The Compliance Patch & UI Optimization
After submitting the initial build, I ran into a quick compliance hurdle regarding explicit AI disclosures on the actual platform interface. I jumped straight back into the codebase to make the entire workspace 100% airtight and transparent. I embedded a formal AI Attribution and Usage Declaration directly into the live user interface, placing a clean summary anchor inside the sidebar control console and a comprehensive engineering footer at the very bottom of the main dashboard viewport.
While I was under the hood, I also took the opportunity to optimize the front end and clear out some native terminal warnings. I refactored the data logging layout, swapping out the deprecated use_container_width parameters for the updated width=“stretch” property to ensure full compatibility with the latest Streamlit engine standards. After wrestling with a quick remote branch sync in the terminal, the compliance patch was successfully merged and pushed live to GitHub. The digital twin is now fully transparent, warning-free, and officially certified for the final judging review!