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