A lower-TOPS edge platform can comfortably outperform a higher-TOPS one on real Transformer workloads. If you design an edge architecture based purely on the headline Tera Operations Per Second (TOPS)…
When Large Models Go to the Edge: How ARM Is Powering the Next Wave of Embedded AI
Over the past two years, something big has changed in AI. Large language models (LLMs) and multimodal models (VLMs) are no longer trapped in massive data centers. Thanks to smarter…
NPU vs GPU vs TPU vs FPGA: How to Choose an AI Accelerator for Edge Deployment
For the past decade, AI ran mostly in the cloud — models trained and served from data centers with constant connectivity and effectively unlimited compute. That’s no longer where…
How Many Cameras Can an Edge AI Box Handle? A Practical Guide to AI Channel Capacity in Traffic Monitoring
Short answer: the number on the spec sheet (“32-channel support”) tells you the video decode limit, not how many cameras can actually run real-time AI detection at once. If you’re…
Geniatech Invited to Rockchip Developer Conference for New Chapter in AIoT Field
With the deep integration of artificial intelligence and IoT technologies, the AIoT field is ushering in unprecedented development opportunities. As an industry leader, Rockchip held the 8th Rockchip Developer Conference…
On-Device LLMs for Retail Signage: Dynamic Content Without the Cloud
Walk into most retail stores today and the signage is still doing what signage did ten years ago: looping a fixed playlist of promotional content on a schedule someone set…
What Is Yocto? Why Most Industrial Embedded Solutions Use It
The Yocto has become the preferred framework for developing embedded Linux distributions in industrial settings due to its ability to address unique challenges efficiently. Yocto offers a unified environment for…
How Much AI Model Do You Really Need? Choosing the Right Small Language Model for Edge AI
Every generative AI product roadmap eventually runs into the same question: how big does the model actually need to be? The instinct is often to reach for the largest model…
Can Edge AI Predict Machine Failure Before It Happens? A Practical Guide for Industrial Predictive Maintenance
A bearing doesn’t fail suddenly. It fails gradually, over weeks or months, leaving a trail of small signals along the way — a vibration signature that shifts slightly, a motor…
NVR vs Edge AI Box for Traffic Monitoring: When to Use AI Video Analytics at the Edge
Before you can decide how many cameras a platform can handle, there’s a more basic question worth answering first: does your traffic monitoring deployment actually need an AI box at…