In the realm of high-performance computing (HPC), the pursuit of enhanced efficiency constantly drives innovation. Admixture, a novel technique merging diverse computational resources, emerges as a powerful tool to address this challenge. By strategically integrating heterogeneous compute nodes, including conventional CPUs and specialized accelerat