During March 2026, Michael Seebacher contributed to the iterate-com/iterate repository by addressing a documentation bug in AGENTS.md. He focused on improving the clarity and accuracy of guidance related to preferring durable facts over prescriptive recipes, correcting punctuation and quotation marks to resolve issue #1135. This update, implemented using Markdown and documentation best practices, ensured that the guidance was both precise and accessible without affecting runtime behavior. Michael’s disciplined approach to change management and traceability resulted in a targeted, low-risk documentation enhancement. The work demonstrated attention to detail and maintained the repository’s standards for clear, maintainable technical documentation.