The future of circuit design is undergoing a profound shift, propelled by advancements in artificial intelligence. Traditionally, creating complex integrated circuits has been a laborious and iterative method, reliant on expert engineers and often requiring numerous redesigns. However, AI, particularly machine education and generative algorithms, i