Light Yagami outmaneuvers L in the investigation by using his intelligence and strategic thinking to stay one step ahead of L's deductions. He manipulates the evidence, creates diversions, and carefully plans his moves to avoid suspicion and evade capture by L. Additionally, Light uses his knowledge of L's investigative methods to anticipate his actions and counteract them effectively.