In edge AI, SDK design can impact runtime efficiency as much as silicon. HotTech’s benchmarks show:
More manual stream handling → more CPU + less efficient inference (esp. on YOLOv8l). Inference scaffolding isn’t just convenience. It’s throughput. https://
eu1.hubs.ly/H0lZ_mq0:

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