A July 2026 talk argues that understanding AI-generated code remains crucial for effective human-agent collaboration. Rather than just verification, understanding enables creative participation and prevents cognitive debt; the speaker proposes education-inspired techniques like structured code explanations, quizzes, and interactive micro-worlds to efficiently build this understanding.