This advanced 12th-grade sequence explores systems thinking through the lens of AI engineering. Students master Causal Loop Diagrams, identify reinforcing and balancing feedback loops, apply the Iceberg Model to systemic failures, and design resilient mitigation strategies for complex algorithmic systems.