PR-specific live behavior QA in ayunis-core — run applicable focused E2E first, then use an isolated seeded stack to verify behaviors, visuals, or edge cases that automated coverage does not prove. Use when the user asks for QA or the repository workflow requires additional live evidence; this supplements rather than replaces required E2E coverage.