Engineering-first robotics, AI, maker hardware, STEM, and creator technology reporting
A new market forecast points to edge AI software growth in 2026. The engineering question is whether deployments can keep latency, updates and sensor data under control.
Edge AI Software Forecast Puts Industrial Automation Back in the Latency Conversation Read More
AMD’s July 2026 AI event is not just a data-center story. For local-AI builders, the useful signals are software maturity, model deployment paths, power envelopes and what trickles down to workstations and edge systems.
AMD Advancing AI 2026 Gives Local-AI Builders a Compute Stack to Watch Read More
I2C is convenient for robot sensors, but cable length, pull-ups, bus speed and grounding can turn simple modules into intermittent faults. Here is the maker-lab checklist.
I2C Sensor Wiring for Maker Robots: How to Avoid Mystery Dropouts Read More
A review-style engineering evaluation of Arducam PiNSIGHT, a Raspberry Pi 5-focused AI camera board with OAK-SoM acceleration, 12.3MP imaging, USB 3.0, and official documentation.
Arducam PiNSIGHT Spec Review: A Raspberry Pi AI Camera Worth Testing Read More
Qualcomm’s Dragonwing IQ10 Robotics Reference Design matters less as a chip headline and more as a full-stack robotics integration baseline.
Qualcomm’s Dragonwing IQ10 RRD Turns Robot AI Into a Stack Integration Problem Read More
ICRA 2026’s strongest signal for robotics builders is not a single demo. It is the field’s shift toward repeatable benchmarks, edge compute, and test discipline.
ICRA 2026 Shows Robotics Is Becoming a Benchmark Discipline Read More
A practical latency-budget guide for robotics builders choosing edge AI cameras, accelerators, and control-loop architectures.
Edge AI Camera Latency Budget: A Practical Guide for Robotics Builders Read More
A spec-based buyer evaluation of the Raspberry Pi AI Camera for robotics and maker labs: what the hardware promises, where it fits, and the tests TVG would run before calling it competition-ready.
Raspberry Pi AI Camera Buyer Evaluation: What Robotics Builders Should Test First Read More
Arduino and Robu.in’s Physical AI Challenge India 2026 gives students and makers a practical framework for building sensor-driven edge AI systems.
Arduino’s Physical AI Challenge Turns Edge AI Into a STEM Hardware Test Read More
Arduino UNO Q is drawing search interest around local AI agents, examples, and maker-bench workflows. TVG explains what builders should test before treating edge AI as more than a demo.
Arduino UNO Q Shows Why Local AI Agents Belong on the Maker Bench Read More