The DMA Streaming Framework: Kernel-Level Buffer Orchestration for High-Performance AI Data Paths

Researchers have developed dmaplane, a Linux kernel module that provides buffer orchestration for AI workloads, addressing the gap between efficient data transport and proper buffer management. The system integrates RDMA, GPU memory management, and NUMA-aware allocation to optimize high-performance AI data paths at the kernel level.