Trump declares deal with Iran is DEAD after'scum' opened fire on tankers: Oil prices surge Trump's pick for Florida governor accused of ambushing mom in gourmet grocery store: Watch him vow to'crush' her as aide screams Trump's inner circle have shown me the real UFO disclosure: The president has an imminent speech'written and ready'... what he'll explain about non-human life will make it all make sense Group chats of Travis Kelce's Chiefs teammates explode with's**t talk' about Taylor Swift wedding... as groom's snubbed friends vent their fury and players take sides: 'WTF?!' Actress who starred with Robert Redford and has famous daughter spotted out in LA... can you guess who she is? English King Alfred who massacred thousands of Vikings is'found buried' under Hampshire car park days before England play Norway in World Cup USA star at the heart of World Cup controversy offers groveling apology for team's failure: 'Not good enough' Bombshell first details about Taylor Swift's wedding dress: Stunning off-the-shoulder design revealed... incredible '25ft train'... and shock SECOND outfit Ford wrongly accused a worker of stealing a $1.95 cookie and fired him - then BEGGED him to return to work MTG brands Mitch McConnell's wife a'communist spy' as she flees to China during terrifying hospitalization Middle-aged man with America's WORST table manners sparks fury by chewing with his mouth open and hurling food on floor at bagel bakery Everyone's missed something so utterly humiliating about Taylor and Travis's wedding... I can't help but scream it: JANA HOCKING Sick twist in horrific case of youth pastor who pushed wife off cliff: Friends and family reveal chilling new details his final phone call hours before suicide... and insult from beyond the grave The humanoid robot designed'for a lifetime': China reveals creepy bots that look and feel like real humans - and they can even reproduce 90% of our movements China has revealed a new generation of creepy humanoid robots that are designed for a'lifetime' of companionship. At an event in the Chinese tech hub of Shenzhen, UBTech Robotics launched the world's first mass-produced ultra-realistic humanoid robots. These Uworld U1 androids are covered with'biomimetic skin' that looks and feels just like that of a real human.

Are Humanoid Robots Ready to Be Deployed? Neo and a dozen other robots with human forms are scheduled to hit the market. "The same robot that can land a backflip might not be able to walk up a flight of stairs," a researcher said. On a recent sunny day in Silicon Valley, I visited the industrial headquarters of 1X Technologies. Security was tight, so I had to put a sticker over my cellphone's camera and talk my way out of signing an N.D.A. before I was brought into an enormous space to meet Neo, the company's home robot. Neo stands five feet six and has no facial features except for two black cameras in place of eyes. The robot is a humanoid--its design is inspired by the human form--and its proportions are a blend of those of the median American male and those of the median American female. But Neo has no skin. Instead, it wears a beige nylon turtleneck bodysuit, gloves, and padded shoes over a see-through carapace. Under that is a skeleton made up of more than a hundred whizzing motors and cordlike artificial tendons that control Neo's limbs. Neo's cozy, minimalist aesthetic allows it to blend into the background. If it served me an espresso at a café, I'm not certain I would look up from my phone. The robot weighs just sixty-six pounds, and I was able to pick it up in a bridal carry. It communicates through a speaker in its chest, using several different voices; the default one is in a calm but authoritative masculine register, an A.I.-modulated mixture of several voice actors. Neo can talk, listen, and respond to commands.

People stand near humanoid robots on display at the Nvidia booth during the China International Supply Chain Expo (CISCE) in Beijing, China June 22, 2026. Nvidia Corp. is working to make humanoid robots safer around people, arguing that they'll need to handle split-second decisions before they can be trusted to work closely with humans. The chipmaker is offering software and semiconductors that will allow humanoids to enter the workplace and truly interact with people -- even making physical contact if necessary. Nvidia's Halos software, developed from systems used for self-driving vehicles, will be the basis of computers that give robots a much better awareness of what's happening around them, the company said in a statement Monday. Nvidia and its Silicon Valley peers are racing to develop technology for robotics, billing it as the next big market for artificial intelligence. The machines will evolve into a market with billions of devices, tech executives predict.

NVIDIA introduces Halos for Robotics, which the company calls the industry's first full-stack safety system for robotics and physical AI operating near people.

Gilgo Beach serial killer Rex Heuermann's ex-wife reacts to his sentencing as monster who killed eight women is transferred to new prison to begin life behind bars Boy, three, 'attacked by at least one crocodile' after being'thrown into zoo pit by man with learning difficulties who broke away from carers' - as suspect'not fit for interview' is bailed Jelly Roll stops concert to respond to wife Bunnie XO's bombshell podcast on their divorce Hegseth puts NATO on notice as he launches review of US troops in Europe and blasts allies for'shameful' behavior I was mortified when my husband always said no to sex. Then I realised the mistake I was making. This is the change that's completely transformed marital love-making in middle age: ALICE SNAPE Mom thought popular'natural' health supplement was safer than Xanax. She took it... then never woke up. Don't make the same mistake JD Vance turns on Israeli allies who are criticizing Trump's Iran deal: 'Wake up and smell reality' The other women left devastated by Jelly Roll's divorce... why his daughter is now'disgusted'... and Bunnie XO's one red-line demand before she would agree to the split Joe Biden mumbles to himself and requires stage direction as he aimlessly wanders off at Obama's library debut Tourists run for their lives as gunfire erupts in New York's Times Square as terrified parents drag children to safety Heartbroken family of college girls who drowned dispute account of their final moments before they were swept out to sea as they mourn'responsible and kind' students Oscar-winning director's daughter and her husband's deaths'medically related' as cops give grim update after couple were found in SUV on California highway Furious woke woman storms out of restaurant because customers were singing National Anthem ...and vows never to return A bold new experiment to streamline how Americans buy new cars... and auto dealerships are already scared Secret White House blacklist leaked by insider: 'Worst' influencers named and shamed... as foul-mouthed backstabbing erupts Watch horrifying drone video that follows woman's plunge to death after bungee team threw her from bridge without rope Bill Clinton's VERY cozy moment with Michelle while Hillary looks the other way... and the best UNSEEN moments from Obama public library opening Farce of Obama's $850m'monstrosity': As clucking liberal elite cheer Barack's grand opening, outraged Chicago locals tell HARRIET ALEXANDER awkward truth about library Humiliating new joke about Trump that's the talk of Washington... as White House moles tell me there's more to this story than meets the eye: MARK HALPERIN Humanoid robot is spotted BEGGING on a street in China - claiming it has'no money to recharge' READ MORE: China unveils the world's first self-driving TOILET While many people worry that robots are coming to take their jobs, one unlucky bot seems to have fallen on hard times.

Existing methods typically establish a direct joint-to-joint mapping from 2D to 3D poses based on 2D features. This formulation suffers from two fundamental limitations: inevitable error propagation from input predicted 2D pose to 3D predictions and inherent difficulties in handling self-occlusion cases. In this paper, we propose PandaPose, a 3D human pose lifting approach via propagating 2D pose prior to 3D anchor space as the unified intermediate representation. Specifically, our 3D anchor space comprises: (1) Joint-wise 3D anchors in the canonical coordinate system, providing accurate and robust priors to mitigate 2D pose estimation inaccuracies.

Establishing a reliable and iteratively refined robotic system is essential for deploying real-world applications. While Vision-Language-Action (VLA) models are widely recognized as the foundation model for such robotic deployment, their reliance on offline expert demonstrations critically limits their capacity for postdeployment refinement. To mitigate this limitation, we introduce Action Preference Optimization (APO), a method designed to refine VLA models by human-assisted preference alignment gathered through interaction with environments. This method begins with a human-robot collaboration framework for reliable failure correction and interaction trajectory collection through human intervention. However, directly leveraging these interaction trajectories for preference optimization is non-trivial due to the challenges of irreversible robotic actions and token distribution mismatch. To solve this, APO proposes an adaptive reweighting algorithm with binary desirability signals derived from interaction, empowering VLA models effectively suppress failure-prone actions while enhancing corrective action adaptation. Ultimately, APO equips VLA models with the crucial capability to learn from failure, paving the way for their iterative refinement and reliable deployment in dynamic environments. The experiments conducted in simulation and real-world scenarios prove superior generalization and robustness of our human-assisted framework across a variety of manipulation tasks. We believe this work could bring insights for efficient and stable optimization of VLA models through human-robot collaboration.

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Figure AI says three humanoid robots named Bob, Frank and Gary ran autonomously for over 24 hours, sorting packages without human control in a warehouse test.

What's not to trust about this guy? European warehouse workers, it may be time to tighten up your resume. The robotics company Humanoid is partnering with Bosch to bring its HMND 01 industrial robots into mass production. The plans for a large-scale European deployment follow a successful proof of concept. In the test, Humanoid's anthropomorphic robots demonstrated full capability in a complex industrial workflow, according to Humanoid.