During March 2026, Byrd enhanced the UKGovernmentBEIS/inspect_ai repository by delivering targeted documentation improvements for the model_graded_qa workflow. Byrd focused on clarifying the usage and provenance of the {criterion} variable, mapping its source from Sample.target and providing two worked examples to address common user confusion and prevent empty criterion fields in Inspect View. This work, implemented using Python and Markdown, demonstrated technical writing and data processing skills while leveraging version control and Cursor-based collaboration. The documentation update closed a longstanding gap, reduced potential support queries, and established a foundation for standardized onboarding and future documentation practices within the project.