Image created with gemini-3.1-flash-image-preview with claude-sonnet-4-5. Image prompt: Using the provided reference image, preserve the exact square faceted perfume bottle with amber-gold liquid, crystal stopper, pure white background, soft shadow, and high-key studio lighting. Replace the label text with ‘Robots’ in the same clean black serif font. Add a delicate sterling silver chain draped around the bottle neck with a small dainty pendant: a miniature articulated robotic arm in polished sterling silver, charm-bracelet sized, elegant and precise like Tiffany jewelry.
OpenClaw on a Unitree G1 humanoid 🤯 A MIT dropout developed an open-source robotics platform that supports 80% of Chinese OEM robots! This OpenClaw upgrade to process physical space and time via integrations with LiDAR, stereo, or RGB cameras. It enables robots like the
https://x.com/IlirAliu_/status/2039250442434072973
The power of the Claw, in the palm of a robot hand. Agentic robotics is here! Today, we open-source CaP-X: vibe agents, alive in the physical world. They incarnate as robot arms and humanoids with a rich set of perception APIs, actuation APIs, and auto synthesize skill libraries
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March marked a milestone: more robots manufactured than in our whole history to date. Congrats to everyone at BotQ who manufacture F.03 robots, made in California.
https://x.com/adcock_brett/status/2039350776825532869
We gave them the footage for robot POV in this one – it’s coming from the robot head cameras
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Hark is building next generation AI models and AI devices @hark_labs
https://x.com/adcock_brett/status/2039151008077774947
“China feels to me like a nation of engineers, contrasting with America being a nation of traders.”
https://x.com/TheHumanoidHub/status/2037570911801602302
📍The Economic Engine of Physical AI After this you should understand: • tipping point sim-to-real 99% • how simulation replaces real hardware • how ROI in production shifts • why Digital First is now required (🧵Save this! Full breakdown + paper at the end.)
https://x.com/IlirAliu_/status/2038310546827542607
Enough!! Time to deploy the Chocolate Protection Force!
https://x.com/TheHumanoidHub/status/2038345308174975083
Imagine clothing that doubles as an exoskeleton. Researchers have developed Electrofluidic Fiber Muscles; artificial muscle fibers that can be woven directly into any garment. By integrating flexible, mm-scale pumps, these fibers eliminate the need for bulky compressors, using
https://x.com/TheHumanoidHub/status/2039030594844430623
It was fun to get some hands-on time with the @SharpaRobotics at their Mountain View office.
https://x.com/TheHumanoidHub/status/2037231196007260335
LimX Dynamics unveiled their latest humanoid today at a fashion influencer gala in Shanghai. The robot, Luna, walked the carpet with a celebrity. Specs and price have not been revealed yet.
https://x.com/TheHumanoidHub/status/2037209840171573547
Olaf Frozen Mid-Speech. A brand-new animatronic character robot Olaf malfunctioned during its debut at Disneyland Paris.
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robot : how can I achieve full autonomy? first lady: be best
https://x.com/TheHumanoidHub/status/2039040908516270405
Seeing the world through a robot’s eyes is wild. Robots will have a superhuman ability to instantly retrieve memories or info on every face they encounter. It will be useful for robots to behave in line with the cultural and social nuances of individuals and groups, provided
https://x.com/TheHumanoidHub/status/2037217190659973231
Short chat with @NobleMachines CEO and Co-founder Wei Ding at GTC 2026: – why bipedals for industrial use – challenges with high carry capacity – AI architecture – solving the reliability problem
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Skild Brain uses in-context memory to adapt to disturbances on the fly and keeps working.
https://x.com/TheHumanoidHub/status/2038094022523420847
Teleoperation today relies on WebRTC. That works for Zoom. Not for robotics. Is that statement provocative? WebRTC works for video calls. But not really for robots. I’m teleoperating from SF → London using Adamo’s stack. Zero buffering. No lag smoothing… just real-time
https://x.com/IlirAliu_/status/2037455378678493489
This is what happens when one person builds a humanoid. A solo developer from Japan is building a semi-humanoid robot with 34 degrees of freedom from scratch. And it already works. • mobile base • lift system • dual arms with dexterity • custom control stack (ODrive,
https://x.com/IlirAliu_/status/2038678883285827986
Train dexterous robot skills without demos. And deploy them zero-shot in the real world. 📍Interactive demo + paper: Most robotics RL breaks on one thing: exploration. Too many states, too many edge cases, too much manual shaping. OmniReset tried a different approach: •
https://x.com/IlirAliu_/status/2038163300014313475
Train robot arms once. Deploy them on drones. That’s the promise here. Vision-Language-Action models trained on manipulators are now flying drones that pick, navigate, and combine tasks from language. The challenge is brutal: Arms operate in stable, predictable environments.
https://x.com/IlirAliu_/status/2037958724648566906
Watching kids swarm a Unitree G1 in NYC is anxiety-inducing. G1 motors put out 90-120 Nm of peak torque. One software glitch and those limbs could fling with bone-crushing momentum.
https://x.com/TheHumanoidHub/status/2037626679041130949
Xiaomi holds 14% of the global smartphone market share. It entered the electric vehicle market relatively late but has grown extremely rapidly in just two years. Now the company is turning its focus to humanoids. Xiaomi has just unveiled major advancements in the five-finger
https://x.com/TheHumanoidHub/status/2037976073166897375
Your robot doesn’t need a policy anymore. It can just write its own. Coding Agents for Robotics: Instead of training fixed models, robots become agents that: • call perception and control APIs • write code to solve tasks • execute, observe, and improve in loops This is a
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First humanoid robot at the White House
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Humanoid robots at scale will unlock the largest economic boom the world has ever seen
https://x.com/adcock_brett/status/2039001217188434111
I brought a F.03 robot to Shawn in Tennessee 😬
https://x.com/adcock_brett/status/2037614817578787064
U.S. Senators Tom Cotton [R] and Chuck Schumer [D] plan to introduce the American Security Robotics Act to ban the federal government from buying or operating Chinese-made humanoid robots. The bill prohibits federal funding for these systems and requires phasing out existing
https://x.com/TheHumanoidHub/status/2038088330378879443
My interview with Shawn Ryan is now live We sat down for a 3-hour deep dive into the future of humanoid robots, flying cars, weapon detection systems, and next generation AI interfaces Youtube Video:
https://x.com/adcock_brett/status/2038730433794617825
A new picture of the Optimus team (~210 people) with what looks like a mockup or an early prototype of Optimus v3.
https://x.com/TheHumanoidHub/status/2037984699549917451
Optimus 3 is up and walking, but not quite ready for the unveiling. Today is the final day of Q1, the window Tesla targeted for the Gen 3 unveil in their last earnings deck.
https://x.com/TheHumanoidHub/status/2039023453165269316
📍 From Simulation to Reality in Robotics After this, you should understand: • why “”perfect”” simulations fail in the real world • three layers where the Sim-to-Real gap actually hides • the shift from simple modeling to System Fidelity • how modern stacks (Physical AI)
https://x.com/IlirAliu_/status/2037584159040839689
A Mathematical Introduction to Robotic Manipulation. [📍Save for later] It is a foundational robotics textbook that universities use to teach full graduate-level courses. From body motion to manipulation, grasping, control, and nonholonomic planning. This is the mathematical
https://x.com/IlirAliu_/status/2038888028165255348
Every mobile robot has the same problem. The arms are too heavy. Too weak. Too dumb… You bolt on a robot designed for a factory floor and wonder why your AMR’s battery dies in 2 hours. The payload-to-weight ratio kills you. The arm weighs 20kg and lifts 5. Mobile
https://x.com/IlirAliu_/status/2037250829111947708
Just read LeCun’s latest paper. His team trained the first world model that can’t collapse. Let me explain why this matters. It’s called LeWorldModel. World models predict what happens next physically. Objects moving, falling, colliding. That’s the base layer for robots
https://x.com/LiorOnAI/status/2037484990779339064
MolmoBot, our open robotic manipulation suite trained entirely in simulation, now has code, training data, a data generation pipeline, & evals all available. This puts our robotics models within reach of any research lab–no extensive real-world data collection required. 🧵
https://x.com/allen_ai/status/2037590611990094259
RF-DETR by @roboflow now on MLX It can do realtime instance segmentation on-device and enable some cool use cases for visual analysis, monitoring and robotics like Reachy Mini. Also augmented VLM and VLA by preprocessing image and video with areas of interest. New release
https://x.com/Prince_Canuma/status/2039090156188389500
Jim Fan proposes a three-part recipe for embodied AI, drawing parallels from the evolution of digital intelligence: – World Models (pre-training video-based physics) – Action Fine-Tuning (motor control) – Physical RL (infinite environments in neural simulation)
https://x.com/TheHumanoidHub/status/2039060404161425833
Manufacturers can’t trust their simulations. They design in a virtual world then spend weeks debugging on the real production line. That gap is costing time, money, and scale. At @NVIDIAGTC, I sat down with Craig McDonnell from @ABBRobotics to break down: → how they’re
https://x.com/IlirAliu_/status/2037099281694257298
🚀 Unitree open-sources UnifoLM-WBT-Dataset — a high-quality real-world humanoid robot whole-body teleoperation (WBT) dataset for open environments. 🥳Publicly available since March 5, 2026, the dataset will continue to receive high-frequency rolling updates. It aims to establish
https://x.com/UnitreeRobotics/status/2037440578275946551
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