Worked on improving the documentation for the cvxgrp/cvxpy-ipopt repository, focusing on enhancing reliability and maintainability for users and contributors. Addressed a specific issue by correcting the Disciplined Nonlinear Programming paper URL in the README, ensuring it now directs to the canonical reference. This targeted bug fix supports better onboarding and resource discoverability for researchers and developers integrating cvxpy-ipopt into optimization workflows. Employed technical writing and documentation skills, utilizing Markdown to maintain clarity and consistency. The work contributed to reducing technical debt and improving reference integrity, although no new features were introduced during this period, reflecting a focused maintenance effort.