The global memory market is moving into a phase that looks increasingly different from past cyclical upswings, as demand tied to artificial intelligence, robotics, and autonomous systems continues to strain supply. With conventional DRAM prices firming and capacity expansion remaining cautious, major memory makers are reshaping production strategies to protect margins rather than pursue volume growth.