6.11Key Takeaway

The Critic-Actor pattern produces the highest-quality AI-generated tests by separating generation from evaluation. The Critic catches tautologies, weak assertions, and coverage gaps that single agents miss. In benchmarks, this pattern achieves 15-25% higher mutation scores than single-pass generation, making it the gold standard for quality-critical test suites.