Deniss @learnodd
ai workflows | prediction markets | spotting moves before they trend Joined July 2026-
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THIS ROBOT IS ALREADY DRIVING IN REAL CITY TRAFFIC No closed test track. No remote control. No human in the driver’s seat. It navigates streets, reads the map, enters a parking garage, parks the car and gets out — all on its own. A few years ago this was pure sci-fi. Now it’s just another Tuesday. Humanoids are no longer stuck in factories or demos. They’re starting to take over tasks that used to require a human body in the real world. The gap between “cool video” and “actual work” is closing fast. Would you feel comfortable sharing the road with one of these?
Elon Musk says AI and robots could replace all jobs! If human labor stops being necessary, what happens to wages, ownership and the economy? I broke down what a post-work world could actually look like! x.com/i/article/2086…
@YehorGrishbie they spent the budget on the face and left the body looking like a hardware store aisle demo day > actual utility
While everyone is still arguing about “when robots will take over”, this one is already walking downtown with a full police escort and people are treating it like a celebrity. In 1961 Unimate started doing the dirty jobs humans hated. No AI. Just pure mechanical reliability. By the 90s those arms were welding every major car line. Then came the viral demos — ASIMO, Atlas, backflips, stairs. Cool videos. Zero real work. Now the picture flipped completely. Tesla has 1000+ Optimus units inside its own factories. Figure is on BMW’s line. Atlas is heading into Hyundai. Apollo is being tested by Mercedes. Digit finished full warehouse pilots. MIT data: one industrial robot replaces 3–5 workers on average (mostly through hiring freezes, not mass firings). Precision welding and stamping still belong to the old fixed arms. Humanoids aren’t perfect for 24/7 yet. But the gap between polished demo and actual production hours is closing faster than most people are ready to accept. This isn’t a forecast anymore. It’s a timesheet. And some of them are already outside the factory gates.
A humanoid robot stands perfectly still while a robot dog circles it like a pet waiting for a command. No one in the room is watching the technical specs. Everyone is watching the relationship. That small moment does more for public acceptance than any press release about degrees of freedom or battery life. People don’t adopt machines because they are efficient. They adopt them when the machines stop feeling like tools and start feeling like characters. Designers already know this. The companies that win the next decade won’t just build the strongest actuators. They will figure out how to make a robot feel familiar before it ever does useful work. Spectacle is not a distraction. It is the first filter that decides which robots get to enter real spaces at all.
@AITrandModels robot assembly line → girl who just finished leg day we’re not even in the uncanny valley anymore we’re already past it
Elon just called Optimus the biggest product Tesla will ever make. Possibly the biggest product of any company, ever. The numbers behind the claim are hard to ignore. Capex jumped 142% year over year to $5.79 billion. Model S and Model X production at Fremont was shut down completely to free the floor for Optimus. Targets are 1 million units a year at Fremont and 10 million at Giga Texas. Long-term sales figure Musk floated: up to $10 trillion. The hardware is moving fast. Gen 3 hand now has 25 degrees of freedom. The hard part that still remains is full autonomy. Many of the impressive demos are still teleoperated. The gap between “looks real” and “works without a human in the loop” is the actual race. If the cost curve and reliability keep improving the way Tesla claims, the money isn’t just in building the robots. It’s in owning the companies that scale them, service them, and deploy them into factories and warehouses at volume. Most people are still watching the demos. A smaller group is already pricing the $10 trillion number.
A ROBOT IS ALREADY WALKING CITY STREETS WITH A POLICE ESCORT WHILE PEOPLE FILM IT LIKE A CELEBRITY No stage. No keynote. No “coming soon” caption. Just a humanoid moving through a normal public space, same height, same rhythm, same posture as the people around it. Care work, factory floors, now sidewalks. Every time someone said “this part will stay human,” the line got thinner. A real presence takes years of trust. This one shows up with a battery and a software update. Right now it’s still a video that makes people stop scrolling. In a few years the only question left is whether the price of keeping a human in that role still makes sense.
@AITrandModels the demo is the trailer the real product is the ai that told them which joints would break before they even built them
Be careful looking at this. From a distance it just looks like another regular street scene. People standing around, phones out, police nearby. Nothing special. Then you notice the one in the middle isn’t human. Same height, same walking rhythm, same way of holding its arms. Only the joints and the black carbon shell give it away when the light hits right. No stage. No dramatic music. No staged demo. Just a humanoid moving through a normal public space while the crowd films it like it’s already part of the scenery. This is the version of the future that actually lands. Not the glossy keynote. The quiet one where the robot is already outside and most people only realize it after a second glance.
in five years most of the impact won’t show up as mass layoffs it’ll show up as jobs that simply stop getting replaced when people leavephysical repetitive roles get thinner, the remaining human jobs get more valuable, and a smaller number of people end up supervising fleets of robots instead of doing the work themselves
Everyone’s still waiting for the “robot future” announcement. Meanwhile this thing is already walking city streets with a full police escort while people film it like a celebrity. In 1961 the first industrial arm (Unimate) started doing the jobs humans hated at a GM plant. No AI. Just pure mechanical reliability. By the 90s those arms were welding every major car line. Then came the walking demos — ASIMO, Atlas, backflips, stairs. Cool videos. Zero real work. Now the picture flipped. Tesla has 1000+ Optimus units inside its own factories. Figure is on BMW’s line. Atlas is heading into Hyundai. Apollo is being tested by Mercedes. Digit finished full warehouse pilots. MIT data says one industrial robot replaces 3–5 workers on average (mostly through hiring freezes, not mass firings). Precision welding and stamping still belong to the old fixed arms. Humanoids aren’t perfect for 24/7 yet. But the gap between polished demo and actual production hours is closing faster than most people are ready to accept. This isn’t a forecast anymore. It’s a timesheet. And some of them are already outside the factory gates.
@0xV0LYX zero optimus shipped 13k humanoids already working mostly chinese the gap between the story and the machines is wild
The robot doesn’t need to walk into your building to take your job. It only needs to make your competitor cheaper. One company still pays people for every hour of physical work. The other starts buying some of those hours from machines. Both bid on the same warehouse contract. The cheaper bid wins. The contract moves. The layoffs happen somewhere else — without a single robot ever entering the losing warehouse. That’s the real mechanism. Not mass firings in one dramatic day. Quiet underbidding that compounds until the cost structure of human labor loses. Figure already logged over 1,250 hours on a live BMW line. Agility Digit moved more than 100,000 totes in commercial operations. Unitree sells a full-size humanoid starting at $13,500. The hardware price floor is dropping. Production is scaling from one unit a day toward one an hour. MIT research put the average industrial robot at 3–5 workers replaced. Not through pink slips first. Through hiring freezes and contracts that never come back. Most people are still waiting for the robot to show up at their workplace. The smarter money is watching which companies are becoming cheaper because of the ones that already did.
THE FIRST ROBOT TO TAKE YOUR JOB MAY NEVER ENTER YOUR WORKPLACE. Your boss doesn’t need one. Your competitor does. If automation lets them bid lower, your company can lose the contract first. This is the part nobody is pricing in. x.com/i/article/2087…
Most people are still watching factory robots and calling it the future. The more serious footage is already military. Armed quadrupeds moving through water. Humanoids built to carry weapons. Units tested against 20mm rounds, FPV drones, and live fire. China showed the prototypes. The US is running its own versions designed to fight, not just move boxes. The industrial story and the military story are the same technology on different tracks. One is measured in uptime and cost per hour. The other is measured in whether a machine can stay upright under fire and still return fire. Supporters say these systems will keep soldiers out of the most dangerous roles. Critics say this is the start of machines that no longer need a human in the loop. Both sides are watching the same shift. Only one of them is pretending it’s still theoretical.
@DefiDragans yeah the timesheet is filling up faster than most people want to admit
Robots aren’t coming. They’re already on shift. In 1961 the first industrial arm, Unimate, started pulling red-hot metal at a GM plant. No one was talking about AI. It was just heavy, precise, endless work that humans didn’t want to do. By the 1980s and 90s those same arms were welding car bodies across the entire auto industry. Then the walking ones appeared. ASIMO, Atlas, impressive demos, stairs, backflips. Zero real production value. Twenty years of labs and viral clips. The picture is different now. Tesla Optimus has over a thousand units already inside the company’s own factories. Figure is running on BMW’s line. Boston Dynamics Atlas is heading into Hyundai plants. Apptronik Apollo is being tested by Mercedes. Agility Digit has completed full warehouse pilots and work at Toyota. According to MIT research, one industrial robot replaces 3 to 5 workers on average. Not through mass layoffs. Mostly hiring freezes and natural attrition. Precision work like welding and stamping still belongs to fixed arms. Humanoids are not yet perfect for 24/7 shifts. But the gap between polished demo and real production hours is closing faster than most people are willing to admit. This is no longer a forecast. It’s a timesheet.
@notp3rk exactly. first industrial arm took decades. this time it’s years. pace is the real story
The robots are no longer arriving. They are already clocking in. Not the polished ones from keynotes. The quieter units that move boxes, clean floors, handle repetitive shifts, and do not ask for a raise. Factories are clearing lines. Warehouses are running pilots. The gap between “demo” and “deployed” is closing faster than most people are willing to admit. The uncomfortable part is not that machines will take work. It is that the people who own the machines will capture almost all of the upside, while the people who used to sell their time will have less and less of it to sell. That is the real story. But there is a second layer most people miss while they are busy being afraid. Every major shift of this size creates a parallel market: the companies building the bodies, the ones writing the software, the ones supplying the actuators, the ones renting the units by the day. Capital is already moving there in the tens of billions. You do not have to like the future to position yourself on the right side of it. Most will watch the replacement happen. A smaller group will own a piece of the thing doing the replacing.
Most coverage of humanoid robots is still stuck on demos. The more useful number is quieter: machines that are already running commercial shifts. Not stage walks. Not carefully edited keynotes. Actual units on actual floors, measured by uptime rather than applause. Tesla has moved Optimus into cumulative production measured in the tens of thousands. Figure is operating on live automotive lines. Unitree is selling full-size platforms at prices that would have been considered unrealistic three years ago. Boston Dynamics, now under Hyundai, is no longer treating Atlas as a research reel. Physical AI is not “robots exist.” Industrial arms have existed for decades. The shift is that these systems no longer need the entire environment rebuilt around them. They perceive, decide, and adapt inside spaces that were designed for people. The constraints are still real. Hand dexterity is not solved. Full-shift battery life is not solved. Cost still keeps this an enterprise game. But the distance between “impressive demo” and “repeated commercial task” has closed in specific, measurable deployments. Most people are still watching the future. A smaller group is already counting the hours these machines are logging.
Most posts about robots replacing humans use AI-generated footage and invented timelines. This one is different. The machines are already working real shifts. Narrow tasks. Defined environments. Limited supervision. Not the polished demos that flood the feed — the slower, quieter deployments that actually clock in. A humanoid that can complete a full cycle of work with almost no human intervention is no longer theoretical. The gap that used to stop robotics for decades — the distance between a lab demonstration and repeated real-world execution — is being closed in specific, measurable ways. Most of the internet is still arguing about the future. A smaller group is watching the units that are already running with minimal oversight. The difference between the two is the only number that matters right now.
Elon Musk says AI and robots could replace all jobs! If human labor stops being necessary, what happens to wages, ownership and the economy? I broke down what a post-work world could actually look like! x.com/i/article/2086…
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