A technical reflection on teaching AI in the Real World: Trade-offs Behind Fast & Scalable Object Detection at Super AI Engineer Season 6 (SAIE2026), organized by the Artificial Intelligence Association of Thailand (AIAT). This post walks through all six labs — from baseline profiling to Jetson Nano deployment — covering the engineering trade-offs that matter in production vision systems.