[APPLIED SCIENCES & ADVANCED KINEMATICS]

Pioneering the Foundations of Machine Perception.

Pioneering the Foundations of Machine Perception.

Pioneering the Foundations of Machine Perception.

MECHORA Labs conducts cutting-edge research in physics-informed AI, high-bandwidth force-torque control, and multi-agent autonomous fleet coordination.

ACTIVE PATENTS

48 FILED

PEER-REVIEWED PAPERS

19 PAPERS

ACADEMIC PARTNERS

MIT // ETH // TOKYO TECH

Neural Kinematics

7 min read

Sub-Millisecond Neural Inverse Kinematics on Heterogeneous Edge Hardware

Sub-Millisecond Neural Inverse Kinematics on Heterogeneous Edge Hardware

Sub-Millisecond Neural Inverse Kinematics on Heterogeneous Edge Hardware

Benchmarking physics-informed neural network architectures for solving 7-DOF manipulator inverse kinematics in 0.38 milliseconds on embedded GPU accelerators.

AUTHOR: Dr. Marcus Vance

Industrial Firmware

9 min read

Zero-Latency Real-Time Telemetry over Deterministic Time-Sensitive Networking (TSN)

Zero-Latency Real-Time Telemetry over Deterministic Time-Sensitive Networking (TSN)

Zero-Latency Real-Time Telemetry over Deterministic Time-Sensitive Networking (TSN)

Architecting microsecond-jitter EtherCAT and IEEE 802.1Qbv time-aware shapers for multi-robot collaborative welding cells in high-EMI factory environments.

AUTHOR: Elena Rostova

Computer Vision

6 min read

Self-Supervised Dynamic Grasping Under Non-Rigid Object Deformations

Self-Supervised Dynamic Grasping Under Non-Rigid Object Deformations

Self-Supervised Dynamic Grasping Under Non-Rigid Object Deformations

Leveraging 3D Gaussian Splatting and tactile slip feedback for high-speed manipulation of flexible cabling, elastomeric seals, and non-rigid automotive components.

AUTHOR: Kenji Sato

MECHORA

[AI_ROBOTICS]

High-payload autonomous industrial robotics and real-time neural machine perception engineered for mission-critical manufacturing facilities worldwide.

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