Understanding cause and effect is essential to making decisions, building explanations, and designing interventions. Whether in medicine, economics, social sciences, or artificial intelligence, causal thinking allows us to move beyond observing patterns and correlations to answering more profound questions: What causes what? What would happen if we intervened?