Worked on enhancing the deepinv/deepinv repository by updating the Single Pixel Demo documentation to include recent research citations, thereby improving the demo’s credibility and reproducibility for the research community. Applied Python scripting and reStructuredText (RST) to revise documentation files, update changelogs, and incorporate new references directly into demo_spc.py. Focused on rigorous citation management and maintained clear, precise Git workflows with well-documented commit messages and cross-file references. The work addressed the need for trustworthy, up-to-date documentation, supporting both research transparency and smoother onboarding for new contributors, and laid a solid foundation for future enhancements to the demo’s technical content.