This article was originally published on avinashsangle.com.


Claude Managed Agents Outcomes is a public-beta feature, launched on May 6, 2026, that lets you hand the agent a rubric and have a separate grader model check every draft against it. If the grader returns needs_revision, the gaps flow back to the writer for another pass, up to...