A startup needed reliable drone detection that could distinguish drones from birds and planes while tracking their location. The engineer built a real-time system that outperforms published state-of-the-art models on all object sizes by using a modern detection backbone, adding a high-resolution head for small distant objects, and fixing corrupted training data that caused false positives.