Bench: Measuring End-to-End Quality
The eng-org bench is a capability for measuring whether the framework delivers production-ready pull requests across a representative set of requirements. It answers the question that matters most: when a real project runs the full five-role pipeline, does the output actually meet the bar a senior engineering team would set?
Bench runs the complete pipeline end-to-end on representative requirements and evaluates the resulting artifacts. The evaluation covers the full surface: does the TRD describe the change accurately, do the tests cover the intent, do the reviewers catch real defects, and does the final diff match the stated scope? Each dimension contributes to a quality signal that reflects the framework as a whole, not any single component.
The primary value of the bench is continuous calibration. As the framework evolves — new guardrails, updated reviewer rubrics, refined agent prompts — the bench provides a ground truth check that improvements to one part of the pipeline do not silently degrade another.
Bench results are used internally to guide framework development. They are not published as marketing claims because the quality of any specific run depends on the representative requirements chosen, the project context, and the evaluation rubric version. What the bench demonstrates is the presence of a measurement discipline, not a fixed performance ceiling.