Scenario Refine Loop Overview Agents fail generation QA in two symmetric ways: accepting the first roll, or rewording the whole prompt and re-rolling until the budget dies. Both skip the same two artifacts, a written rubric and a diagnosis. The loop that converges: rubric before generating, a small batch, a recorded verdict per asset, the cheapest targeted fix per failure, a hard round cap. Connection and the core loop: see the skill. Critic tool contracts: . Baseline discipline: . If a sibling skill named here is missing from your available skills, load it with (Scenario MCP) or ask the user…