Maxwell: A new kind of model that sits between code and hardware

Maxwell is a new "code execution model" by doubleAI that monitors programs as they run, rewrites their binary code to optimize for the specific hardware and data being processed, and formally proves each improvement is equivalent to the original code. The system has demonstrated significant performance gains across various applications, including 38× faster data processing pipelines, 4.25× faster AI inference kernels, and 1.87× faster 4K video generation on real-world workloads. Maxwell works on both CPUs and GPUs without requiring changes to the original code.