Claude Agents Now Self-Verify Work Against Quality Rubrics

Claude's new Outcomes feature enables agents to verify their own work against defined rubrics, eliminating the need for human review in the iteration loop. This capability lifts task success rates by up to 10 percentage points, particularly benefiting high-stakes domains like legal document drafting and editorial content. The key trade-off lies in token consumption during iterations, as both writer and grader run on each cycle.