the legal system & will NOT leave without an explanation, challenging Raj Mathur's legal basis (which there was none) for sealing the footage, and demands that the dispute be taken directly to the judge. Cardone doesn't have a legal degree but was right in this case. The cameras keep rolling as both sides debate the protective order, the ownership of the deposition video, and whether anything discussed justified keeping the testimony from the public. Watch the full exchange and decide for yourself. Was confidentiality legally justified, or was this an attempt to prevent the public from seeing what happened? Why did courts reverse? YOU CAN WATCH THE ENTIRE 7 HOURS they were attempting to hide and better understand the entire case. This is the first time Cardone has had a chance to TO SPEAK TO THE PUBLIC and GET THE TRUTH OUT

Grant Cardone

122,810 views • 2 months ago

jihoon’s tmap behind the scenes and why he slept in jaehyuk and haruto’s room 😹 🐶 why did I sleep in Jaehyuk and Ruto’s room? first of all, because it was fun. when I went to the room, it was around 1AM? 2 AM? we were all playing games together like Liar and Mafia until really late around 1-2 am. 🐶 after that, we all brushed our teeth. I was feeling a bit hot, so I went outside for some fresh air and then came back in, but Junghwan and Junkyu were already basically ready to sleep. like so close to actually going to bed. 🐶 but I still wasn’t sleepy at all. the room was small, so if I used my phone on the bed, the light would bother everyone. I lay down for a bit, but it felt like they couldn’t sleep because of me, and they were just being cautious 🐶 so I told Junghwan and Junkyu “you guys sleep on the bed, I’ll go sleep in the next room. I think I’ll sleep late, and you might not be able to sleep because of me.” 🐶 I just went to the next room without asking for permission. when I went in, the guys really didn’t like it at first. but honestly, if you only watch the edited version, it does look kind of harsh 🐶 at first, Jaehyuk and Ruto were kind of against it, but then the 3 of us ended up watching baseball and having fun. SO! in the beginning they were against it, in the middle we were having fun together. and at the end, when they were trying to sleep, i kept wanting to joke around, so I teased them a lot 🐶 those parts of me joking around at the end were shown a lot. bc that day, Hyunsuk hyung and Doyoung slept early, Yoshi slept too, and so did Jeongwoo and Asahi. the only ones awake were Watanabe Haruto and Yoon Jaehyuk. 🐶 when I first went in I was like, “whatever im not asking for permission”. I just went in cause why do I need permission? it’s just us. then we hung out, watched baseball, talked about random stuff, and had fun 🐶 when it was time to sleep, they were like 🦁🦋 hyung, let’s sleep now 🐶 so I said okay, but once the lights were off, I just really wanted to mess around, so I kept joking and had fun

jihoon’s tmap behind the scenes and why he slept in jaehyuk and haruto’s room 😹 🐶 why did I sleep in Jaehyuk and Ruto’s room? first of all, because it was fun. when I went to the room, it was around 1AM? 2 AM? we were all playing games together like Liar and Mafia until really late around 1-2 am. 🐶 after that, we all brushed our teeth. I was feeling a bit hot, so I went outside for some fresh air and then came back in, but Junghwan and Junkyu were already basically ready to sleep. like so close to actually going to bed. 🐶 but I still wasn’t sleepy at all. the room was small, so if I used my phone on the bed, the light would bother everyone. I lay down for a bit, but it felt like they couldn’t sleep because of me, and they were just being cautious 🐶 so I told Junghwan and Junkyu “you guys sleep on the bed, I’ll go sleep in the next room. I think I’ll sleep late, and you might not be able to sleep because of me.” 🐶 I just went to the next room without asking for permission. when I went in, the guys really didn’t like it at first. but honestly, if you only watch the edited version, it does look kind of harsh 🐶 at first, Jaehyuk and Ruto were kind of against it, but then the 3 of us ended up watching baseball and having fun. SO! in the beginning they were against it, in the middle we were having fun together. and at the end, when they were trying to sleep, i kept wanting to joke around, so I teased them a lot 🐶 those parts of me joking around at the end were shown a lot. bc that day, Hyunsuk hyung and Doyoung slept early, Yoshi slept too, and so did Jeongwoo and Asahi. the only ones awake were Watanabe Haruto and Yoon Jaehyuk. 🐶 when I first went in I was like, “whatever im not asking for permission”. I just went in cause why do I need permission? it’s just us. then we hung out, watched baseball, talked about random stuff, and had fun 🐶 when it was time to sleep, they were like 🦁🦋 hyung, let’s sleep now 🐶 so I said okay, but once the lights were off, I just really wanted to mess around, so I kept joking and had fun

shan

47,744 views • 5 months ago

🚨Every time the conversation turns to ancient geometry and cosmic ratios, you watch the skeptics panic. Its just co inky dink, numerology, stop playing with numbers. Except the numbers aren’t arbitrary. So lets look at 432, 43,200 and 432,000. They show up in myth, architecture, temple design, timekeeping, and cosmic measurements across cultures that supposedly never met. The Great Pyramid encodes Earth’s shape and size with a precision we didn’t achieve until satellites. The longitude problem us humans couldn’t solve until the 18th century, and yet it’s embedded in a structure thousands of years older. Then you get the 108 ratio which is the Moon diameter × 108 = distance to Earth. Sun diameter × 108 = distance to Earth, both bodies, have the exact same ratio. The crazy doesn’t even end the because ancient temples from India to Cambodia are built around that same number. At some point you have to stop calling it co inky dink and admit what it looks like. Someone or something in the deep past had accurate knowledge of the Earth, the sky, and the cosmic cycles we’re only now beginning to catch up to. We don’t know who, what or when, but the clues are everywhere. Do not miss this episode, I love Ben’s intellect and knowledge on this subject which is equally met by Joe’s enthusiasm. #AncientCivilizations #SacredGeometry #Pyramids #BenVanKerkwyk #JoeRogan #UAP #Archaeology #LostHistory

🚨Every time the conversation turns to ancient geometry and cosmic ratios, you watch the skeptics panic. Its just co inky dink, numerology, stop playing with numbers. Except the numbers aren’t arbitrary. So lets look at 432, 43,200 and 432,000. They show up in myth, architecture, temple design, timekeeping, and cosmic measurements across cultures that supposedly never met. The Great Pyramid encodes Earth’s shape and size with a precision we didn’t achieve until satellites. The longitude problem us humans couldn’t solve until the 18th century, and yet it’s embedded in a structure thousands of years older. Then you get the 108 ratio which is the Moon diameter × 108 = distance to Earth. Sun diameter × 108 = distance to Earth, both bodies, have the exact same ratio. The crazy doesn’t even end the because ancient temples from India to Cambodia are built around that same number. At some point you have to stop calling it co inky dink and admit what it looks like. Someone or something in the deep past had accurate knowledge of the Earth, the sky, and the cosmic cycles we’re only now beginning to catch up to. We don’t know who, what or when, but the clues are everywhere. Do not miss this episode, I love Ben’s intellect and knowledge on this subject which is equally met by Joe’s enthusiasm. #AncientCivilizations #SacredGeometry #Pyramids #BenVanKerkwyk #JoeRogan #UAP #Archaeology #LostHistory

Skywatch Signal

210,439 views • 10 months ago

My fox shooting garden defending AI robot is finally done and WORKING! 🤩 (Don’t worry it only shoots 💦 water) After months of slowly moving forward with each part I finished the last step to train a TensorFlow model on the footage of the 🦊 fox I collected hours of footage 📹 with the fox roaming around my garden, from this I labeled around 2000 images with the fox by hand ✋ Honestly, I was quite skeptical training the model was actually gonna work, maybe this was partly the reason I avoided working on this until the very end. If I couldn’t train a model to detect the fox, this whole robot would never be able to function properly. On the flipside though, with no previous experience in hardware or electronics there was a bit of a learning curve and I didn’t want to end up labeling thousands of images, training a TensorFlow model, only to fail on building the hardware. As I started building, I realized that mixing hardware and software adds quite another dimension to debugging things. At times I wasted hours debugging code in my IDE, only to realize the issue was somewhere in the electronics. Furthermore, combining this side project with a full time job and a young family, is not always easy. It can be quite frustrating, to know you only need 4 hours of concentrated effort for a small task, having to spread it out across a week of 20min increments. Then, a few months into the build I noticed the fox had stopped coming to my garden, in fact one day, I recorded her walking with 3 cute little 🐶 pups, and the next day I saw her moving out of my garden completely. Did she know I was building a robot? I had this strange mix of feelings, happy my garden was safe from poop and digging, happy she was safe with her pups, but how was I gonna finish this project if my robot had no fox to detect? For sure they would be back next year, I figured I could postpone the whole thing until next winter, but I also knew it was gonna be much harder to pick up momentum if I did let it sit there for six months. So I decided to keep working, hoping the fox would reappear,.. but she never did. As I finished labeling the footage and started training my model, I could finally see the mAP results, quantifying the precision of my object detection model. It was measuring at 78% across different metrics on detecting my fox. I quickly ran the model on some of the video footage I got from my fox. Inference speed took a hit, but it did a near perfect job detecting the fox, even when she was deep down in the grass or wizzing past in a motion blur. It took me by surprise how well it worked. With the default model I had to drop my confidence threshold way down to 15%, to recognize the fox as 🦜“bird” in one or two frames, with my custom model it followed the fox all the way down to the back of the garden! Still this didn’t solve the issue of there being no actual fox in my garden and how was I gonna wrap this project in a short timeframe. I played with the idea of putting a fox toy 🧸 on an RC 🚗 car, or borrowing a dog to run around the garden to test. Friends suggested I run around the garden in a fox costume.. what a ridiculous idea. I wasn’t really feeling the idea of running around the garden in a floppy cloth fox 🎭 costume, but had a look anyway. I came across these self inflating costumes. This actually could be perfect. Since it’s inflated, it would hold its shape super well, making it much easier to label, train and be recognized by my robot. So I got the costume and shot a time lapse of myself as a fox walking around the garden. I labeled it to around 600 images. Ran the model training again and got a mAP result of 82%. This was even better than my real fox! At this point I knew this was gonna work. So here’s the final 🎥 video, just having some fun with it. I’ll update here whenever the real fox does come back. On a final note, I’m looking for (remote) jobs in these fields of AI now: - object detection - visual generative AI - 3D (nerfs + gaussian splats) So if you know anything let me know! My DMs are open 😊

My fox shooting garden defending AI robot is finally done and WORKING! 🤩 (Don’t worry it only shoots 💦 water) After months of slowly moving forward with each part I finished the last step to train a TensorFlow model on the footage of the 🦊 fox I collected hours of footage 📹 with the fox roaming around my garden, from this I labeled around 2000 images with the fox by hand ✋ Honestly, I was quite skeptical training the model was actually gonna work, maybe this was partly the reason I avoided working on this until the very end. If I couldn’t train a model to detect the fox, this whole robot would never be able to function properly. On the flipside though, with no previous experience in hardware or electronics there was a bit of a learning curve and I didn’t want to end up labeling thousands of images, training a TensorFlow model, only to fail on building the hardware. As I started building, I realized that mixing hardware and software adds quite another dimension to debugging things. At times I wasted hours debugging code in my IDE, only to realize the issue was somewhere in the electronics. Furthermore, combining this side project with a full time job and a young family, is not always easy. It can be quite frustrating, to know you only need 4 hours of concentrated effort for a small task, having to spread it out across a week of 20min increments. Then, a few months into the build I noticed the fox had stopped coming to my garden, in fact one day, I recorded her walking with 3 cute little 🐶 pups, and the next day I saw her moving out of my garden completely. Did she know I was building a robot? I had this strange mix of feelings, happy my garden was safe from poop and digging, happy she was safe with her pups, but how was I gonna finish this project if my robot had no fox to detect? For sure they would be back next year, I figured I could postpone the whole thing until next winter, but I also knew it was gonna be much harder to pick up momentum if I did let it sit there for six months. So I decided to keep working, hoping the fox would reappear,.. but she never did. As I finished labeling the footage and started training my model, I could finally see the mAP results, quantifying the precision of my object detection model. It was measuring at 78% across different metrics on detecting my fox. I quickly ran the model on some of the video footage I got from my fox. Inference speed took a hit, but it did a near perfect job detecting the fox, even when she was deep down in the grass or wizzing past in a motion blur. It took me by surprise how well it worked. With the default model I had to drop my confidence threshold way down to 15%, to recognize the fox as 🦜“bird” in one or two frames, with my custom model it followed the fox all the way down to the back of the garden! Still this didn’t solve the issue of there being no actual fox in my garden and how was I gonna wrap this project in a short timeframe. I played with the idea of putting a fox toy 🧸 on an RC 🚗 car, or borrowing a dog to run around the garden to test. Friends suggested I run around the garden in a fox costume.. what a ridiculous idea. I wasn’t really feeling the idea of running around the garden in a floppy cloth fox 🎭 costume, but had a look anyway. I came across these self inflating costumes. This actually could be perfect. Since it’s inflated, it would hold its shape super well, making it much easier to label, train and be recognized by my robot. So I got the costume and shot a time lapse of myself as a fox walking around the garden. I labeled it to around 600 images. Ran the model training again and got a mAP result of 82%. This was even better than my real fox! At this point I knew this was gonna work. So here’s the final 🎥 video, just having some fun with it. I’ll update here whenever the real fox does come back. On a final note, I’m looking for (remote) jobs in these fields of AI now: - object detection - visual generative AI - 3D (nerfs + gaussian splats) So if you know anything let me know! My DMs are open 😊

Jeroen Pixel

55,797 views • 2 years ago

The Plight of Amhara Doctors under Abiy Ahmed Ali 🇪🇹's Fascist Rule in Ethiopia This was a message sent to journalist Belete Kassa Mekonnen yesterday (August 29th, 2024) from an Amhara doctor who had fled Bahir Dar, Amhara region after narrowly escaping execution by a member of the Ethiopian National Defense Force: Hi Belete, I want to address an incident that happened to me in Bahir Dar. I will withhold my name for now, I can tell you if it is necessary. I used to be a doctor in a private clinic in Bahir Dar. One day, government forces were unexpectedly passing by our clinic. The door to the clinic was open and when they saw my white coat, they barged in and said, “where are the Fano’s being treated?.” They told me that they have information that Fano fighters are being treated in the clinic. I told them there were no Fano fighters, they looked around to check. Fortunately, there were no young patients that day. They said that they have been told by informants that I have been treating Fano fighters. I told the soldier that I was there to treat all human beings, and throughout my education the main lesson I learned is to treat all human beings without discrimination. After talking to his friend, that was waiting outside, in Afan Oromo, he slapped me in the face twice and pointed his rifle at me and said, “where have you been? Have you not heard?” It was at this point that my elderly patients that I was treating, begged the soldier not to kill me, some even saying to kill them instead. As the patients got close to us, he took me out of the clinic and took me to a house with a balcony. He said to me: “Listen, we (Oromos) will not leave until we wipe out the Amhara youth and rape your women. We will leave once we infect your women with sexually transmitted diseases. It is our turn to rule. Your time to rule is over. You’re too emboldened. We are punishing you because you said you will not be ruled by Oromos. So any Amhara that does not cooperate with us will be executed. So if I execute you right now, no one would question me.” He told me to prepare myself. I was so shocked and disturbed but in that moment I decided that if I’m going to die, at least I will have to take one of these monsters with me. I went into my pocket and found a pen, and thought I would have to use that pen if necessary. The most heartbreaking part was that when the soldier was saying that “we will not leave until we wipe out Amhara,” there were two Amhara militias standing besides him. At the end I decided to say my final words. I said, “please, as a doctor I can treat you guys for free, I will even give you all the money I have in my bank account, I have a child, please don’t kill me.” Then he said, “ok, bring me 40,000 birr.” I told him I did not have the money now but I can transfer it to his account. He said to me, “ok, you will bring me the 40,000 birr at 10pm at the tree behind the Mecod military base. If you don’t bring me the money, I will come and burn both you and the your clinic down.” With a huge sigh of relief, I said ok and left. After saving my life that day, I left everything I had and fled to Addis Ababa. --------------------------------------------------- The images in this video are taken from the July report by Human Rights Watch, which details the destruction of healthcare infrastructure in the Amhara region by Ethiopian government forces. They are not directly linked to this testimony. #WarOnAmhara #AmharaGenocide #Ethiopia

The Plight of Amhara Doctors under Abiy Ahmed Ali 🇪🇹's Fascist Rule in Ethiopia This was a message sent to journalist Belete Kassa Mekonnen yesterday (August 29th, 2024) from an Amhara doctor who had fled Bahir Dar, Amhara region after narrowly escaping execution by a member of the Ethiopian National Defense Force: Hi Belete, I want to address an incident that happened to me in Bahir Dar. I will withhold my name for now, I can tell you if it is necessary. I used to be a doctor in a private clinic in Bahir Dar. One day, government forces were unexpectedly passing by our clinic. The door to the clinic was open and when they saw my white coat, they barged in and said, “where are the Fano’s being treated?.” They told me that they have information that Fano fighters are being treated in the clinic. I told them there were no Fano fighters, they looked around to check. Fortunately, there were no young patients that day. They said that they have been told by informants that I have been treating Fano fighters. I told the soldier that I was there to treat all human beings, and throughout my education the main lesson I learned is to treat all human beings without discrimination. After talking to his friend, that was waiting outside, in Afan Oromo, he slapped me in the face twice and pointed his rifle at me and said, “where have you been? Have you not heard?” It was at this point that my elderly patients that I was treating, begged the soldier not to kill me, some even saying to kill them instead. As the patients got close to us, he took me out of the clinic and took me to a house with a balcony. He said to me: “Listen, we (Oromos) will not leave until we wipe out the Amhara youth and rape your women. We will leave once we infect your women with sexually transmitted diseases. It is our turn to rule. Your time to rule is over. You’re too emboldened. We are punishing you because you said you will not be ruled by Oromos. So any Amhara that does not cooperate with us will be executed. So if I execute you right now, no one would question me.” He told me to prepare myself. I was so shocked and disturbed but in that moment I decided that if I’m going to die, at least I will have to take one of these monsters with me. I went into my pocket and found a pen, and thought I would have to use that pen if necessary. The most heartbreaking part was that when the soldier was saying that “we will not leave until we wipe out Amhara,” there were two Amhara militias standing besides him. At the end I decided to say my final words. I said, “please, as a doctor I can treat you guys for free, I will even give you all the money I have in my bank account, I have a child, please don’t kill me.” Then he said, “ok, bring me 40,000 birr.” I told him I did not have the money now but I can transfer it to his account. He said to me, “ok, you will bring me the 40,000 birr at 10pm at the tree behind the Mecod military base. If you don’t bring me the money, I will come and burn both you and the your clinic down.” With a huge sigh of relief, I said ok and left. After saving my life that day, I left everything I had and fled to Addis Ababa. --------------------------------------------------- The images in this video are taken from the July report by Human Rights Watch, which details the destruction of healthcare infrastructure in the Amhara region by Ethiopian government forces. They are not directly linked to this testimony. #WarOnAmhara #AmharaGenocide #Ethiopia

ነብዩ

22,800 views • 2 years ago

hyunjin interview 🥟❤️ ⚙️ 2160p 🥟 when i think about, how i am on stage this is the side of myself that i consider most important. so if someone asked who i am i'd just tell them to watch me perform 🥟 dancing itself has become my job its the best way to express what i want to show from deep inside even though i haven't spent the majority of my life dancing 🥟 i use dance a lot to express things i cant put into words. i love getting lost on stage when i'm truly immersed some moves come out naturally and they show the brighter side of me 🥟 as for my art its just another way of expressing myself 🥟📹 so the title is, "since theres no nail art, i used stickers and glue" 🥟 but dance is what made me who i am today so it means a lot to me its how i express my inner self. 🥟 okay! gangbakz! (red lightz) 🐺 oh~ yes~ 🥟 our unit's new stage is coming up! 🐺 escape! 🥟 yes~ 🐺 we're preparing for it now 🥟 we're going to practice! 🐺 yup! 🥟 i'm sure everyone has at least one bruise or loneliness that they dont want to show other and in this word hiding that feels like whats normal. i also have bruises and worries i want to hide 🥟 my biggest fear is.. that those insecurities will get exposed to the public. i'm scared of being caught and showing that part of me 🥟 i guess i never really wanted to be super famous i just wanted to live my life with STAY. i started to show my true self to STAY and naturally it led to more people liking us 🥟 "a wounded blade of grass smells sweater." i first heard this phrase in 2018 and it still pushes me forward to this day. i felt like it came to me during a time when i was trying to understand myself like it was telling me to hang in there. there are people that support the wounded blade of grass and thats the reason why i exist and through that i gained the strength to live on 🥟 i just want to enjoy the ride while i'm here because in the end its only the good memories that will remain. the hard parts will just fade on their own.

hyunjin interview 🥟❤️ ⚙️ 2160p 🥟 when i think about, how i am on stage this is the side of myself that i consider most important. so if someone asked who i am i'd just tell them to watch me perform 🥟 dancing itself has become my job its the best way to express what i want to show from deep inside even though i haven't spent the majority of my life dancing 🥟 i use dance a lot to express things i cant put into words. i love getting lost on stage when i'm truly immersed some moves come out naturally and they show the brighter side of me 🥟 as for my art its just another way of expressing myself 🥟📹 so the title is, "since theres no nail art, i used stickers and glue" 🥟 but dance is what made me who i am today so it means a lot to me its how i express my inner self. 🥟 okay! gangbakz! (red lightz) 🐺 oh~ yes~ 🥟 our unit's new stage is coming up! 🐺 escape! 🥟 yes~ 🐺 we're preparing for it now 🥟 we're going to practice! 🐺 yup! 🥟 i'm sure everyone has at least one bruise or loneliness that they dont want to show other and in this word hiding that feels like whats normal. i also have bruises and worries i want to hide 🥟 my biggest fear is.. that those insecurities will get exposed to the public. i'm scared of being caught and showing that part of me 🥟 i guess i never really wanted to be super famous i just wanted to live my life with STAY. i started to show my true self to STAY and naturally it led to more people liking us 🥟 "a wounded blade of grass smells sweater." i first heard this phrase in 2018 and it still pushes me forward to this day. i felt like it came to me during a time when i was trying to understand myself like it was telling me to hang in there. there are people that support the wounded blade of grass and thats the reason why i exist and through that i gained the strength to live on 🥟 i just want to enjoy the ride while i'm here because in the end its only the good memories that will remain. the hard parts will just fade on their own.

린 𖤐

20,582 views • 6 months ago

'𝙁𝙤𝙧𝙢𝙚𝙧 𝙁𝘼 𝙗𝙤𝙨𝙨 𝙆𝙚𝙡𝙡𝙮 𝙎𝙞𝙢𝙢𝙤𝙣𝙨 𝙧𝙚𝙫𝙚𝙖𝙡𝙨 𝙝𝙤𝙬 𝙋𝙧𝙞𝙣𝙘𝙚 𝙒𝙞𝙡𝙡𝙞𝙖𝙢 𝙝𝙚𝙡𝙥𝙚𝙙 𝙘𝙝𝙖𝙣𝙜𝙚 𝙬𝙤𝙢𝙚𝙣'𝙨 𝙛𝙤𝙤𝙩𝙗𝙖𝙡𝙡' 🗞️'A former Football Association (FA) boss has revealed the important role Prince William and Catherine played in a crucial moment for women's football' 'Speaking on women's football podcast That's So Offside earlier this month, Kelly Simmons OBE recalled the astonishing moment the Prince of Wales helped change the nature of the game forever' 'Kelly, who began at the FA in 1991 before becoming Director Of The Women's Professional Game, had been hoping to secure some investment into the Women's Super League (WSL) from the 'all-male' board to move the game from semi-professional to professional' 'At the time, she explained, the FA was a 'very different organisation' and they 'couldn't really get anybody to believe in' the WSL' 'Speaking to hosts Cece Kane and Abby Dolbear, she said: "In that room, of those people, nobody believed that anybody would want to watch it and it couldn't possibly be commercially viable. And so we went in for money and I'd already been told that they were going to say no, even though it was a good business case." 'But just before she was about to leave, Prince William had something to say. He said: "Can I just say - I think this is absolutely fantastic. Catherine and I are massively supportive of the women's game and we think this is absolutely brilliant." 'Stunned, the chairman then decided to ask the room what they thought and, agreeing with the future King, everyone said it was "fantastic" 'Unable to believe her eyes, Kelly recalled: "And out we walked with the money! Which enabled the WSL to really go to that next stage. We would never have got it without Prince William. I'm convinced it wouldn't have happened otherwise"' 𝘞𝘰𝘯𝘥𝘦𝘳𝘧𝘶𝘭 𝘴𝘵𝘰𝘳𝘺 𝘧𝘪𝘳𝘴𝘵 𝘧𝘰𝘶𝘯𝘥 𝘣𝘺 𓆩Mrs.W𓆪 ☺️🫂

'𝙁𝙤𝙧𝙢𝙚𝙧 𝙁𝘼 𝙗𝙤𝙨𝙨 𝙆𝙚𝙡𝙡𝙮 𝙎𝙞𝙢𝙢𝙤𝙣𝙨 𝙧𝙚𝙫𝙚𝙖𝙡𝙨 𝙝𝙤𝙬 𝙋𝙧𝙞𝙣𝙘𝙚 𝙒𝙞𝙡𝙡𝙞𝙖𝙢 𝙝𝙚𝙡𝙥𝙚𝙙 𝙘𝙝𝙖𝙣𝙜𝙚 𝙬𝙤𝙢𝙚𝙣'𝙨 𝙛𝙤𝙤𝙩𝙗𝙖𝙡𝙡' 🗞️'A former Football Association (FA) boss has revealed the important role Prince William and Catherine played in a crucial moment for women's football' 'Speaking on women's football podcast That's So Offside earlier this month, Kelly Simmons OBE recalled the astonishing moment the Prince of Wales helped change the nature of the game forever' 'Kelly, who began at the FA in 1991 before becoming Director Of The Women's Professional Game, had been hoping to secure some investment into the Women's Super League (WSL) from the 'all-male' board to move the game from semi-professional to professional' 'At the time, she explained, the FA was a 'very different organisation' and they 'couldn't really get anybody to believe in' the WSL' 'Speaking to hosts Cece Kane and Abby Dolbear, she said: "In that room, of those people, nobody believed that anybody would want to watch it and it couldn't possibly be commercially viable. And so we went in for money and I'd already been told that they were going to say no, even though it was a good business case." 'But just before she was about to leave, Prince William had something to say. He said: "Can I just say - I think this is absolutely fantastic. Catherine and I are massively supportive of the women's game and we think this is absolutely brilliant." 'Stunned, the chairman then decided to ask the room what they thought and, agreeing with the future King, everyone said it was "fantastic" 'Unable to believe her eyes, Kelly recalled: "And out we walked with the money! Which enabled the WSL to really go to that next stage. We would never have got it without Prince William. I'm convinced it wouldn't have happened otherwise"' 𝘞𝘰𝘯𝘥𝘦𝘳𝘧𝘶𝘭 𝘴𝘵𝘰𝘳𝘺 𝘧𝘪𝘳𝘴𝘵 𝘧𝘰𝘶𝘯𝘥 𝘣𝘺 𓆩Mrs.W𓆪 ☺️🫂

mrc 🦇

27,502 views • 1 year ago