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Taiichi Ohno built Toyota’s production system. His training method was a literally chalk circle on the factory floor. He’d put a new manager inside it and tell them to stand there and watch! 8 hours No phone No notebook Just watch After an hour they’d come back saying they’d... figured out the problem. Ohno would send them back. “Keep watching.” By hour 3 they’d notice the worker reaching awkwardly for a part. By hour 7, the pause before every weld because the operator was waiting on the guy behind him. None of that shows up in a report. Reports compress 8 hours into just a number. The number says output is 94% of target. It doesn’t say why the guy is standing on his tiptoes. Most executives have never watched their own operation for 8+ hours. They’ve read a 1000+ dashboards. Those are not the same thing. By the time it reaches you, it’s just a bar chart. On a bar chart, everything looks pretty fine. The only way out is to go sit in the circle. Sit there until you notice something that isn’t in the summary or bullet points. Because the summary is always wrong in exactly the places that matter.show more

Sufyan Maan, M.Eng

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289,657 views • 2 months ago •via X (Twitter)

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the camera being in a tight close up on both ilya and shane for the entirety of this scene, except for the moment when ilya is working up the courage to say he’s in love. it’s like for the whole conversation it’s just the two of them, there’s nobody else who matters, and then for a brief moment the shot widens as ilya considers the implications of the fact he’s in love with shane. the fact that the rest of the world DOES matter and will always be a presence in their relationship. we’ve been held in this moment between the two of them and by widening the shot, that intimacy is broken just for a second as we’re reminded that there is a world beyond the two of them and ilya is still in russia. what he’s doing is incredibly dangerous. then the camera tightens back into a close up as he realises he needs to say it anyway because all that matters is that he’s on the phone with shane and he’s in love with him. it really is just the two of them in this moment and he doesn’t want to let anyone else in.

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That is the price of going from knowing nothing to being genuinely capable at almost anything you can name. The 10,000 hour rule was never about learning. It was about becoming the best in the world. You probably do not need to be the best in the world. You just need to start.

A new father became so terrified of never learning anything again that he accidentally dismantled the biggest lie in education. His name is Josh Kaufman, and he wasn't a neuroscientist or a professor. He was an author working from home, running a business with his wife, with a newborn daughter who had just obliterated any concept of free time he thought he had. Around week 8 of sleep deprivation, he had the thought every parent has. I am never going to learn anything new ever again. And because he was the kind of person who responds to panic with research, he went to the library and started reading everything he could find about how humans acquire skills. He read book after book, study after study. Every single one said the same thing. 10,000 hours. He had a full-body reaction to that number. 10,000 hours is a full-time job for five years. He didn't have five years. He didn't have five hours. He had a newborn and a business and a wife who was also building a business in the same house. So he kept digging. And here is where it gets interesting. The 10,000 hour rule came from a researcher named K. Anders Ericsson at Florida State University. What Ericsson actually studied was professional athletes, world-class musicians, chess grandmasters people at the absolute tip of ultra-competitive, ultra-high-performing fields. His finding was that the people at the very top of those narrow fields had put in around 10,000 hours of deliberate practice. That is all the finding said. Then Malcolm Gladwell wrote Outliers in 2007, and the message went through a game of telephone that destroyed its meaning entirely. It takes 10,000 hours to reach the top of an ultra-competitive field became it takes 10,000 hours to become an expert, which became it takes 10,000 hours to become good at something, which became it takes 10,000 hours to learn something. That last statement is completely false. And the actual research had been showing something different the entire time. When cognitive psychologists study skill acquisition, they measure a graph that looks identical across every domain they have ever tested. At the start, performance is terrible. With a small amount of practice, it improves rapidly. Then it plateaus, and subsequent gains become much harder and slower to achieve. The steep part of that curve the jump from knowing nothing to being reasonably good happens much faster than anyone tells you. Not 10,000 hours. Not 1,000 hours. 20 hours. Kaufman tested this himself. He had always wanted to learn ukulele. He picked one up, put 20 hours of focused deliberate practice into it, and stood on a TEDx stage playing a medley of recognizable pop songs in front of a live audience. The crowd went wild. He then told them that performance was his 20th hour. But 20 hours is not just a number. There is a method inside it. The first step is to deconstruct the skill. Most things we think of as single skills are actually bundles of dozens of smaller skills. You do not need all of them. You need the ones that get you to your specific goal the fastest. In music, this means most songs use four or five chords. Learn those first. Ignore the rest until they matter. The second step is to learn just enough to self-correct. Get three to five resources books, courses, videos but do not use them as a reason to delay practice. The point of learning is not to master theory first. It is to get good enough at noticing your own mistakes that you can adjust as you go. The third step is to remove barriers to practice. Not through willpower. Through structure. If the instrument is in the case in the closet, you will not play it. If your phone is in the room, you will not focus. Kaufman was brutal about this. The environment does the work that discipline cannot sustain. The fourth step is the one that actually makes the system work. Pre-commit to 20 hours before you start. Here is why this matters. Every skill has what he called a frustration barrier. The early part of learning anything is genuinely terrible. You are incompetent and you know it. That feeling is so uncomfortable that most people quit before they ever cross to the other side of the curve. By pre-committing to 20 hours, you are making a contract with yourself to push through the frustration long enough to arrive at the part where things start clicking. The barrier to learning something new is never intellectual. It is emotional. We are afraid of feeling stupid. That fear costs most people everything they could have learned. Kaufman figured this out while holding a baby and running out of time, which is the most human possible condition for having a breakthrough. Most people are waiting for the perfect season to start. He just started. 20 hours is 45 minutes a day for a month. That is it. That is the price of going from knowing nothing to being genuinely capable at almost anything you can name. The 10,000 hour rule was never about learning. It was about becoming the best in the world. You probably do not need to be the best in the world. You just need to start.

Ihtesham Ali

44,705 views • 2 months ago

#WATCH | On the allegation by RJD leader Tejashwi Yadav that his name is not there in the electoral roll, Patna DM Dr Thiyagarajan SM says, "The name of the leader of the opposition is definitely there. The claim that his name is not there is completely wrong. His name is still there at the booth where he used to vote, and it is there in the public domain, everyone can see it... I want to say very clearly that all the voters of Patna district are requested to have some patience. You can see your name in the draft by your name or EPIC number. So there is no confusion in this...In the affidavit filed by him during nomination in the 2020 election, he has given this EPIC number in it, this is the number that we are telling. Now, if he is looking at any other EPIC card, then we will have to look at it. He has also filed a nomination in 2020 on the basis of the EPIC card given, and it is still existing. There is no change in it. The EPIC number that you had earlier will remain the same..."

#WATCH | On the allegation by RJD leader Tejashwi Yadav that his name is not there in the electoral roll, Patna DM Dr Thiyagarajan SM says, "The name of the leader of the opposition is definitely there. The claim that his name is not there is completely wrong. His name is still there at the booth where he used to vote, and it is there in the public domain, everyone can see it... I want to say very clearly that all the voters of Patna district are requested to have some patience. You can see your name in the draft by your name or EPIC number. So there is no confusion in this...In the affidavit filed by him during nomination in the 2020 election, he has given this EPIC number in it, this is the number that we are telling. Now, if he is looking at any other EPIC card, then we will have to look at it. He has also filed a nomination in 2020 on the basis of the EPIC card given, and it is still existing. There is no change in it. The EPIC number that you had earlier will remain the same..."

ANI

57,278 views • 11 months ago

I've become a missionary with one message. Every time I meet a young person, the same words: have children, get married, build a family. I did not decide on this calling. It overtook me. And it overtook me for a single reason. I had no idea. I genuinely did not understand how much joy, how much meaning, how much sheer beauty pours out of a child until I was holding one of my own and felt the floor of my life drop into something deeper than I knew was there. I grew up white, affluent, secular, comfortable, and insulated. That world does not put babies in front of you. None of my friends were starting families. Out of my whole circle, almost no one has a big one. We were not formed by the presence of children. We were formed by their absence, by the strange quiet of homes built for two careers and no cradle. And a person believes what his world shows him. So we believed. What we believed was a lie. It is a lie with an author, and that the author is the enemy of joy himself. It is the gospel of the world, and its commandment is wait. Wait until you are older. Wait until the career is built and the savings are stacked and the twenties are properly spent. Enjoy your freedom. You are not ready. It does not arrive sounding like temptation. It arrives sounding like wisdom, like prudence, like the responsible thing, and that is exactly why it works. The most effective lies are the ones that wear the face of virtue. And the maddening thing is that it collapses from every angle at once. It is not rooted in biology, because the body is made for this work precisely in the years we are told to postpone it. The flesh keeps a calendar the culture pretends not to see. And it is not rooted in theology either. You will not find this deferral anywhere in the Christian imagination, in any of the fathers, in any of the scriptures. So choose whatever lens you like. Take the cold secular measure or the ancient sacred one. By either light the counsel is rotten. It is bad for the body and bad for the soul and bad for the society downstream of both. This is why I have come to see it as one of the central tragedies of my generation. Every age carries its own wound. The Great Depression was a depression of bread, a scarcity in the world of matter, hunger you could measure. Ours is a depression of a different order. It is a famine of the spirit in the middle of abundance. We have more than any people who ever lived and we are starving in a way our ancestors would not recognize, because the thing we are refusing cannot be bought and cannot be banked. The ones most made to give and receive this love are quietly declining it. They are walking away from the one inheritance that actually compounds, and the cruelest part is that they do not feel the loss as loss. You cannot grieve what you were taught not to want. That is the deepest cut of it. The lie does not only steal the thing. It steals the capacity to know the thing was stolen. A man can spend his whole life on the far side of a door he never knew was a door, mistaking the wall for the edge of the world. Because this beauty is not ordinary beauty. It is not the pleasure of a good meal or a clear morning. It is participation in something that comes down from above, the same generative love that spoke everything out of nothing and called it good. To make a person, to be undone and remade by loving that person more than your own life, is to be drawn for a moment inside the very act that holds the cosmos together. A child does not merely add to your life. A child reorders the soul. It teaches you what you are by asking everything of you, and you discover, kneeling there exhausted at three in the morning, that you had a capacity for self gift you never suspected, a depth in yourself you had no other way to reach. In the Gospel of John, on the last night, Jesus prays, these things I have spoken to you that my joy may be in you, and that your joy may be complete. And I have come to understand why family is the road into that fullness, why it is not one path among many but the one most fitted to the shape of the promise. Consider who is praying. Christ does not come to us as a lone figure dropped out of the sky. He comes out of a family older than the world, the eternal communion of Father and Son, the love between them so total and so alive that theologians dared to call it a third person. Before there was anything, there was a family. The deepest fact about reality is not a force or a law or a void. It is a household. It is begetting and being begotten, giving and receiving, a Father who is only a Father because there is a Son. So when Jesus speaks of joy made complete, he is not pointing away from family toward something higher. He is pointing toward the very thing he came from, the life he has known from eternity and came to share. His joy is the joy of belonging utterly to a Father and pouring himself out for those he loves. When you marry, when you bring a child into the world, when you wear yourself down in the small unseen labors of a home, you are not stepping outside that divine life. You are stepping into a small image of it. Your family is a created echo of an uncreated one. The love you give your child rhymes with the love the Father has for the Son. The exhaustion, the tenderness, the way a parent would tear the sky open to protect a sleeping infant, all of it is the heavens pressed faintly into flesh, the eternal household leaving its fingerprint on yours. That is why the joy is not merely added to family but completed in it. We were made in the image of a God who is, at his very root, relation and gift and generation. To found a family is to do the most Godlike thing a creature can do, to participate from below in the begetting that God does from all eternity. Your home becomes a window. Through it, dimly and imperfectly, you glimpse the country you came from and are going to. And now a word for the young people reading this, the ones who do not yet have children. I want to tell you what it is like from where I stand. When I am out somewhere, a restaurant, anywhere, and a large family comes through the door, the noise and the chaos and the small bodies of them, something happens in me on two levels at once. The first is joy. A pure gladness at the sight, the way you feel watching something good and alive. But underneath it, almost in the same instant, a sadness reaches up and takes hold of my heart. Because I know now, at my age, after my own years of waiting, that I will never have that. I will never know the particular fruit of a family that large, the fullness of that table, the weight of all those lives gathered under one roof. The door to it has quietly closed, and I felt it close. And I am telling you plainly, because I love you and have no reason to lie to you: you will feel this too. You will. The day will come when you see what you passed up, and you will recognize the ache for what it is, and it will be too late to answer it. So please, learn from a man who got it wrong. Let my regret be worth something by becoming your wisdom. Do not wait yourself into a grief you cannot undo. Choose now, while the door is open, so that you may step into a joy that does not end.

I've become a missionary with one message. Every time I meet a young person, the same words: have children, get married, build a family. I did not decide on this calling. It overtook me. And it overtook me for a single reason. I had no idea. I genuinely did not understand how much joy, how much meaning, how much sheer beauty pours out of a child until I was holding one of my own and felt the floor of my life drop into something deeper than I knew was there. I grew up white, affluent, secular, comfortable, and insulated. That world does not put babies in front of you. None of my friends were starting families. Out of my whole circle, almost no one has a big one. We were not formed by the presence of children. We were formed by their absence, by the strange quiet of homes built for two careers and no cradle. And a person believes what his world shows him. So we believed. What we believed was a lie. It is a lie with an author, and that the author is the enemy of joy himself. It is the gospel of the world, and its commandment is wait. Wait until you are older. Wait until the career is built and the savings are stacked and the twenties are properly spent. Enjoy your freedom. You are not ready. It does not arrive sounding like temptation. It arrives sounding like wisdom, like prudence, like the responsible thing, and that is exactly why it works. The most effective lies are the ones that wear the face of virtue. And the maddening thing is that it collapses from every angle at once. It is not rooted in biology, because the body is made for this work precisely in the years we are told to postpone it. The flesh keeps a calendar the culture pretends not to see. And it is not rooted in theology either. You will not find this deferral anywhere in the Christian imagination, in any of the fathers, in any of the scriptures. So choose whatever lens you like. Take the cold secular measure or the ancient sacred one. By either light the counsel is rotten. It is bad for the body and bad for the soul and bad for the society downstream of both. This is why I have come to see it as one of the central tragedies of my generation. Every age carries its own wound. The Great Depression was a depression of bread, a scarcity in the world of matter, hunger you could measure. Ours is a depression of a different order. It is a famine of the spirit in the middle of abundance. We have more than any people who ever lived and we are starving in a way our ancestors would not recognize, because the thing we are refusing cannot be bought and cannot be banked. The ones most made to give and receive this love are quietly declining it. They are walking away from the one inheritance that actually compounds, and the cruelest part is that they do not feel the loss as loss. You cannot grieve what you were taught not to want. That is the deepest cut of it. The lie does not only steal the thing. It steals the capacity to know the thing was stolen. A man can spend his whole life on the far side of a door he never knew was a door, mistaking the wall for the edge of the world. Because this beauty is not ordinary beauty. It is not the pleasure of a good meal or a clear morning. It is participation in something that comes down from above, the same generative love that spoke everything out of nothing and called it good. To make a person, to be undone and remade by loving that person more than your own life, is to be drawn for a moment inside the very act that holds the cosmos together. A child does not merely add to your life. A child reorders the soul. It teaches you what you are by asking everything of you, and you discover, kneeling there exhausted at three in the morning, that you had a capacity for self gift you never suspected, a depth in yourself you had no other way to reach. In the Gospel of John, on the last night, Jesus prays, these things I have spoken to you that my joy may be in you, and that your joy may be complete. And I have come to understand why family is the road into that fullness, why it is not one path among many but the one most fitted to the shape of the promise. Consider who is praying. Christ does not come to us as a lone figure dropped out of the sky. He comes out of a family older than the world, the eternal communion of Father and Son, the love between them so total and so alive that theologians dared to call it a third person. Before there was anything, there was a family. The deepest fact about reality is not a force or a law or a void. It is a household. It is begetting and being begotten, giving and receiving, a Father who is only a Father because there is a Son. So when Jesus speaks of joy made complete, he is not pointing away from family toward something higher. He is pointing toward the very thing he came from, the life he has known from eternity and came to share. His joy is the joy of belonging utterly to a Father and pouring himself out for those he loves. When you marry, when you bring a child into the world, when you wear yourself down in the small unseen labors of a home, you are not stepping outside that divine life. You are stepping into a small image of it. Your family is a created echo of an uncreated one. The love you give your child rhymes with the love the Father has for the Son. The exhaustion, the tenderness, the way a parent would tear the sky open to protect a sleeping infant, all of it is the heavens pressed faintly into flesh, the eternal household leaving its fingerprint on yours. That is why the joy is not merely added to family but completed in it. We were made in the image of a God who is, at his very root, relation and gift and generation. To found a family is to do the most Godlike thing a creature can do, to participate from below in the begetting that God does from all eternity. Your home becomes a window. Through it, dimly and imperfectly, you glimpse the country you came from and are going to. And now a word for the young people reading this, the ones who do not yet have children. I want to tell you what it is like from where I stand. When I am out somewhere, a restaurant, anywhere, and a large family comes through the door, the noise and the chaos and the small bodies of them, something happens in me on two levels at once. The first is joy. A pure gladness at the sight, the way you feel watching something good and alive. But underneath it, almost in the same instant, a sadness reaches up and takes hold of my heart. Because I know now, at my age, after my own years of waiting, that I will never have that. I will never know the particular fruit of a family that large, the fullness of that table, the weight of all those lives gathered under one roof. The door to it has quietly closed, and I felt it close. And I am telling you plainly, because I love you and have no reason to lie to you: you will feel this too. You will. The day will come when you see what you passed up, and you will recognize the ache for what it is, and it will be too late to answer it. So please, learn from a man who got it wrong. Let my regret be worth something by becoming your wisdom. Do not wait yourself into a grief you cannot undo. Choose now, while the door is open, so that you may step into a joy that does not end.

Kirk Rollins

77,958 views • 1 month ago

GSP says he lives by something called the 24 hour rule: 8 sleep. 8 work. 8 for the people you love "There are 24 hours in a day. I learned you need to separate your day into three parts: 8 hours sleep, 8 hours work, 8 hours for the people you love" "Before, I never did this. I was always mixing everything up, eating with my family while I was on the phone, bringing my training problems home, bringing my home problems to the gym. The stress took over. I didn't have time to sleep" "A friend taught me to compartmentalize, one part doesn't flow into the other. Of course sometimes work takes more and sleep less, but generally you need the time off. Otherwise you'll eventually go crazy" "When I started doing this, it changed everything. It created balance"

GSP says he lives by something called the 24 hour rule: 8 sleep. 8 work. 8 for the people you love "There are 24 hours in a day. I learned you need to separate your day into three parts: 8 hours sleep, 8 hours work, 8 hours for the people you love" "Before, I never did this. I was always mixing everything up, eating with my family while I was on the phone, bringing my training problems home, bringing my home problems to the gym. The stress took over. I didn't have time to sleep" "A friend taught me to compartmentalize, one part doesn't flow into the other. Of course sometimes work takes more and sleep less, but generally you need the time off. Otherwise you'll eventually go crazy" "When I started doing this, it changed everything. It created balance"

katsu

51,389 views • 1 month ago

Today, in Melbourne, Brad Battin was rolled for Jess Wilson. It happened swiftly and without warning. Like thieves in the night they rolled in, and by morning, Brad was rolled out. Why? Surely there must be a reason. Maybe it was because he is a man. A mature man, with 50 years of life experience. Maybe it was because he had held a number of real jobs. Maybe it is because he served the state as a police officer. Maybe it is because he had owned and run a business. Maybe because he never was a staffer. Maybe it was because he didn’t come from Liberal royalty in Kooyong. Maybe it was because he was opening doors in new areas, places that had not considered voting Liberal before. Or maybe it was because he didn’t go to the right schools or move in the proper circles… Maybe. It could be because he was effective as an opposition leader. He was indeed shifting the polls and government policy - particularly on the youth crime epidemic plaguing Melbourne. It could even be because he was against “the Voice”, like most of the rest of his state. Maybe because he was against the treaty, that has put the property rights of all Victorians under a cloud. It is possible it was because he is against 100% renewables. Maybe he just wasn’t doing as he was told by the backroom boys - the lobbyists, the hacks and the spivs. It might even be because he knows what a woman is. Possibly some of those things… probably all of them. Because from out here, it looks like Jess Wilson is the solution to all of those ‘problems’. Just another young, inexperienced, former staffer. Just another progressive lady, who will solve the woman problem in the Liberal party, by helping the rest of us define it. Whatever the reason, I am sure the Liberals have just stolen defeat from the jaws of Victory as the inner-city elites that run the show shake their million dollar watches, fists clenched at the voters choosing Teal. As the former Liberal strongholds leave the blue team in their droves, in pursuit of a better brand of champagne socialism, they plant a foot squarely on the throats of the socially conservative and economically aspirational. The Liberals, desperate to chase back what they have lost, install Wilson in a pathetic last-ditch effort to woo them back. Demonstrating they too are happy to put the boot into those less progressive and more aspirational. People that just want to buy a home, pay the power bill, and maybe just run their homes in peace. Labor ran away from them long ago, as they pursued the same anti-Australian, anti-aspirational policies that please the Liberal lobbyists, Teal voters, Green voters, Unions and the Liberal backroom boys. The choice has never been less clear. Go with the progressive socialist that you know, or the progressive socialist that pretends to understand the economy better. The red or the blue, it’s up to you. Or maybe this is the election where the Liberals in Victoria go the way of SA, and WA, as they get packed into a minivan and sent away. One thing is for sure, the minor party and independent vote at the Victorian election will be record breaking, because the major parties are completely absorbed in their own brilliance. Completely wrapped up in themselves, holed up in their lavish offices as the groaning public feel the pain of decades of neglect. I would urge Brad Battin to hold his head up. His treatment by the corrupt and out of touch Victorian Liberal Party is a badge of honour. They are like the robbers he spent much of his career trying to catch. Like thieves in the night they shall slink off into the thickness of the dark. What happened to him today was very ‘modern’ Liberal, but hardly very Australian. I just want Australia back.

Matthew Camenzuli

88,992 views • 7 months ago

I can tell you the UFC was interested in bringing Nate Diaz back, but at the end of the day, this was a no-brainer for Nate. I don't think it's going out on a limb to say this could be the most-watched MMA card of all time, because it's on the biggest platform in the world. You go out and win this fight, and all of a sudden you can go back to the UFC and say, 'Alright, the number just changed.' This level of competition is great for the fighters and the health of the sport.

I can tell you the UFC was interested in bringing Nate Diaz back, but at the end of the day, this was a no-brainer for Nate. I don't think it's going out on a limb to say this could be the most-watched MMA card of all time, because it's on the biggest platform in the world. You go out and win this fight, and all of a sudden you can go back to the UFC and say, 'Alright, the number just changed.' This level of competition is great for the fighters and the health of the sport.

Ariel Helwani

383,239 views • 4 months ago

The first thing Scott Galloway does when mentoring a young man is look at his phone Every single time he finds the same thing: 8 hours a day lost to TikTok, YouTube, porn, and gambling sites... His fix is to take those 8 hours and put them into three things: 1. Lift weights at least 3 times a week, 2. Work at least 30 hours outside the house 3. Volunteer or show up somewhere in service of others That formula alone puts a man under 30 in the top 8% of his entire generation

The first thing Scott Galloway does when mentoring a young man is look at his phone Every single time he finds the same thing: 8 hours a day lost to TikTok, YouTube, porn, and gambling sites... His fix is to take those 8 hours and put them into three things: 1. Lift weights at least 3 times a week, 2. Work at least 30 hours outside the house 3. Volunteer or show up somewhere in service of others That formula alone puts a man under 30 in the top 8% of his entire generation

Podcast Notes 🗒️

136,362 views • 2 months ago

Figure 03 just finished an 8-hour work livestream, imperfect, but already good enough to replace a lot of repetitive warehouse labor. 🤖 Brett Adcock put a team of F.03 robots on a factory-style package sorting task for a full shift. The job was simple and brutal: detect the barcode, pick the package, flip it label-side down, place it on the conveyor, repeat. Soft poly bags, rigid boxes, moving belts, messy orientations. That is exactly the kind of boring physical work factories pay humans to do all day. Early in the stream, the system handled 230 packages in 10 minutes. That is roughly 2.6 seconds per item — already in human-speed territory for this narrow workflow. The more important part: it was not one robot pretending to work all day. It was a team of Figure 03 robots keeping the line running. When one robot ran low on battery, it left the station and another robot stepped in. That is the real factory signal: not just autonomy, but shift continuity. F.03 is rated for about 5 hours of runtime, so the 8-hour result depends on fleet orchestration, charging, and handoff. That matters more than a single clean demo. The stream was not perfect. There were pauses, hesitations, missed orientations, and small recovery moments. Good. A perfect short clip hides failure. An 8-hour livestream exposes the parts that actually matter: endurance, recovery, throughput, and whether the robot can stay useful after the novelty wears off. Figure says this was fully autonomous on Helix-02, with zero human intervention. For logistics and manufacturing, that is the threshold worth watching. Not “can it do one impressive task?” Can it keep doing the boring task for an entire shift? Figure is not showing a general human replacement yet. But for structured, repetitive factory work, the gap just got much smaller. The timing is also interesting: Figure says BotQ has already delivered 350+ F.03 units and reached a 1 robot/hour production cadence. And F.04 is now in full design lock, with parts starting to ship. The next test is obvious. 8 hours was the proof of endurance. 24/7 is the proof of labor economics.

Figure 03 just finished an 8-hour work livestream, imperfect, but already good enough to replace a lot of repetitive warehouse labor. 🤖 Brett Adcock put a team of F.03 robots on a factory-style package sorting task for a full shift. The job was simple and brutal: detect the barcode, pick the package, flip it label-side down, place it on the conveyor, repeat. Soft poly bags, rigid boxes, moving belts, messy orientations. That is exactly the kind of boring physical work factories pay humans to do all day. Early in the stream, the system handled 230 packages in 10 minutes. That is roughly 2.6 seconds per item — already in human-speed territory for this narrow workflow. The more important part: it was not one robot pretending to work all day. It was a team of Figure 03 robots keeping the line running. When one robot ran low on battery, it left the station and another robot stepped in. That is the real factory signal: not just autonomy, but shift continuity. F.03 is rated for about 5 hours of runtime, so the 8-hour result depends on fleet orchestration, charging, and handoff. That matters more than a single clean demo. The stream was not perfect. There were pauses, hesitations, missed orientations, and small recovery moments. Good. A perfect short clip hides failure. An 8-hour livestream exposes the parts that actually matter: endurance, recovery, throughput, and whether the robot can stay useful after the novelty wears off. Figure says this was fully autonomous on Helix-02, with zero human intervention. For logistics and manufacturing, that is the threshold worth watching. Not “can it do one impressive task?” Can it keep doing the boring task for an entire shift? Figure is not showing a general human replacement yet. But for structured, repetitive factory work, the gap just got much smaller. The timing is also interesting: Figure says BotQ has already delivered 350+ F.03 units and reached a 1 robot/hour production cadence. And F.04 is now in full design lock, with parts starting to ship. The next test is obvious. 8 hours was the proof of endurance. 24/7 is the proof of labor economics.

RoboHub🤖

16,818 views • 2 months ago

Matt Damon reveals Steven Soderbergh sent him a fully scored cut of every scene by 8pm the same night they shot it "Steven operates the camera, is the editor, is the cinematographer, and the director" "I'd go home and the kids were little, we'd bathe them, give him dinner, read him a story, put him to sleep. I'd come downstairs by like 7:30 or 8:00 and on my iPad there was a new delivery" "I'd open it up and it was the scene we shot that day fully scored as it was going to appear in the movie when it came out nine months later" "To calibrate the performance is difficult, but not when you can watch, yeah, here's the scene that's going to happen after this and here's the scene that just happened before this"

Matt Damon reveals Steven Soderbergh sent him a fully scored cut of every scene by 8pm the same night they shot it "Steven operates the camera, is the editor, is the cinematographer, and the director" "I'd go home and the kids were little, we'd bathe them, give him dinner, read him a story, put him to sleep. I'd come downstairs by like 7:30 or 8:00 and on my iPad there was a new delivery" "I'd open it up and it was the scene we shot that day fully scored as it was going to appear in the movie when it came out nine months later" "To calibrate the performance is difficult, but not when you can watch, yeah, here's the scene that's going to happen after this and here's the scene that just happened before this"

sara

68,984 views • 7 days ago

Yes on the videos we have so far. The initial encounter was him filming them. There was no gun being brandished. They jumped out of vehicles to go to try to intimidate him. Unfortunately there's no video yet between then and when they had them on the ground. When they had him on the ground they were pistol whipping him, at first it looked like a baton, but it's actually a gun. They had him down with at least five officers. You got to wait for a second so he tried to stand up they shot him in the back he was motionless after they shot him in the back. Then there were four more shots or more after that unloaded into his body from a posture of standing above him. Not a defensive posture. He's supposedly has a gun. It looks like ICE took something out of a holster. So it's likely that he did have a HOLSTERED GUN in an open carry state that is not a reason to shoot someone to death. He was not brandishing it -- again it was his camera. That was the reason for the initial approach was to intimidate him about his camera. It is perfectly legal to film ice This is out not murder once again. Now there is some sort of speculation on social that a gun was dropped and a bullet went off. That would be the ICE AGENTS who took the gun out of his holster. I'll post some videos for people to see in the order that they happened.

Yes on the videos we have so far. The initial encounter was him filming them. There was no gun being brandished. They jumped out of vehicles to go to try to intimidate him. Unfortunately there's no video yet between then and when they had them on the ground. When they had him on the ground they were pistol whipping him, at first it looked like a baton, but it's actually a gun. They had him down with at least five officers. You got to wait for a second so he tried to stand up they shot him in the back he was motionless after they shot him in the back. Then there were four more shots or more after that unloaded into his body from a posture of standing above him. Not a defensive posture. He's supposedly has a gun. It looks like ICE took something out of a holster. So it's likely that he did have a HOLSTERED GUN in an open carry state that is not a reason to shoot someone to death. He was not brandishing it -- again it was his camera. That was the reason for the initial approach was to intimidate him about his camera. It is perfectly legal to film ice This is out not murder once again. Now there is some sort of speculation on social that a gun was dropped and a bullet went off. That would be the ICE AGENTS who took the gun out of his holster. I'll post some videos for people to see in the order that they happened.

Kristine (@schachin on Threads) 🇺🇦

23,566 views • 5 months ago

#WATCH | Kolkata, West Bengal | On the death of a 13-year-old girl due to an explosion in Kaliganj, BJP MP Samik Bhattacharya says, "It was not a bomb explosion. It was a well-thought-out attack. The family on which the bomb was dropped is not a Trinamool Congress voter or a supporter. They were identified, then the bomb was thrown at them... The father of the deceased child is saying that he is giving 24 hours' time and if there is no solution, then he will demand a CBI inquiry..."

#WATCH | Kolkata, West Bengal | On the death of a 13-year-old girl due to an explosion in Kaliganj, BJP MP Samik Bhattacharya says, "It was not a bomb explosion. It was a well-thought-out attack. The family on which the bomb was dropped is not a Trinamool Congress voter or a supporter. They were identified, then the bomb was thrown at them... The father of the deceased child is saying that he is giving 24 hours' time and if there is no solution, then he will demand a CBI inquiry..."

ANI

15,234 views • 1 year ago

Bill O’Reilly just stunned a NewsNation host by revealing the real reason President Trump’s approval rating is going back up. And it’s the EXACT opposite of what the media wants you to believe. O’REILLY: “Trump’s approval is up, okay, because of what he’s doing to the drug dealers. That’s why it’s up!” “Because most people want the blown to hell! That’s why that number’s up.” “You know, the press doesn’t want it: ‘Oh, you can’t do that.’ The regular folks who know how horrible this drug trafficking is—every time a boat is blown out of the water, they’re giving him a standing O.” “That’s why his numbers are up.” NewsNation host Jesse Webler tried to push back. WEBLER: “Well, there…there would be…the counter argument to that would be…there are polls out there who would suggest they’re not in for on this military actions towards the vessels. Right? There would be those who say why are we getting involved in this.” O’REILLY: “I haven’t seen that poll.” “Harvard - Harris came out yesterday, and was overwhelming that the American public want to hold the drug cartels accountable. Overwhelming number.”

Bill O’Reilly just stunned a NewsNation host by revealing the real reason President Trump’s approval rating is going back up. And it’s the EXACT opposite of what the media wants you to believe. O’REILLY: “Trump’s approval is up, okay, because of what he’s doing to the drug dealers. That’s why it’s up!” “Because most people want the blown to hell! That’s why that number’s up.” “You know, the press doesn’t want it: ‘Oh, you can’t do that.’ The regular folks who know how horrible this drug trafficking is—every time a boat is blown out of the water, they’re giving him a standing O.” “That’s why his numbers are up.” NewsNation host Jesse Webler tried to push back. WEBLER: “Well, there…there would be…the counter argument to that would be…there are polls out there who would suggest they’re not in for on this military actions towards the vessels. Right? There would be those who say why are we getting involved in this.” O’REILLY: “I haven’t seen that poll.” “Harvard - Harris came out yesterday, and was overwhelming that the American public want to hold the drug cartels accountable. Overwhelming number.”

Overton

143,763 views • 7 months ago

The most uninviting place I found this year in Rome: The Spanish Steps, long a romantic place for people to hang out and make the scene. These days, the local cops are on the prowl, making sure no one “sits on the monument”... even though it’s a monument that was literally designed for sitting on. (How do you say “For crying out loud” in Italian?) It is amusing, however, to watch people baiting the “no-sit patrol” just for fun. Do you have any sweet memories of sitting — or not — on the Spanish Steps?

The most uninviting place I found this year in Rome: The Spanish Steps, long a romantic place for people to hang out and make the scene. These days, the local cops are on the prowl, making sure no one “sits on the monument”... even though it’s a monument that was literally designed for sitting on. (How do you say “For crying out loud” in Italian?) It is amusing, however, to watch people baiting the “no-sit patrol” just for fun. Do you have any sweet memories of sitting — or not — on the Spanish Steps?

Rick Steves

274,801 views • 1 year ago

Qullamaggie on Nicolas Darvas and Going Full Margin on One Stock “Nicolas Darvas used to get 200% in a stock; his record is pretty good? Yeah, but for every Darvas, there’s like 1,000 people who bought the wrong stock and blew up. Your number one job as a trader is to not blow up, okay? And by you do that by risk management. I don’t like the people who, you know, that glorify going on margin in a single stock or in a few stocks. It’s just stupid; you will blow up guaranteed. You’re on 200% margin in a stock. You know it goes down 30% overnight, you have lost most of your money. It’s just not worth it. Like in a bull market. There are so many stocks that go up, okay? There’s no reason to be in margin in one or a few stocks. Just look at the moves from the March lows. There’s hundreds of stocks that have doubled tripled quadrupled. There was no reason to be in one single stock. It’s just ridiculous; it’s the dumbest thing ever. Why would you be in a few stocks? I just don’t get the point.”

Qullamaggie on Nicolas Darvas and Going Full Margin on One Stock “Nicolas Darvas used to get 200% in a stock; his record is pretty good? Yeah, but for every Darvas, there’s like 1,000 people who bought the wrong stock and blew up. Your number one job as a trader is to not blow up, okay? And by you do that by risk management. I don’t like the people who, you know, that glorify going on margin in a single stock or in a few stocks. It’s just stupid; you will blow up guaranteed. You’re on 200% margin in a stock. You know it goes down 30% overnight, you have lost most of your money. It’s just not worth it. Like in a bull market. There are so many stocks that go up, okay? There’s no reason to be in margin in one or a few stocks. Just look at the moves from the March lows. There’s hundreds of stocks that have doubled tripled quadrupled. There was no reason to be in one single stock. It’s just ridiculous; it’s the dumbest thing ever. Why would you be in a few stocks? I just don’t get the point.”

Lone

20,925 views • 5 months ago