Worked on the ROCm/rocMLIR repository to simplify convolution generation configuration by removing the conv-config flag and introducing a kernel ID setting for deterministic kernel selection. This refactor, implemented in C++ with a focus on convolution algorithms and GPU programming, reduced configuration complexity and improved maintainability. Tests were updated to reflect the new approach, enhancing both clarity and CI reliability. The changes addressed PR feedback and formatting, aligning with broader efforts to streamline the convolution path. By focusing on MLIR and modern C++ practices, the work contributed to a more accessible and robust development process for convolution generation within the project.