Worked on the iree-org/iree repository to deliver architecture-specific tuning support for the ROCm backend, embedding default tuning specifications as MLIR text within the codebase. The implementation included logic for registration and caching of these specs, improving both startup and runtime efficiency. A placeholder tuning specification for the gfx942 architecture was introduced to support future optimization and broader hardware compatibility. The approach ensured that user-provided specifications would always take precedence over defaults, maintaining flexibility for advanced users. This work leveraged expertise in C++, MLIR, and compiler development, focusing on code generation and embedded systems to enhance backend performance and extensibility.