Worked on system profile auto-detection for instructlab/instructlab, refactoring the mechanism to use a Metadata class within configuration files rather than relying on YAML filename conventions. This transition improved reliability and maintainability, with user prompts guiding adoption of the new approach and documentation updated accordingly. In the meta-llama/llama-stack repositories, focused on enhancing API integration and error handling by implementing graceful exit logic during client initialization and correcting argument handling for model retrieval. Used Python and Markdown to deliver robust scripting and documentation, reducing runtime errors and streamlining automation, which strengthened the foundation for future development and improved downstream reliability.