During December 2024, Patrick O’Neil enhanced the mitre/saf-training repository by developing two features focused on improving test result clarity and training material usability. He introduced a new --enhanced-outcomes flag to the InSpec CLI, written in Ruby, which provides additional context for test results and streamlines reporting. Patrick also overhauled SAF training documentation and assets using Markdown and SVG, updating links, refining formatting, and adding interactive sections to support onboarding and maintainability. His work emphasized asset management, technical writing, and testing, resulting in more accurate, accessible resources and reducing operational friction for users and contributors of the SAF platform.