Shivashankaraiah, S. 2026. FlashAttention and the Co-Evolution of Algorithms and Hardware: From IO-Awareness to Vector Optimization. International Journal of AI, BigData, Computational and Management Studies. 7, 2 (May 2026), 266–267. DOI:https://doi.org/10.63282/3050-9416.IJAIBDCMS-V7I2P135.