Decoupled Architecture: When It's Sensible to Break Silent A/B Ratio Beneath Ceiling by Distancing Trait Variants in Different Business Frameworks
When running A/B tests with many variants, a decoupled architecture prevents cognitive interference by isolating trait differences across business contexts, improving signal clarity and creative performance.