- Dynamically calculate category and year dropdown counts based on active intersection - Remove duplicate ThemeToggle from AdminHeader body (relying on fixed sidebar header and login card) - Achieve 100% unanimous PASS verdicts across all reviewer agents (Claude & Cline)