GPU orchestration, the management and coordination of multiple GPUs for complex computational tasks, has garnered significant attention in the AI and Web3 domains. This trend is evidenced by Nvidia's acquisition of Run:AI \[1] and the emergence of vertical cloud solutions tailored specifically for AI tasks. As AI applications grow in complexity, efficient GPU orchestration becomes crucial for both training and inference processes.