The Blue Gene project by IBM aims to create a series of massively parallel supercomputers capable of performing petaflop-level calculations with low power consumption. Key iterations include Blue Gene/L, Blue Gene/C, Blue Gene/P, and Blue Gene/Q, each advancing in architecture and performance capabilities. The project focuses on enhancing scientific computing through novel machine designs to tackle complex biological and computational problems.