Most developers reach for a single-board computer, only to discover they still need a microcontroller for real-time I/O. Then they need eMMC and extra storage. Then a separate AI accelerator. Then comes the custom wiring nightmare just to make everything talk to each other. As your app grows, you find yourself stacking extra boards, external […]
Hey India! If you’ve ever had an idea that could solve a real-world problem, not just live inside an app, but actually exist out there, this is your moment. Across India, something exciting is happening. Makers, students, startups, and engineers are starting to move beyond software-only AI and into something far more tangible: building systems […]
Artificial intelligence has already evolved from simple conversational assistants into autonomous systems capable of interacting with software, hardware, sensors, and even the physical world. The next frontier is not simply “chatting” with AI, but enabling AI agents to observe, reason, decide, and execute actions locally at the edge. This shift becomes particularly interesting when combined […]
You’ve probably noticed that your car feels different when driving on gravel, compared to what you’re used to on asphalt — even normal road asphalt can feel different than the concrete of a bridge. A lot of the feeling you detect is the result of the vibrations caused by that particular surface and the sounds […]
Founder George Hammel describes his Star Stream engineering team as “a pretty wild group.” A few of them aren’t certified engineers in the traditional sense, but all of them grew up solving problems in motorsports – an environment that rewards fast thinking, creative solutions, and zero tolerance for downtime. That background shows in what they’ve […]
EMI (electromagnetic interference) can be a real nuisance in sensitive circuits. That might be from one device affecting another, but it can also happen when a circuit on a PCB interferes with another circuit on the same PCB (or another PCB in the same device). Engineering to prevent that entirely is really difficult and it […]
Edge AI is evolving quickly. It was the end of 2022 when the world saw the first Cloud AI tool available to everyone, accessible through a simple and intuitive chat. In less than four years, models have been refined, distilled, optimized, quantized – at record-breaking speed – to meet the needs of the first generation of […]
Gardening is a prime application for smart automation, because plant care requires a lot of monitoring, but is relatively simple to execute. Large-scale agricultural operations are already highly automated, so why not do the same thing with your house plants? Giovanni Mannara (AKA Ingeimaks) did so in style by building this smart planter system that […]
There was a time when computers were exciting and fun. Now most of them feel like commodity appliances — no more interesting than a washing machine or a toaster. Joe longed for the good ol’ days of 8-bit personal computers, so he used a trio of Arduino development boards to design his own “fantasy computer.” […]
Factory lighting can be brutal. A label looks perfect from one angle and unreadable from another. A reflective pouch catches glare. A conveyor casts shadows. A package edge disappears under mixed LED lighting. Traditional industrial vision systems solve these very real problems, and that’s why they became expensive. However, many inspection tasks don’t require a […]
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