Claude Managed Agents Outcomes: Auto-Grading Agent Work

Outcomes hands the agent a rubric, a separate grader checks every draft, and the loop iterates until the artifact passes. Rubric anti-patterns, the five result states, max_iterations tuning, and the cost math.