Blog Posts

The Arduino UNO Q Board: Unpack the Dual-Brain Power for Next-Gen Edge AI

This blog post was originally published at Qualcomm’s website. It is reprinted here with the permission of Qualcomm. Get ready to reimagine what’s possible with Arduino! The new Arduino® UNO Q is shaking things up by bringing a powerful, dual-brain approach to your IoT development. This board is an approachable starting point for beginner robotics, sensor integration, local […]

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How Robotic Color Sorting Works: Vision, Classification, and Motion Control from Camera to Gripper.

This blog post was originally published at Geisel Software’s website. It is reprinted here with the permission of Geisel Software.   Sorting apples by color sounds simple enough. In fact, it is the kind of project that often produces an impressive demo in a matter of hours. Put a camera above a conveyor, detect red apples,

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NCore: An Open-Source Multi-Sensor Data Platform for Neural 3D Reconstruction and Physical AI

NCore’s interactive 3D viewer showing camera frustums with images, lidar point clouds, 3D cuboid bounding boxes, and rig trajectory from an autonomous vehicle sequence.   This blog post was originally published at NVIDIA’s website. It is reprinted here with the permission of NVIDIA. Autonomous vehicles, robotics, and broader physical AI research all depend on multi-sensor recordings—cameras,

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Product Engineering Trends 2026

The next era of product engineering will be defined by 10 shifts reshaping industry leadership   This article was originally published at HCLTech’s website. It is reprinted here with the permission of HCL Tech. At HCLTech, we believe product engineering has entered a more consequential era; an environment where AI, compute, energy, resilience, regulation and sovereignty

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How To Start Building Edge-Native AI

This blog post was originally published at Expedera’s website. It is reprinted here with the permission of Expedera. Cloud AI enables features like voice assistants and recommendations via centralized data centers, but it relies on consistent network connectivity, which often fails in real-world conditions. Edge-native AI shifts inference to devices such as phones, cars, and sensors,

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From Silicon to Ecosystems: The New Edge AI Competitive Model

This blog post was originally published at Macnica America’s website. It is reprinted here with the permission of Macnica America. For years, silicon providers have benefited from a well-established stakeholder ecosystem of traditional sales, direct markets and customer solutions that have been pioneering the physical AI deployment. Today, that success requires a lot more work. Silicon

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From Silicon to Scale: How DEEPX Is Scaling Developer Support

When your chip is running inside 30 partner ecosystems across 8 countries, how you manage and deliver technical knowledge becomes as critical as the silicon itself. This blog post was originally published at Rapidflare’s website. It is reprinted here with the permission of Rapidflare.   DEEPX is one of the most technically credentialed companies in edge AI.

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NVIDIA Introduces New Jetson Thor Computers to Advance Mainstream Robotics and Edge AI

New NVIDIA Blackwell-powered T3000 and T2000 modules, paired with new NVIDIA Jetson software memory optimization and agent skills, help partners and customers move advanced robotics, visual AI and edge workloads onto compact, power-efficient systems.   This news blog post was originally published at NVIDIA’s website. It is reprinted here with the permission of NVIDIA. General-purpose

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In-cabin Voice Agent at the Edge: Redefining the Drive

This blog post was originally published at ENERZAi’s website. It is reprinted here with the permission of ENERZAi. Hyundai Motor Group recently introduced Gleo AI — a conversational voice AI agent — in the all-new Grandeur, marking the first time such a system has appeared in one of their production vehicles. Unlike traditional voice recognition, which only responds to fixed

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Breadth, Depth and Value: Arm Empowers Developers for the Agentic AI Era

This blog post was originally published at Arm’s website. It is reprinted here with the permission of Arm. Great hardware matters, but software is what helps unlock its full value. Arm’s DNA is hardware, and our sustained software investments help make that hardware easier to use, optimize, and scale. Since our inception, Arm has invested across the

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Here you’ll find a wealth of practical technical insights and expert advice to help you bring AI and visual intelligence into your products without flying blind.

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