Design an object detection service (detect and localize objects in images at scale).

Detecting and boxing objects at scale comes down to one driving tradeoff plus a handful of CV specifics most candidates fumble: the detector family, NMS, focal loss, and why mAP not accuracy is the metric. Here is the design.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.