Minch Sun developed ROCm-enabled MTP NextN support for AMD GPUs in the sgl-project/sglang repository, expanding the project’s hardware compatibility and laying the foundation for future AMD-specific optimizations. The work involved updating build and utility scripts to import ROCm kernel implementations and include necessary headers, ensuring that speculative decoding capabilities could leverage AMD hardware on ROCm-enabled platforms. Using C++, Python, and GPU computing expertise, Minch reduced divergence between CPU and GPU builds, streamlining the codebase for broader platform adoption. The engineering focused on integrating ROCm support efficiently, addressing both build system complexity and hardware-specific performance considerations within a single feature.