Good walkthrough. The point about grading answer quality and workflow compliance separately stood out — it's easy to trust a pass rate without noticing the agent took an expensive or non-compliant path to get there. The section on deliberately failing runs is useful too; seeing how an eval breaks is the fastest way to trust it.