Engineering-first robotics, AI, maker hardware, STEM, and creator technology reporting
AprilTags can make classroom robot vision feel reliable, but small layout mistakes can break a demo. Use a repeatable checklist for placement, lighting, calibration, and logs.
AprilTag Layout Mistakes Can Break a Classroom Robot Vision Demo Read More
Camera calibration is not a one-time setup step. Classroom and lab robots need repeatable checks for mounts, focus, lighting, timestamps, and field targets before vision data can be trusted.
Robot Camera Calibration Should Be a Checklist, Not a One-Time Setup Read More
Classroom robot vision projects should choose PoE or USB-C based on distance, power, reset behavior and mounting constraints before students tune code.
PoE vs USB-C Cameras for Classroom Robots: Pick the Wiring Plan Before the Camera Read More