During January 2025, Pouya Mohammadi developed NPKIT-based profiling support for the kernel allreduce7 operation within the microsoft/mscclpp repository, focusing on the mscclpp-nccl component. He integrated detailed performance instrumentation by updating CMakeLists.txt, allreduce.hpp, and nccl.cu, enabling comprehensive event collection for allreduce workloads. Using C++, CUDA, and CMake, Pouya’s work allowed for granular profiling data to be gathered, supporting data-driven performance optimization efforts. The feature provided a foundation for analyzing and improving kernel efficiency, reflecting a deep understanding of performance profiling and build integration. No bugs were reported or fixed during this period, indicating a focused feature delivery.