As artificial intelligence continues its relentless ascent, the demand for computational power is reaching unprecedented heights. Large-scale AI models, from generative transformers to multi-modal systems, require massive parallel processing capabilities. Traditional cloud-based GPU services, while effective, are constrained by issues such as high operational costs, resource centralization, and availability bottlenecks.