Part 12/15:
An intriguing insight Shapiro shares is how his system resembles Neuro-Linguistic Programming (NLP)—"programming without code"—by structuring internal "conversations" via language prompts. This approach enables a flexible, evolving form of control that emphasizes definitions, prompts, and feedback, instead of rigid rules.
He also notes the importance of "internal tension"—not unlike social or political systems—that fosters an environment where different models "challenge" each other internally, leading to more resilient and adaptable AI.