Production systems are one of the earliest and most effective methods of embedding logical reasoning into AI. Based on a structured “if-then” rule format, they work like a digital decision engine—processing a knowledge base of facts and rules to trigger the right action. From self-driving cars evaluating traffic scenarios to intelligent tutoring systems.