During March 2026, Spudwaffle enhanced the code review automation process for the cvxgrp/cvxpy-ipopt repository by improving the Claude Code Review Action. Their work focused on security hardening and providing more actionable feedback during automated pull request reviews, aligning with internal security guidelines and addressing issue #3251. Using YAML and leveraging CI/CD and DevOps practices, Spudwaffle implemented changes that reduced risk in code review workflows and improved developer productivity. The update strengthened the security posture of the repository’s continuous integration process, ensuring that code reviews are both more secure and informative for contributors, though no major bugs were addressed.