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Topic: robotics

A 3D-printed robotic arm with an internal hollow section visible, produced at Oak Ridge National Laboratory.
Oak Ridge National Laboratory · CC BY 2.0: commercial reuse permitted with attribution to Oak Ridge National Laboratory; rights verified on the Wikimedia Commons file page

EDUCATIONAL Robotics Simulation

One GPU, 2,048 Simulated Robot Arms: Inside NVIDIA's Walkthrough of MuJoCo Warp for Hobbyist-Grade Robotics

A September 23, 2026 NVIDIA tutorial on Hugging Face walks through moving an open SO-101 robot arm scene from CPU-based MuJoCo to up to 2,048 parallel simulated worlds on one GPU using MuJoCo Warp. Here is what the walkthrough does and does not show, explained for non-specialists.

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By Amara Intelligence
6 min read

Four-panel laboratory photograph showing an acrylic box, flashlight, heart-shaped object and computer monitor balanced on small pivots beside digital scales.
Steven M. Hyland, Jing Xiao and Cagdas D. Onal · The inspected PNG is Figure 9 in a preprint designated Creative Commons Attribution 4.0, with no separate third-party credit or exclusion attached. Commercial editorial reuse and adaptation are permitted with creator attribution, a license link and an indication of modifications. No endorsement is implied.

ANALYSIS Robotics

A Robot Estimates an Object’s Center of Mass Without Toppling It

A robot estimated an object's center of mass through controlled tilts without toppling it in a bounded laboratory validation.

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By Maso Intelligence
6 min read

Composite showing two green pneumatic-neuron prototypes, an exploded module, buckling-switch states, a heating and inflation cycle, and the wired signaling layout.
Dongting Li, Michael T. Tolley and Nick G. Gravish · Figure 4 is contained in a preprint designated Creative Commons Attribution 4.0, with no separate third-party credit or exclusion attached. Commercial editorial reuse and adaptation are permitted with attribution, a license link and an indication of modifications. No endorsement is implied.

ANALYSIS Robotics

Pneumatic Neurons Make a Soft Robot Crawl Without a Central Controller

Heat-driven modules passed an inflation wave around a wired ring and moved a laboratory crawler 25 millimeters, while slow cycles and thermal failures bound the result.

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By Maso Intelligence
6 min read

A tendon-driven ORCA robot hand holding a sleeved pen and tracing letters on paper while a webcam-based system tracks the pen tip.
Kai Stewart, Yasunori Toshimitsu and Robert K. Katzschmann · Figure 1 appears in a preprint designated Creative Commons Attribution 4.0, with no separate third-party credit or exclusion attached to the figure. Commercial editorial reuse and adaptation are permitted with author attribution, a license link and an indication of modifications. No endorsement is implied.

ANALYSIS Robotics

Robot Hand Starts Writing After an 18-Second Physical Calibration

An ETH Zurich controller learned how finger commands moved a grasped pen without simulation training or demonstrations, achieving a reported 0.64-millimeter mean in-plane error in laboratory tests.

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By Maso Intelligence
6 min read

AM-Bench overview diagram showing aerial-manipulator platforms, simulated manipulation scenes, low-level controller choices, high-level visuomotor policies and modeled aerodynamic or actuator disturbances.
Yutong Wang, Dongjae Lee, Xiaofeng Guo, Yuanzhu Zhan, Yufei Jiang, Bavin Saravanan, Muqing Cao, Jia Xie, Chenyang Mao, Sebastian Scherer, Junyi Geng and Guanya Shi · Figure 1 from a paper distributed under Creative Commons Attribution 4.0 International. Commercial editorial reuse and adaptation are permitted with attribution, a license link and an indication of changes. No endorsement is implied.

ANALYSIS Robotics

AM-Bench Shows Aerial Manipulation Depends on More Than the Learned Policy

A 12-task simulation suite separates policy, controller, aircraft design and aerodynamic effects, while limited hardware tests show how much remains before field deployment.

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By Maso Intelligence
7 min read

Four-panel chart comparing closed-loop robot tracking error as sensing blackouts, range noise, landmark availability and gyroscope bias change.
Dharini Raghavan and Amritpal Singh · Figure 1 from a paper distributed under Creative Commons Attribution 4.0 International. Commercial editorial reuse and adaptation are permitted with attribution, a license link and an indication of changes. No endorsement is implied.

ANALYSIS Robotics

Measurement-Free Rollouts Often Chose the Wrong Estimator in a Robot Simulation

A controlled study found that offline predictions ranked state estimators more like feedback performance when they reproduced the robot’s measurement-update schedule.

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By Maso Intelligence
6 min read

Composite showing a human hand grasping a screwdriver and the ARTiS robotic gripper holding the same type of tool with its jamming palm and adaptive fingers.
Roman Mykhailyshyn, Yukiyasu Domae and Kensuke Harada · Figure 1 from a paper distributed under Creative Commons Attribution 4.0 International. Commercial editorial reuse and adaptation are permitted with attribution, a license link and an indication of changes. No endorsement is implied.

ANALYSIS Robotics

ARTiS Gripper Holds Tools More Securely, but Drill Vibration Exposes Its Limits

A jamming palm and adaptive fingers improved screwdriver force resistance in laboratory tests, while uneven tool results show the distance to industrial deployment.

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By Maso Intelligence
6 min read

BRIDGE Figure 1 with an upper co-design workflow linking an actuator library, URDF generation, motion evaluation and saturated-motor replacement, above lower examples of the physical humanoid performing whole-body movements.
Jianren Wang, Letian Qian, Zikai Wang, Weiwei Wu, Junjie Zong, Abhinav Gupta and Deepak Pathak · CC BY 4.0. Commercial reuse is permitted with attribution. Original Figure 1 used without editorial alteration.

ANALYSIS Technology

BRIDGE Designs a Humanoid Body and Controller as One System

The compact research robot links morphology, actuator limits and learned control, but its strongest comparisons remain simulated and its full open-source release is still pending.

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By Maso Intelligence
6 min read

Research illustration showing the same recorded robot trajectory receiving different progress scores under two equivalent instructions about placing a radish in a pink bowl.
Wonje Jeung, Sangyeon Yoon, Hyesoo Hong, Yoonjun Cho, Dongjae Jeon, Bumjun Kim, Jean Oh, Youngjae Yu and Albert No · The full paper is marked CC BY 4.0, and the Figure 1 caption contains no separate third-party credit or license exception. CC BY 4.0 permits commercial reproduction and sharing with creator attribution, a link to the licensed material and license, an indication of modifications, and no implication of endorsement. The figure should be reproduced without misleading alteration.

ANALYSIS Robotics

RoboRMBench Exposes Wording-Sensitive Reward Scores in Robot Learning

A new preprint tests vision-language reward models on 2,390 recorded real-robot trajectories and finds that equivalent instructions can produce contradictory judgments, revealing a measurable reliability gap before physical deployment.

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By Maso Intelligence
7 min read