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When people talk about robotics, they usually talk about models, data, or hardware. Few people talk about the infrastructure that lets you iterate on all three quickly. Today we're publishing how we trained Dyna-2 on over 1,000,000 hours of egocentric video, repeatably. At this scale, most of what worked... show more

Dyna Robotics

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155,805 次观看 • 7 天前 •via X (Twitter)

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JUST IN: Dyna Robotics just published one of the most important research papers in robotics this year. It could fundamentally change how robot foundation models are trained. A scaling law that transfers from human video to robot performance. Dyna-2 is out and it's 🔥 Here's what that means in plain terms. Dyna-2 was pre-trained on ONE MILLION hours of egocentric human video, 170 years of continuous human experience, cooking, folding, assembling, cleaning. And as that human data scaled, robot performance improved. Predictably. Monotonically. Across 39 tasks on two different robot embodiments the model had never seen. → 1,000 hours pre-training → 20% normalised task performance → 10,000 hours → 28% → 100,000 hours → 45% → 1,000,000 hours → 53% Human video exists at effectively unlimited scale. Every cook, every factory worker, every craftsperson wearing a camera is generating training data for future robots. But the finding that stunned even the researchers, world modeling is what makes the transfer work. A model trained to predict future video AND actions massively outperforms one trained on actions alone. Video is the new scaling axis for robotics. One more jaw-dropping data point. 13 minutes of teleoperation data was enough to fine-tune Dyna-2 to open a bottle cap using two five-fingered robot hands. The robots are coming, and they're learning from us directly :D Read more here: Congrats Jason Ma and team! ~~ ♻️ Join the weekly robotics newsletter, and never miss any news →

JUST IN: Dyna Robotics just published one of the most important research papers in robotics this year. It could fundamentally change how robot foundation models are trained. A scaling law that transfers from human video to robot performance. Dyna-2 is out and it's 🔥 Here's what that means in plain terms. Dyna-2 was pre-trained on ONE MILLION hours of egocentric human video, 170 years of continuous human experience, cooking, folding, assembling, cleaning. And as that human data scaled, robot performance improved. Predictably. Monotonically. Across 39 tasks on two different robot embodiments the model had never seen. → 1,000 hours pre-training → 20% normalised task performance → 10,000 hours → 28% → 100,000 hours → 45% → 1,000,000 hours → 53% Human video exists at effectively unlimited scale. Every cook, every factory worker, every craftsperson wearing a camera is generating training data for future robots. But the finding that stunned even the researchers, world modeling is what makes the transfer work. A model trained to predict future video AND actions massively outperforms one trained on actions alone. Video is the new scaling axis for robotics. One more jaw-dropping data point. 13 minutes of teleoperation data was enough to fine-tune Dyna-2 to open a bottle cap using two five-fingered robot hands. The robots are coming, and they're learning from us directly :D Read more here: Congrats Jason Ma and team! ~~ ♻️ Join the weekly robotics newsletter, and never miss any news →

Lukas Ziegler

23,373 次观看 • 14 天前

Today we are introducing Dyna-2, a world-action model pre-trained on one million hours of human video. At this scale, for the first time, we discovered several new scaling laws: • world-action models exhibit scaling law on human data across four orders of magnitude, from 1000 to 1,000,000 hours, • this human data scaling law implied a scaling law on never seen robot data, • both data and objective matter; world modeling and scaling on video data are essential for cross-embodiment scaling transfer to emerge 🧵

Today we are introducing Dyna-2, a world-action model pre-trained on one million hours of human video. At this scale, for the first time, we discovered several new scaling laws: • world-action models exhibit scaling law on human data across four orders of magnitude, from 1000 to 1,000,000 hours, • this human data scaling law implied a scaling law on never seen robot data, • both data and objective matter; world modeling and scaling on video data are essential for cross-embodiment scaling transfer to emerge 🧵

Dyna Robotics

1,751,325 次观看 • 14 天前

How well do egocentric human videos scale? Apparently, really well. Dyna Robotics has introduced Dyna-2, a world-action model (WAM) pre-trained on more than 1 million hours of real egocentric human video. It learns by jointly predicting the next video frames and the actions, and that video prediction (world modeling) is what carries learning from humans to robots. • More human video predictably improves action prediction. • Task accuracy improves across embodiments (bimanual arms and a humanoid) with zero robot data in pre-training. • Post-trained on just a few hours of robot data, mean task performance rose 20% to 53% as human pre-training scaled 1k to 1M hours. WAM vs VLA, matched apple-to-apple: the WAM hit 1.55x the VLA's success rate and won 65% of head-to-heads. Deployed zero-shot at unseen customer sites, it passed 87% vs the VLA's 46%.

How well do egocentric human videos scale? Apparently, really well. Dyna Robotics has introduced Dyna-2, a world-action model (WAM) pre-trained on more than 1 million hours of real egocentric human video. It learns by jointly predicting the next video frames and the actions, and that video prediction (world modeling) is what carries learning from humans to robots. • More human video predictably improves action prediction. • Task accuracy improves across embodiments (bimanual arms and a humanoid) with zero robot data in pre-training. • Post-trained on just a few hours of robot data, mean task performance rose 20% to 53% as human pre-training scaled 1k to 1M hours. WAM vs VLA, matched apple-to-apple: the WAM hit 1.55x the VLA's success rate and won 65% of head-to-heads. Deployed zero-shot at unseen customer sites, it passed 87% vs the VLA's 46%.

The Humanoid Hub

15,034 次观看 • 14 天前

WOW 🚨 Illinois resident says everyone showed up to their City Council meeting to oppose 14 data centers being built She said so many people showed up to oppose it, it took 6 hours with public comments At the end Democrats didn’t care and UNANIMOUSLY VOTED TO APPROVE THEM “I just spent six hours at a city council meeting — where they were discussing the 14 data centers they're gonna build in my city. And public comment went on for hours and hours and hours of people telling them how badly our community does not need this, and how detrimental it will be to the people, the wildlife, the health, the everything, all of the negative impacts of the data centers. We told them, and we told them over and over and over again, and then at the end, after sitting here for six hours, telling them this is not what we want — they unanimously voted yes for the data centers in our face”

WOW 🚨 Illinois resident says everyone showed up to their City Council meeting to oppose 14 data centers being built She said so many people showed up to oppose it, it took 6 hours with public comments At the end Democrats didn’t care and UNANIMOUSLY VOTED TO APPROVE THEM “I just spent six hours at a city council meeting — where they were discussing the 14 data centers they're gonna build in my city. And public comment went on for hours and hours and hours of people telling them how badly our community does not need this, and how detrimental it will be to the people, the wildlife, the health, the everything, all of the negative impacts of the data centers. We told them, and we told them over and over and over again, and then at the end, after sitting here for six hours, telling them this is not what we want — they unanimously voted yes for the data centers in our face”

Wall Street Apes

1,467,875 次观看 • 5 个月前

Qullamaggie on Become An Expert Trader In 1,000 Hours, Not 10,000 “Well, you don't need ten thousand hours to become an expert. The hours themselves don't do much. What you need is focused effort. That's what people miss. Just because you're doing something doesn't make you better at it. You need to focus on getting better at it. That's how you get better. You can become an expert, you know, in ten thousand hours too — if you really, really do it. You know, push yourself. And you can still suck after ten thousand hours. That's a common thing people miss from those popular books that popularized the ten-thousand-hour rule. You need focused effort. It's deliberate practice. That's what I wanted to say. Deliberate practice — it's not about the hours. Obviously you need a lot of hours, but just so you know, ten thousand hours doesn't really mean anything if you didn't do deliberate practice. You know how many people haven't been at their jobs forever and they still suck at it, right? Or maybe you know your buddy who's been golfing for twenty years and he's still a really bad golfer — right, because he never put in deliberate practice. So the hours themselves don't mean anything. It's the deliberate practice that's important.”

Qullamaggie on Become An Expert Trader In 1,000 Hours, Not 10,000 “Well, you don't need ten thousand hours to become an expert. The hours themselves don't do much. What you need is focused effort. That's what people miss. Just because you're doing something doesn't make you better at it. You need to focus on getting better at it. That's how you get better. You can become an expert, you know, in ten thousand hours too — if you really, really do it. You know, push yourself. And you can still suck after ten thousand hours. That's a common thing people miss from those popular books that popularized the ten-thousand-hour rule. You need focused effort. It's deliberate practice. That's what I wanted to say. Deliberate practice — it's not about the hours. Obviously you need a lot of hours, but just so you know, ten thousand hours doesn't really mean anything if you didn't do deliberate practice. You know how many people haven't been at their jobs forever and they still suck at it, right? Or maybe you know your buddy who's been golfing for twenty years and he's still a really bad golfer — right, because he never put in deliberate practice. So the hours themselves don't mean anything. It's the deliberate practice that's important.”

Lone

18,696 次观看 • 6 个月前

Leverage is building on the long side again, last time it did $3 billion in longs got flushed in 48 hours "We're seeing massive leverage building up once again on the long side. We got a little bounce, people start to FOMO, they think the bottom is in, and they start to add leverage" "Last time this happened in June, we saw a flush of roughly $3 billion in longs in 48 hours, which obviously means that price was pushed down" "So a lot of people are hesitant right now, wondering if that is what's about to happen"

Leverage is building on the long side again, last time it did $3 billion in longs got flushed in 48 hours "We're seeing massive leverage building up once again on the long side. We got a little bounce, people start to FOMO, they think the bottom is in, and they start to add leverage" "Last time this happened in June, we saw a flush of roughly $3 billion in longs in 48 hours, which obviously means that price was pushed down" "So a lot of people are hesitant right now, wondering if that is what's about to happen"

The Wolf Of All Streets

26,457 次观看 • 1 个月前

Ben Horowitz on what made Travis different as Uber scaled to thousands of employees: "There was nobody in Uber that didn't feel Travis. You talk to people there and they all refer to him. This company was, what, 10,000, 20,000 people? And everybody is like, oh yeah, we're in the Travis review, or when I talk to Travis." "To have that kind of presence at that scale is something not a lot of founders can do at that kind of turn-up intensity." "If you look at the way he thinks about problems, confrontations, getting out of a hole, how do you get to the future, we're talking about one of a very, very few founders that exist in reality." benahorowitz.eth travis kalanick

Ben Horowitz on what made Travis different as Uber scaled to thousands of employees: "There was nobody in Uber that didn't feel Travis. You talk to people there and they all refer to him. This company was, what, 10,000, 20,000 people? And everybody is like, oh yeah, we're in the Travis review, or when I talk to Travis." "To have that kind of presence at that scale is something not a lot of founders can do at that kind of turn-up intensity." "If you look at the way he thinks about problems, confrontations, getting out of a hole, how do you get to the future, we're talking about one of a very, very few founders that exist in reality." benahorowitz.eth travis kalanick

MTS

436,715 次观看 • 1 个月前

#WATCH | On L&T Chairman SN Subrahmanyan advocates a 90-hour work week, Mahindra Group Chairman Anand Mahindra says, "I have a huge respect for Narayan Murthy and others. So let me not get this wrong. But I have to say something. I think this debate is in the wrong direction because this debate is about the quantity of work. My point is we have to focus on the quality of work, not on the quantity of work. So it's not about 40 hours, or 70 hours or 90 hours. What output are you doing even if it's 10 hours? You can change the world in 10 hours... I have always believed that you have to have leaders and people in your company who make wise decisions and wise choices. So the question is, which kind of mindmakes the right choices and right decisions? And I think a mind that is exposed to holistic thinking, thinking that is open to inputs from around the world, that's when you'll make a good decision. If you don't spend time at home, if you're not spending time with friends, not reading, and don't have time to reflect, how will you bring the right inputs into making a decision?... I don't want it to be about quantity. Ask me what's the quality of my work. Don't ask me how many hours I work...."

#WATCH | On L&T Chairman SN Subrahmanyan advocates a 90-hour work week, Mahindra Group Chairman Anand Mahindra says, "I have a huge respect for Narayan Murthy and others. So let me not get this wrong. But I have to say something. I think this debate is in the wrong direction because this debate is about the quantity of work. My point is we have to focus on the quality of work, not on the quantity of work. So it's not about 40 hours, or 70 hours or 90 hours. What output are you doing even if it's 10 hours? You can change the world in 10 hours... I have always believed that you have to have leaders and people in your company who make wise decisions and wise choices. So the question is, which kind of mindmakes the right choices and right decisions? And I think a mind that is exposed to holistic thinking, thinking that is open to inputs from around the world, that's when you'll make a good decision. If you don't spend time at home, if you're not spending time with friends, not reading, and don't have time to reflect, how will you bring the right inputs into making a decision?... I don't want it to be about quantity. Ask me what's the quality of my work. Don't ask me how many hours I work...."

ANI

102,689 次观看 • 1 年前

John Carmack on the importance hard work: “For decades, I worked 60 hours a week” “I was never one of the programmers who would do all-nighters or work for 20 hours straight,” programming legend John Carmack begins when asked about his work routine. “My brain generally starts turning to mush after 12 hours or so. But hard work is really important, and for decades I would work 60 hours a week. I would work 10 hours a day, 6 days a week.” He continues: “I had a little thing in the back of my head where I was almost jealous of some of the programmers who would do these marathon sessions. Like Dave Taylor, one of the guys we had at id Software, would be one of those people who would fall asleep under his desk sometimes and all the classic hacker tropes about these things. Part of me was always a little bothered that wasn’t me. I wouldn’t program 20 hours straight because I’m falling apart and not being very effective after 12 hours . . . There are people who can work on 4 hours of sleep and continue to do good work, but there’s a lot of people who just fall apart. I always try to get 8 hours of sleep . . . you can work 100 hours a week and still get 8 hours of sleep if you prioritize things correctly. But I do believe in working hard.” John disagrees with the backlash against hard work and voices support for game developer’s comment that “40 hours a week is kind of a part-time job.” “If you’re doing what you think is important work that you’re passionate about, working more gets more done. It’s really not possible to argue with that if you’ve been around the people who work with that level of intensity.” He believes people who argue that you’re less productive if you work more than 40 hours a week are misinterpreting things: “Your marginal productivity for an hour after eight hours is less than one of your peak hours, but you’re not literally getting less done. There’s a point where you start breaking things and literally going backwards, but it’s not 8-12 hours.” John illustrates this point with a fictional example: “Imagine there’s an asteroid that’s going to crash into Earth and destroy all human life. Do you want Elon Musk and the people working at SpaceX building the interceptor that’s going to deflect the asteroid clocking out at 5pm because they’re going to do worse work if they work another couple hours? It seems absurd . . . It’s the truth: working longer gets more done.” Video source: Lex Fridman (Aug 2022)

John Carmack on the importance hard work: “For decades, I worked 60 hours a week” “I was never one of the programmers who would do all-nighters or work for 20 hours straight,” programming legend John Carmack begins when asked about his work routine. “My brain generally starts turning to mush after 12 hours or so. But hard work is really important, and for decades I would work 60 hours a week. I would work 10 hours a day, 6 days a week.” He continues: “I had a little thing in the back of my head where I was almost jealous of some of the programmers who would do these marathon sessions. Like Dave Taylor, one of the guys we had at id Software, would be one of those people who would fall asleep under his desk sometimes and all the classic hacker tropes about these things. Part of me was always a little bothered that wasn’t me. I wouldn’t program 20 hours straight because I’m falling apart and not being very effective after 12 hours . . . There are people who can work on 4 hours of sleep and continue to do good work, but there’s a lot of people who just fall apart. I always try to get 8 hours of sleep . . . you can work 100 hours a week and still get 8 hours of sleep if you prioritize things correctly. But I do believe in working hard.” John disagrees with the backlash against hard work and voices support for game developer’s comment that “40 hours a week is kind of a part-time job.” “If you’re doing what you think is important work that you’re passionate about, working more gets more done. It’s really not possible to argue with that if you’ve been around the people who work with that level of intensity.” He believes people who argue that you’re less productive if you work more than 40 hours a week are misinterpreting things: “Your marginal productivity for an hour after eight hours is less than one of your peak hours, but you’re not literally getting less done. There’s a point where you start breaking things and literally going backwards, but it’s not 8-12 hours.” John illustrates this point with a fictional example: “Imagine there’s an asteroid that’s going to crash into Earth and destroy all human life. Do you want Elon Musk and the people working at SpaceX building the interceptor that’s going to deflect the asteroid clocking out at 5pm because they’re going to do worse work if they work another couple hours? It seems absurd . . . It’s the truth: working longer gets more done.” Video source: Lex Fridman (Aug 2022)

Startup Archive

240,279 次观看 • 8 个月前

At about T-8 hours before Starship Flight 13’s third attempt to launch, what are the conditions out at the launch site? What does the weather look like? And, what is it like to be at the launch site and Starbase about 8 or so hours from a launch? Today I talk about all of this and provide some updates (narration & visuals) on the construction around the launch site too & why much of this is necessary. Oh, and a reminder too. If you have ever thought about coming out to Starbase and experience something you can literally not do anywhere else in the world (being at an active rocket launch site with a fully stacked rocket just hours before a launch all up close), then you need to plan on doing so sooner than later. These opportunities may not last forever, and indeed some restrictions continue to be added over time. Good luck to SpaceX and the Starship team … I hope Friday with the 13th launch is lucky indeed! 🚀🍀🤞 Ellie in Space 🚀💫

At about T-8 hours before Starship Flight 13’s third attempt to launch, what are the conditions out at the launch site? What does the weather look like? And, what is it like to be at the launch site and Starbase about 8 or so hours from a launch? Today I talk about all of this and provide some updates (narration & visuals) on the construction around the launch site too & why much of this is necessary. Oh, and a reminder too. If you have ever thought about coming out to Starbase and experience something you can literally not do anywhere else in the world (being at an active rocket launch site with a fully stacked rocket just hours before a launch all up close), then you need to plan on doing so sooner than later. These opportunities may not last forever, and indeed some restrictions continue to be added over time. Good luck to SpaceX and the Starship team … I hope Friday with the 13th launch is lucky indeed! 🚀🍀🤞 Ellie in Space 🚀💫

Joe Tegtmeyer 🚀 🤠🛸😎

28,796 次观看 • 1 个月前

"We're going to dump them [on the Falklands]? Good luck with that, with the people that already live on that island, we'll see how they take to it. "There's something poisonous about the way we talk about these people… they are some of the most vulnerable people on God's Earth. "They would have escaped war, they would have escaped torture, and they would have escaped – even if they're not actually refugees and fail in their claim – a degree of poverty that was so severe that, unlike you or I, they chose to get on a boat for a very dangerous journey."

"We're going to dump them [on the Falklands]? Good luck with that, with the people that already live on that island, we'll see how they take to it. "There's something poisonous about the way we talk about these people… they are some of the most vulnerable people on God's Earth. "They would have escaped war, they would have escaped torture, and they would have escaped – even if they're not actually refugees and fail in their claim – a degree of poverty that was so severe that, unlike you or I, they chose to get on a boat for a very dangerous journey."

Harry Lambert

81,841 次观看 • 8 个月前

How does the YC Office Hours Simulator work? 1. Walk up to a booth and press "start simulation" 2. Get randomly matched with an AI YC partner. They know who you are and what you're working on (based on your application) 3. Talk about whatever's on your mind. Each Partner is trained on hundreds of hours of how they normally run their Office Hours (video features AI Jon Xu. photo features AI Garry Tan) That's it! Built by Jared Friedman and the Y Combinator Software Team for #StartupSchool 👏 Sumanyu Sharma 🍫 brryant Sidney Primas

How does the YC Office Hours Simulator work? 1. Walk up to a booth and press "start simulation" 2. Get randomly matched with an AI YC partner. They know who you are and what you're working on (based on your application) 3. Talk about whatever's on your mind. Each Partner is trained on hundreds of hours of how they normally run their Office Hours (video features AI Jon Xu. photo features AI Garry Tan) That's it! Built by Jared Friedman and the Y Combinator Software Team for #StartupSchool 👏 Sumanyu Sharma 🍫 brryant Sidney Primas

LemonSlice

28,333 次观看 • 29 天前

These two young entrepreneurs decided to start a power washing business, they were excited to stay working on this man’s house. They even threw in a few free services. A few hours into the service when they aren’t even done yet. They talk to the old man about the job, he starts to complain about the unsatisfactory job even though they have explained that they weren’t finished yet. Now he’s refusing to pay for the whole job, was the man being unreasonable at this point, or were the boys not doing a good job. Should they just pack it up and leave instead of hoping he likes the end result?

These two young entrepreneurs decided to start a power washing business, they were excited to stay working on this man’s house. They even threw in a few free services. A few hours into the service when they aren’t even done yet. They talk to the old man about the job, he starts to complain about the unsatisfactory job even though they have explained that they weren’t finished yet. Now he’s refusing to pay for the whole job, was the man being unreasonable at this point, or were the boys not doing a good job. Should they just pack it up and leave instead of hoping he likes the end result?

SonnyBoy🇺🇸

47,796 次观看 • 6 个月前

Scientists mapped a piece of brain the size of half a grain of rice. One-millionth the size of the human brain. It took them a year and over 1.4 million gigabytes to scan it. They found over 57,000 cells, 150 million synapses, and even some new structures they didn't know existed. Mapping the entire human brain in this level of detail would require all the data storage generated on Earth in a year + a 140-acre data center. But the human brain itself can hold up to ~2.5 million gigabytes of information - enough for ~3 million hours of HD video or 342 years of continuous viewing. It can process roughly 10 quadrillion calculations per second - enough processing power to run over 4,000 high-end gaming PCs all operating at peak ability. And it only runs on the amount of power needed for a single dim light bulb. No technology even comes close to doing what the brain can do. The more we learn about biology, the more complex it becomes. This is God's Glory on display.

Scientists mapped a piece of brain the size of half a grain of rice. One-millionth the size of the human brain. It took them a year and over 1.4 million gigabytes to scan it. They found over 57,000 cells, 150 million synapses, and even some new structures they didn't know existed. Mapping the entire human brain in this level of detail would require all the data storage generated on Earth in a year + a 140-acre data center. But the human brain itself can hold up to ~2.5 million gigabytes of information - enough for ~3 million hours of HD video or 342 years of continuous viewing. It can process roughly 10 quadrillion calculations per second - enough processing power to run over 4,000 high-end gaming PCs all operating at peak ability. And it only runs on the amount of power needed for a single dim light bulb. No technology even comes close to doing what the brain can do. The more we learn about biology, the more complex it becomes. This is God's Glory on display.

Divinely Designed

589,719 次观看 • 3 个月前

Bill Maher: “At the Emmys, would it have kiIIed someone to get up there — since they all want to talk about their politics… to get up there — not to give a speech about how much they like Charlie Kirk just to say we had a political ass*ssination this week and that’s wrong… They would have been booed off the stage because he’s on the wrong team.” “You’re not even allowed to say that. Can you imagine if a left-wing person was assassinated that week? The whole show would have been about that.” “Is that not true? Can’t you admit that?”

Bill Maher: “At the Emmys, would it have kiIIed someone to get up there — since they all want to talk about their politics… to get up there — not to give a speech about how much they like Charlie Kirk just to say we had a political ass*ssination this week and that’s wrong… They would have been booed off the stage because he’s on the wrong team.” “You’re not even allowed to say that. Can you imagine if a left-wing person was assassinated that week? The whole show would have been about that.” “Is that not true? Can’t you admit that?”

RedWave Press

407,690 次观看 • 11 个月前

This is NY State Senator Kristen Gonzales talking about the data center moratorium at a DSA Ecosocialism event: "I wanted to talk today about a bill that we just passed...that would impose a one-year moratorium on the biggest data centers, and then also talk a little bit about from a socialist and office perspective, what I see some of the challenges being and some of the opportunities for our organization when it comes to data centers." The executive order Hochul signed today was pushed by some of the most radical left-wing groups in the country. This isn't an organic movement. (h/t Stu Smith):

This is NY State Senator Kristen Gonzales talking about the data center moratorium at a DSA Ecosocialism event: "I wanted to talk today about a bill that we just passed...that would impose a one-year moratorium on the biggest data centers, and then also talk a little bit about from a socialist and office perspective, what I see some of the challenges being and some of the opportunities for our organization when it comes to data centers." The executive order Hochul signed today was pushed by some of the most radical left-wing groups in the country. This isn't an organic movement. (h/t Stu Smith):

City Journal

12,316 次观看 • 1 个月前

This man has his American Bully dog at a park. The dog was sitting in a sit/stay training excercise. He’s had extensive training. He did have a leash on but his owner obviously didn’t have the leash in his hand, part of his continued training. As the owner walks back to him, a gentleman comes up and asks him to please put him on a leash and to hold the leash because there is a lot of distractions at the park. The owner replies “that is part of training.” The owner said “If I thought there was even a small chance he would harm a kid or react the wrong way, I wouldn't put him in that position. This isn't luck. This is hours and hours of real world training, consistency, and building him up around distractions the right way….. Breeds like American Bullies and similar dogs get judged before people even see them work, but this is what they're really about with the right leadership. Loyal, stable, and solid companions.” Some people said the gentleman who approached the owner was putting his own insecurities on a very well mannered dog. He had instant judgement. Others at the park complimented the owner on how well behaved his dog was. What a good boy that dog was. ❤️ Would you be upset if you were at the park with your child and saw this dog sitting there with his owner about 50 yards away? Do you think the owner was irresponsible? Do you think the gentleman had a right to be concerned and a right to remind the owner that there was a lot going on?

This man has his American Bully dog at a park. The dog was sitting in a sit/stay training excercise. He’s had extensive training. He did have a leash on but his owner obviously didn’t have the leash in his hand, part of his continued training. As the owner walks back to him, a gentleman comes up and asks him to please put him on a leash and to hold the leash because there is a lot of distractions at the park. The owner replies “that is part of training.” The owner said “If I thought there was even a small chance he would harm a kid or react the wrong way, I wouldn't put him in that position. This isn't luck. This is hours and hours of real world training, consistency, and building him up around distractions the right way….. Breeds like American Bullies and similar dogs get judged before people even see them work, but this is what they're really about with the right leadership. Loyal, stable, and solid companions.” Some people said the gentleman who approached the owner was putting his own insecurities on a very well mannered dog. He had instant judgement. Others at the park complimented the owner on how well behaved his dog was. What a good boy that dog was. ❤️ Would you be upset if you were at the park with your child and saw this dog sitting there with his owner about 50 yards away? Do you think the owner was irresponsible? Do you think the gentleman had a right to be concerned and a right to remind the owner that there was a lot going on?

👉M-Û-R-Č-H👈

488,786 次观看 • 3 个月前

Jessica: You need to talk about the 3,400 people who were fired from the fire service. Trump was out in California talking about how we need more people working on this, we need to be raking the leaves… 57% of the land there is run by the Federal Government Firing these disease detectives when we have measles outbreaks, you could talk about that. The nuclear weapons workers that were fired and they had to be rehired because that was a mistake… or even that they’re firing air traffic controllers

Jessica: You need to talk about the 3,400 people who were fired from the fire service. Trump was out in California talking about how we need more people working on this, we need to be raking the leaves… 57% of the land there is run by the Federal Government Firing these disease detectives when we have measles outbreaks, you could talk about that. The nuclear weapons workers that were fired and they had to be rehired because that was a mistake… or even that they’re firing air traffic controllers

Acyn

534,158 次观看 • 1 年前

My wife quit her job and made us $1 million. Not in revenue. In tax savings. The IRS has a designation that lets a stay-at-home spouse use real estate depreciation to wipe out your entire W-2 tax bill. If you own a short-term rental, you don't even need that status… And you both can still work your W2 jobs... You just need to work 100+ hours a year on your properties and more than anyone else. That's less than 2 hours a week. We used this strategy to save over $1 million in taxes last year. The tax code rewards asset owners. Most people just never learn the rules. Comment TAX and I'll send you a full breakdown of how it works.

My wife quit her job and made us $1 million. Not in revenue. In tax savings. The IRS has a designation that lets a stay-at-home spouse use real estate depreciation to wipe out your entire W-2 tax bill. If you own a short-term rental, you don't even need that status… And you both can still work your W2 jobs... You just need to work 100+ hours a year on your properties and more than anyone else. That's less than 2 hours a week. We used this strategy to save over $1 million in taxes last year. The tax code rewards asset owners. Most people just never learn the rules. Comment TAX and I'll send you a full breakdown of how it works.

Michael Elefante

540,483 次观看 • 3 个月前