FunTester

May 17, 2026 · Artificial Intelligence

How a Rubric‑Driven Agent Achieves More Stable Outputs

The article explains why vague expectations cause unstable Agent results, introduces Rubric as a concrete, pre‑written scoring standard for Generator‑Critic workflows, details how to design clear Yes/No criteria, organize them into Must/Should/Nice‑to‑have layers, and iteratively refine the Rubric for reliable AI output.