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Edge AI and Vision Insights: March 4, 2026

  LETTER FROM THE EDITOR Dear Colleague, Vision-language models are becoming widely used. How can engineers familiar with classical AI and vision techniques learn to leverage these new models in real world applications? We have two pieces today focused on getting started with VLMs, one focused on running them on the Jetson hardware family, and […]

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Multi-Sensor IoT architecture: inside the stack and how to scale it

This blog post was originally published at Qualcomm’s website. It is reprinted here with the permission of Qualcomm. What Is a Multi-Sensor Stack, Really? At its core, a multi-sensor stack is a layered system where multiple sensor types (visual, thermal, acoustic, motion, environmental) work in parallel to generate a contextual understanding of the world around

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Which Service Robots Will Dominate the Market in the Next 10 Years?

Logistics robots and cleaning robots both benefit from high market demand and relatively low technical barriers, compared to kitchen and restaurant robots or underwater robots. Source: Service Robots 2026-2036: Technologies, Players and Markets This blog post was originally published at IDTechEx’s website. It is reprinted here with the permission of IDTechEx. The service robotics industry has grown

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February 2026 Edge AI and Vision Innovation Forum Presentation Files

The ZIP file linked to below contains PDFs of the various presentations from the Alliance’s February 26, 2026 Edge AI and Vision Innovation Forum. Please be aware that these materials are for Alliance Member company internal use only. February 26, 2026 Edge AI and Vision Innovation Forum Presentations February 2026 Edge AI and Vision Innovation

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Why On-device AI Matters

This blog post was originally published at ENERZAi’s website. It is reprinted here with the permission of ENERZAi. Hello! I’m Minwoo Son from ENERZAi’s Business Development team. Through several posts so far, we’ve shared ENERZAi’s full-stack software capabilities for delivering high-performance on-device AI — including Optimium, our proprietary AI compiler that encapsulates our optimization expertise;

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Upcoming Webinar on LLM-driven Driver Development

On March 19, 2026, at 1:00 pm EDT (10:00 am PDT) Boston.AI will deliver a webinar “Intelligent Driver Development with LLM Context Engineering ” From the event page: Developing even simple sensor drivers can consume valuable engineering time, requiring manual transcription of registers from datasheets into code—an error-prone and repetitive process. In this webinar, you’ll

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From ADAS to Robotaxi: How to Overcome the Major Vision Challenges

This blog post was originally published at e-con Systems’ website. It is reprinted here with the permission of e-con Systems. Key Takeaways Why does robotaxi vision need more than task-driven ADAS sensing? Impact of long-duty operation and changing lighting on perception reliability Challenges faced across vehicles, cities, and operating conditions How visual data continuity affects

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10xEngineers and Andes Enable High-Performance AI Compilation for RISC-V AX46MPV Cores

Hsinchu, Taiwan – February 26, 2026 – The collaboration between 10xEngineers, a services company specializing in AI compilers, and Andes Technology Corporation, a leading provider of high-performance, low-power 32- and 64-bit RISC-V processor IP and a Founding Premier Member of RISC-V International, delivers first-class AI workload compilation for Andes AX46MPV cores using 10xEngineers’ AI graph compiler, Baltoro. This collaboration enables

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HTEC Research Reveals the Real AI Scaling Challenge: It’s Not the Technology

This blog post was originally published at HTEC’s website. It is reprinted here with the permission of HTEC.   AI has moved from ambition to action. Every organization is deploying it. Yet for most enterprises, the real challenge is only just beginning. Today, HTEC, a global AI‑first provider of software and hardware design and engineering services,

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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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