Abstract: Individual artificial intelligence systems face an inherent trade-off between plasticity and stability under resource constraints. We propose that general intelligence emerges from networks of specialized agents applying a structured reasoning cycle to answer four fundamental questions: (1) What is changing vs. fixed?