Spreadsheet work
Workbook edits with inspectable formulas and values.
Domain evidence · Documents and spreadsheets
Professional work completed in the artifact.
Warranty, deck, and office workflows as reference evidence.
Flagship traces · including failures
Evidence depth first. Not a leaderboard.
Includes runs that miss rubric criteria—failure is part of the product.
Workflows
Stay inside the work that brought you here.
Measured failure modes
What current agents miss in this domain.
- Missed governing-document constraints