Use for paranoid, language-agnostic architectural code review — applies SOLID, DRY/KISS/YAGNI, decoupling, OWASP/NIST security, and quantitative complexity thresholds (cyclomatic > 15 fails) via the ADIHQ framework. Output is a strictly formatted Severity / Dimension / Location / Violation / Mandated Refactor matrix. Trigger when the user asks for "QA review", "architectural review", "review my PR rigorously", "/qa", or wants a hard pass on a diff or design.