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Official source imageFeatured report
1X: The Company Trying to Put a Humanoid Robot in the Home
1X has turned the home humanoid from a laboratory promise into a priced preorder, but its early product still depends on supervised operation, future software gains and an unproven delivery ramp.
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Robots
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AI-generated imageRobot insight
AEON Entered Schaeffler’s Humanoid Gym. The 1,000-Robot Plan Has Not Started Yet
Hexagon and Schaeffler have moved AEON into a dedicated factory-training environment, but the announced 1,000-unit rollout remains a seven-year plan without published validation results.
AI-generated imageRobot insight
Armo One Enters a New York Grocery Store, but the Pilot Still Lacks Outcome Data
MUSE has started its first US store deployment of Armo One, giving the retail robot a real workplace but revealing little about its daily performance or economics.
AI-generated imageRobot insight
Hoboken Approved 20 Delivery Robots. The Pilot’s Rules Matter More Than the Fleet Size
Hoboken has authorized a tightly bounded sidewalk-delivery trial with Coco Robotics and Avride, but the program’s value will depend on what the city measures after operations begin.
Technology
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AI-generated imageResearch brief
A Robot Can Finish the Task and Still Fail the Safety Test
ForesightSafety-VLA separates successful robot behavior from safe behavior, revealing hazardous trajectories that conventional completion scores can count as wins.
AI-generated imageResearch brief
FetchMan Finds the Limit of Synthetic Imitation—and Uses Reinforcement Learning to Cross It
A humanoid policy trained across 150,000 simulated scenes reached a behavior-cloning ceiling. Reinforcement learning improved both simulated and zero-shot physical reach-and-pick performance.
AI-generated imageAnalysis
Humanoid Control Is Moving Beyond the Upper-Body–Lower-Body Split
Humanoids cannot manipulate well if their legs merely preserve balance. New controllers coordinate locomotion, torso, hands and task-driven contacts through shared whole-body representations.
Companies
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1X: The Company Trying to Put a Humanoid Robot in the Home
1X has turned the home humanoid from a laboratory promise into a priced preorder, but its early product still depends on supervised operation, future software gains and an unproven delivery ramp.
Official source imageCompany profile
Agility Robotics: What Digit’s Commercial Deployment Actually Proves
Agility Robotics has moved Digit from a university lineage into paid warehouse work. Its next challenge is proving that a small number of deployments can become a repeatable humanoid-robot business.
Official source imageCompany profile
ANYbotics: How a Quadruped Robot Became an Industrial Inspection Business
ANYbotics narrowed the promise of legged robotics to a specific industrial job: collecting repeatable inspection data where fixed sensors and human rounds leave gaps.
Explainers
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AI-generated imageDeep dive
When Vision Is Not Enough: What Touch Adds to Robot Manipulation
Cameras describe a scene before contact. Tactile sensors reveal what happens at the hidden interface where grasp stability, slip, force and material response are decided.
AI-generated imageBeginner guide
How Feedback Control Turns Robot Commands Into Reliable Motion
Robots do not move accurately by issuing one perfect command. They repeatedly measure what happened, compare it with the goal and correct the difference.
AI-generated imageBeginner guide
How Robots Learn From Human Demonstrations
Human demonstrations can replace thousands of hand-written instructions with examples, but a robot still has to learn which actions work beyond the recorded situations.