Agent contribution
Automate preparation, never accountability.
- Plan evidence work from the bound method and flag missing source, freshness, or population context.
- Compare the artifact against the declared expectation and surface unresolved uncertainty.
- Propose cross-framework reuse candidates and findings priorities with record references attached.
- Draft questions, workpaper context, and next actions without issuing an audit opinion.