Francesco Fullone discusses the core principles of the Agile manifesto, emphasizing the importance of individuals and interactions, customer collaboration, and embracing change over rigid planning and extensive documentation. He criticizes the misuse of story points for invoicing rather than metrics. The focus should be on delivering working software and adapting to business needs without excessive distraction from tools and processes.