Worked on enhancing the usability and setup process for the AOT_MLP example in the iree-org/wave repository, focusing on improving onboarding and integration into development workflows. Developed comprehensive documentation and a requirements.txt file to clarify dependencies and streamline installation. Updated the Python example by introducing assertions for early error detection and replacing print statements with structured logging, which improved code quality and maintainability. Provided clear setup and execution instructions in Markdown, making it easier for users to adopt the example in their own projects or CI pipelines. The work emphasized documentation, example development, and machine learning using Python and Bash.