Due to the diversified development of memory requirements, traditional classification standards have changed, and at the same time, more new forms of products have emerged. In the field of data centers, due to the focus on continuous optimization of overall TCO, low-power operation has become increasingly important. LPCAMM (Low Power Compression Attached Memory Module) based on LPDDR has emerged in the market. LPCAMM is a new generation of memory designed specifically for laptops and other compact devices in 2024. Currently, the development of LPCAMM in the industry is in a rapid upward trend, and major manufacturers are launching related products to meet the market's demand for low-power, high-performance, and easy to upgrade memory solutions. 

In response to the demand for limited space and higher density storage, the concept of SOCAMM (Space Optimized Memory Module Technology) has emerged. SOCAMM is an AI computing platform led by NVIDIA HPC、 High density memory solutions for data centers and other fields, with extremely high data transmission bandwidth, can significantly improve the performance of personal AI supercomputers. Integrated with low-power and high-efficiency LPDDR5X DRAM, it helps reduce system energy consumption and extend device battery life. It is worth noting that the SOCAMM memory module adopts a detachable design, which makes replacement and upgrading more convenient, and can improve the flexibility and service life of the device. 

In addition, MRIMM (Multi channel Dual In Line Memory Module) utilizes a multiplexer and multi rank design to improve effective bandwidth in the same channel. MRIMM is a new type of memory technology designed to meet the higher memory bandwidth demands of modern servers. It significantly improves data throughput and memory performance by simultaneously operating two memory channels. 

Of course, in the CXL3.0 era, memory pooling will also enter the practical stage. Tai Wei said that for many companies, the most crucial thing is not to control the market, but to keep up with the huge investment in demand and technology, as well as route selection, which are the real difficulties.