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.
The Nuvi desk robot uses UNO Q’s real-time side for six servos and sensors, while Gemini handles language and Piper speaks locally. A brownout fix exposes the integration cost.
Nuvi Splits Robot Reflexes and AI Conversation Across Arduino UNO Q Read More
A VL53L1X can return unstable or failed continuous readings when its intermeasurement period is shorter than its timing budget. Configure the measurement window first, then leave scheduling margin.
VL53L1X Timing Budget: Keep the Intermeasurement Period Longer Read More
Hirebotics has shown conveyor line tracking for Cobot Painter and a modular rail for larger workpieces, with manual rail positioning available before a planned automated version.
Hirebotics Adds Conveyor Tracking and 5-Foot Rail Modules to Its Cobots Read More
DFRobot’s HUSKYLENS 2 combines a 6-TOPS edge-AI processor, touchscreen, camera, Wi-Fi and microcontroller interfaces. Here is what the documented hardware offers—and what remains unproven.
DFRobot HUSKYLENS 2 Brings 6-TOPS Edge AI to Classroom Robotics Read More
A boot- and invocation-scoped journalctl workflow preserves the evidence that automatic service restarts often hide on Linux robots and lab systems.
Use journalctl to Catch Intermittent Linux Service Failures Read More
MQTT retained messages are useful for state but risky as actuator commands. Separate topics, add MQTT 5 expiry and clear legacy retained payloads.
MQTT Retained Commands Can Replay Stale Actuator State Read More
Seeed Studio’s reCamera 2002w combines a 5MP sensor, SG2002 RISC-V SoC, 1-TOPS NPU, Ethernet, Wi-Fi and Node-RED in a compact edge-AI camera.
Seeed Studio reCamera 2002w Packs RISC-V Edge AI Into a 40mm Camera Read More
Meta’s Texas tour offers a useful look at cold plates, coolant distribution units and the separate facility loop that carries AI-server heat away.
Meta’s Closed-Loop Cooling Tour Shows Where AI Server Heat Actually Goes Read More
AutomationFinder gives Australian manufacturers a structured path from a production problem to feasibility, business case and supplier discovery.
AutomationFinder Launches in Australia With a Task-First Path to Robot Adoption Read More
A support guide to continuity testers, wire maps, qualification tools, and practical Ethernet fault isolation for robot pits and temporary field networks.
Ethernet Continuity Tester or Qualification Tester? Robot Pits Need the Right Evidence Read More