BBB needed an ML leader who could own the full lifecycle from research to production. The role required deep computer vision expertise and proven experience shipping models under real-world constraints, including on-device and low-latency environments. They were looking for someone with strong judgment around trade-offs between speed, memory, accuracy, and cost, and a consistently high bar for production-ready ML.