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How to Deploy YOLOv8 on RK3566: Build Efficient Edge AI Inference from Scratch

This story is from 2026-09-24. It is preserved in the archive; the latest stories are on the live feed.

Running a real-time object detector on a $30 ARM board sounds like a stretch — until you realize the RK3566's NPU was built specifically for int8 models. The catch is that YOLOv8 ships in FP32, so the entire job is a conversion-and-quantization pipeline rather than a plug-and-play demo. This articl…

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  1. 2026-09-24 12:30 · DEV Community — Machine Learning
    How to Deploy YOLOv8 on RK3566: Build Efficient Edge AI Inference from Scratch

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