High-achieving college graduates in Virginia now struggle to find entry-level roles as employers replace routine coding tasks with AI. Companies are substituting junior software engineers with automated programs to handle baseline technical work. This shift shrinks the talent pipeline. Practitioners must now demonstrate advanced architectural skills to compete against automated baseline productivity.