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August 27, 2026
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Tag: STEM Lab

Raspberry Pi-style classroom AI project with camera module and validation notebook
Robotics & AI

Raspberry Pi AI Projects Need a Classroom Validation Checklist

August 2, 2026 - by TVG Editorial Team - 1 Comment

Raspberry Pi AI projects can make local inference tangible for students, but classrooms need a validation checklist for cameras, data, latency, privacy, and failure logs.

Raspberry Pi AI Projects Need a Classroom Validation Checklist Read More
Classroom robotics table with adaptive accessibility switch and tabletop robot
STEM Lab

Accessibility Switches Can Make Classroom Robotics More Inclusive and More Engineering-Rigorous

August 2, 2026 - by TVG Editorial Team - Leave a Comment

Accessibility switches are not just add-ons for inclusion. In classroom robotics, they force better thinking about input timing, mounting, debounce, safety, and interface design.

Accessibility Switches Can Make Classroom Robotics More Inclusive and More Engineering-Rigorous Read More
AprilTag Layout Mistakes Can Break a Classroom Robot Vision Demo
Robotics & AI

AprilTag Layout Mistakes Can Break a Classroom Robot Vision Demo

August 1, 2026 - by TVG Editorial Team - 1 Comment

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
hero image for Robot Camera Calibration Should Be a Checklist, Not a One-Time Setup
Robotics & AI

Robot Camera Calibration Should Be a Checklist, Not a One-Time Setup

July 31, 2026 - by TVG Editorial Team - Leave a Comment

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
Raspberry Pi edge AI workbench with camera module, notebook and compact test objects
Tech News

Raspberry Pi’s New AI Projects Book Puts Edge AI Back on the Workbench

July 29, 2026 - by TVG Editorial Team - Leave a Comment

Raspberry Pi Press has released AI Projects with Raspberry Pi, a hands-on book that makes edge AI feel closer to a maker workbench than a cloud demo.

Raspberry Pi’s New AI Projects Book Puts Edge AI Back on the Workbench Read More
Student robotics workbench with PoE switch, Ethernet cables and fixed camera
Robotics & AI / STEM Lab

PoE Camera Runs Can Make Student Robot Labs Easier to Debug

July 25, 2026 - by TVG Editorial Team - Leave a Comment

Power over Ethernet can simplify fixed cameras, timing views and lab monitoring for student robots — if teams plan cable length, switch power budget and labels before competition week.

PoE Camera Runs Can Make Student Robot Labs Easier to Debug Read More
LoRa radio add-on device for Raspberry Pi projects
Maker Culture / STEM Lab

LoRa Sensor Projects Need a Radio Plan Before They Leave Wi-Fi Range

July 25, 2026 - by TVG Editorial Team - Leave a Comment

Raspberry Pi’s LoRa device roundup is a useful reminder: field sensors need range, duty-cycle, power and gateway planning before a maker project leaves the bench.

LoRa Sensor Projects Need a Radio Plan Before They Leave Wi-Fi Range Read More
Warm residential smart-home test bench with unbranded door sensor, temperature sensor, Thread border-router-like hub, floor plan printout face down, and ba
STEM Lab

Matter and Thread Sensor Placement Is a Lab Exercise, Not Just App Setup

July 24, 2026 - by TVG Editorial Team - Leave a Comment

Matter and Thread make smart-home devices easier to mix, but sensor placement still depends on mesh reach, border-router location, battery behavior and disciplined testing.

Matter and Thread Sensor Placement Is a Lab Exercise, Not Just App Setup Read More
Portable LED panels lighting a small robot practice field
STEM Lab

Portable LED Lighting for Robot Field Video: A Practical Guide for Teams

July 16, 2026 - by TVG Editorial Team - Leave a Comment

Better robot footage is not only about camera resolution. Portable LED placement, diffusion, color consistency, and battery planning can make field video useful for debugging.

Portable LED Lighting for Robot Field Video: A Practical Guide for Teams Read More
Generic action camera, 360 camera, phone cage, mounts, memory cards, and robot wheel at an outdoor test field
STEM Lab

Action Camera, 360 Camera, or Phone for Robot Field Documentation?

July 15, 2026 - by TVG Editorial Team - Leave a Comment

A buyer-style evaluation for robotics teams and maker labs choosing between action cameras, 360 cameras, and phones for field testing, demos, and failure analysis.

Action Camera, 360 Camera, or Phone for Robot Field Documentation? Read More

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