Atlas › 02 AI-Augmented Test Design › The 10x Review Pattern☰ Read as one page
The 10x Review Pattern
6.1The Core PrincipleAI generates tests fast. You must review them carefully. The 10x Review pattern means spending 10% of the time generating and 90%…6.2The Quality Evaluation ChecklistScore each AI-generated test on these six dimensions. A test that fails any dimension should be revised or deleted.6.3The Mental Mutation TestFor every assertion, ask yourself: "If I removed or inverted this assertion, would a real bug go undetected?"6.4The Review Workflow in Practice6.5Quantifying Review QualityTrack these metrics over time to measure your review effectiveness:6.6Scaling Review Across a TeamWhen the entire team uses AI test generation, you need a shared review standard:6.7Key TakeawayThe 10x Review pattern is the difference between "using AI to generate tests" (which anyone can do) and "using AI to produce…