Developed and integrated native RDMA transport for the RPC backend in both the ggml and llama.cpp repositories, targeting RoCEv2-enabled Linux environments to deliver low-latency, high-throughput communication. Leveraged C++ for system and network programming, implementing auto-negotiation of transport capabilities to ensure consistent performance across core libraries and client interfaces. This work established a scalable foundation for distributed workloads and future throughput optimizations, while aligning the RPC transport stack for broader hardware compatibility. Comprehensive documentation and commit traceability were maintained to support release notes and audits, reflecting a methodical approach to feature delivery and maintainability within complex system programming contexts.