Sabah Rahman is a Design Leader at Amazon and an independent AI explainability researcher. She built 4 novel deterministic methods for explaining black-box AI decisions - solving the non-reproducibility problem in KernelSHAP and LIME without requiring model access, gradients, or stochastic sampling. Her work addresses compliance gaps under the EU AI Act Article 13 and the Colorado AI Act. At Amazon, she designs enterprise products and ships production React code across device fleet management, beta testing platforms, and AI-powered automation.