Engineering-first robotics, AI, maker hardware, STEM, and creator technology reporting
Robotics and AI covers physical AI, industrial automation, robots, machine vision, edge AI hardware, simulation, safety, and deployment workflows, emphasizing what technical teams should evaluate before adoption.
TVG evaluates Waveshare’s UGV Rover ROS 2 kit as a no-hands-on spec review for STEM robotics labs, makers, and Raspberry Pi autonomy projects.
Waveshare UGV Rover ROS 2 Spec Review: A Serious Raspberry Pi Robot for STEM Labs Read More
Robot camera problems often appear as AI failures. This demo-day checklist covers focus, glare, cable labels, mounts, and recovery before a robot leaves the bench.
Robot Camera Focus Checkout: A Demo-Day Checklist for Small Teams Read More
A support SEO checklist for robot sensor connectors: crimp quality, strain relief, tug tests, keyed housings, and field-service spares before software debugging.
Robot Sensor Connectors Need a Crimp and Pull-Test Checklist Read More
AprilTag demos can fail before code runs if printed boards warp, glare, bend, or get remounted differently after transport.
AprilTag Boards Need Storage and Transport Rules Before the Robot Demo Read More
Robot camera power is not just a connector choice. PoE splitters and USB-C PD solve different cable-run, heat, reboot, and service problems.
PoE Splitter or USB-C PD for Robot Cameras? Choose by Cable Runs, Heat, and Failure Recovery Read More
Before rewriting robot control code, check whether the motor driver is hitting current limits, thermal shutdown, or wiring losses under real load.
Robot Motor Driver Heat Problems Can Look Like Bad Code. Test Thermals First Read More
NVIDIA’s Isaac Sim 5.0 release gives robotics developers a more inspectable simulation stack, but TVG is watching how teams validate sensors, physics, and deployment transfer.
NVIDIA Isaac Sim 5.0 Makes Robot Simulation a More Open Development Stack Read More
A support SEO guide for robot-vision teams: lock exposure, document lighting, check glare, validate calibration, and test AprilTag detection before demo day.
Robot Camera Exposure Lock: The AprilTag Demo Checklist Teams Forget Read More
Loose robot sensor connectors can masquerade as firmware bugs. This support guide turns retention, strain relief, and labeling into a pre-debug checklist.
Robot Sensor Harnesses Need Connector-Retention Checks Before Software Debugging Starts Read More
NVIDIA’s new Cosmos 3 Edge post-training guide points robot developers toward on-device policies, but TVG sees the real test in latency, data quality, and recovery behavior.
NVIDIA’s Cosmos 3 Edge Post-Training Guide Pushes Robot Control Closer to the Device Read More