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  • Why Your Next Edge AI Platform Needs a Tri-Band WiFi 7 Module, Not Just Dual-Band

    Wireless is usually the last spec finalized on an edge AI hardware design and the first thing that becomes a bottleneck in the field. Worth a closer technical look before your next carrier board revision locks in. The RF problem, precisely Dual-band designs (2.4GHz + 5GHz) share spectrum with every consumer device, AP, and IoT…

  • Why Edge AI Hardware Is Becoming the Next Competitive Advantage

    Artificial Intelligence has evolved at an incredible pace over the past few years. From large language models to computer vision and predictive analytics, AI software has become increasingly powerful and accessible. But as AI adoption accelerates, I’ve noticed a shift in conversations with customers and partners. The discussion is no longer just about models. It’s…

  • Why most robotics products fail at production stage (not an AI problem)

    Introduction In the robotics and edge AI industry, there is a common assumption: If the AI model works, the product is ready. But in reality, many robotics products fail not because of AI algorithms — but because of system-level engineering challenges that only appear in real-world deployment. After working with industrial wireless systems and edge AI…

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