Contributed to the pytorch-labs/helion repository by developing comprehensive documentation for the CUDA Tile IR Backend, focusing on usage, configuration, and performance tuning specifically for NVIDIA Blackwell GPUs. Leveraged expertise in CUDA, GPU programming, and Markdown to create clear, maintainable guides that align with repository standards and facilitate knowledge transfer. The documentation enables teams to onboard more efficiently and evaluate Tile IR performance benefits in production environments. No bug fixes were addressed during this period, as the primary emphasis was on establishing a robust foundation for future optimization and integration efforts through detailed technical writing and performance-oriented documentation practices.