During March 2026, Szabolcs Szatmáry developed governance-focused automation and clarified security boundaries across the clash-verge-rev and githubnext/gh-aw repositories. He built a GitHub Actions workflow in JavaScript and YAML to detect AI-generated pull requests, enforce issue linkage, and refine label management, streamlining the review process and supporting reopened PRs. In githubnext/gh-aw, he updated documentation and architecture notes in Markdown to clarify the AWF API proxy’s role in routing model traffic while maintaining security controls, ensuring it was not misinterpreted as a separate authentication boundary. His work demonstrated depth in AI integration, CI/CD, and security architecture within collaborative environments.