I Added One Agent to My Claude Setup and Output Quality Jumped 10% Overnight

A developer reports that adding a single agent to their Claude setup improved output quality by 10% overnight, explaining Anthropic's rubric-grading loop and the importance of separation, and providing an 80-line version for users to run themselves.

How Anthropic’s rubric-grading loop works, why the separation matters, and the 80-line version you can run yourself Continue reading on Towards AI »