One pattern: let Claude perform long-horizon autonomous work with self-correction.
Claude Managed Agents supports this with outcomes: give Claude a rubric for task completion and let Claude loop until the rubric is satisfied.
Rubric-driven looping is a practical pattern for making long-running agents self-verifying, and this points to a managed primitive that implements it for you.
