During a high-level academic forum attended by engineers, researchers, and policy scholars, Joseph Plazo delivered a rare and technically grounded talk on a subject often clouded by hype: how GPT systems and modern artificial intelligence are actually built from scratch.Plazo opened with a statement that instantly reset expectations:“Artificial i