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Chinese Robot Masters Hand Embroidery, Tackles Wire Harness Assembly

Published

February 17, 2026

Reading Time

2 min read

Author

Origin Of Bots Editorial Team

Chinese Robot Masters Hand Embroidery, Tackles Wire Harness Assembly

Embroidery Breakthrough Unveiled

TARS Robotics, a Shanghai-based innovator founded in early 2025, just shattered automation barriers with its humanoid robot executing flawless hand embroidery using both hands. This world-first demo, revealed in a recent press event, showcases sub-millimeter precision on flexible fabrics, a feat long deemed impossible for machines. Investors poured over $240 million into the startup, fueling rapid advances that position TARS to redefine flexible manufacturing. Meanwhile, the robot eyes wire harness assembly next, promising to streamline electronics production where human dexterity reigns supreme.

Dexterity Redefined

What sets TARS apart lies in its embodied AI prowess, blending real-time sensory feedback with coordinated bimanual control for tasks demanding adaptive finesse. Unlike rigid industrial arms, this humanoid intuitively handles thread tension and fabric shifts, learning generalized skills via the AWE 2.0 model. TARS Robotics engineers emphasize a "minimal digital-to-physical gap," ensuring AI decisions translate seamlessly into stable actions. Notably, the SenseHub platform captures vast real-world data, driving task success rates skyward across scenarios.

TARS - Image 1

Sensing Revolutionized

At TARS's core, engineering marvels enable human-like intuition through stereoscopic RGBD cameras that "see" textures, paired with IMU, gyroscope, tactile matrices, and force sensors for instant balance and grip adjustments. Powered by a Linux-based ROS system with Python APIs, it processes depth maps and language inputs at lightning speed. Bipedal walking in the T-Series, or wheeled options in A-Series, delivers 3 km/h mobility indoors via Visual SLAM navigation. These integrations form a closed-loop intelligence pipeline, scaling from prototypes to production.

Factory Transformations Ahead

Imagine robots tackling hand embroidery in apparel lines or meticulously wiring aircraft harnesses without fatigue, slashing defects in high-mix factories. TARS targets precision automation, from delicate stitching to tool handling of flexible payloads like instruments. Collaborative safety modes with force limiting and collision detection let it work alongside humans, boosting output in electronics and textiles. Dr. Ding Wenchao, TARS Chief Scientist, envisions deployment across industries, turning bottlenecks into competitive edges.

TARS - Image 2

Skill-Enabling Framework

TARS's 160-175 cm frame and 80 kg build empower extended interaction sessions, with 3-5 year battery endurance supporting uninterrupted dexterity in human environments. RGBD stereoscopic cameras and tactile sensors unlock nuanced hand-eye coordination for embroidery finesse, while IMU/gyroscope ensure stable bipedal steps amid dynamic settings. Force sensors enable gentle payload handling of tools or materials, fostering collaborative precision. Linux/ROS software with Python APIs accelerates skill learning, making natural movements intuitive for operators.

Rivals Dissected

RobotStrengths over TARSTARS AdvantagesWeaknesses vs. TARS
LUS2Superior payload lift (25kg)Excels in flexible manipulation like embroiderySlower fine-motor adaptation
Agile ONEFaster sprint speed (5km/h)Unmatched bimanual precision for wiringLess agile on uneven floors
OliLower cost entry ($50k)Longer battery for sustained tasksBulkier frame limits tight spaces
MartianAdvanced outdoor navigationIndoor SLAM dominance in factoriesWeaker tactile sensing depth

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