With the rapid evolution of LLMs and Generative AI, the memory subsystem has emerged as the primary bottleneck for inference performance and power efficiency. To address this challenge, NeuKompression™ provides critical compression technology that converts pre-trained FP32/16/8b high-precision models into 4-bit representations. The core advantage of this technology lies in its ability to significantly shrink model size without sacrificing accuracy, reducing the memory footprint by 2 to 8 times. By mitigating bandwidth dependency during data transfer, NeuKompression™ not only drastically optimizes power requirements but also effectively boosts the throughput and cost-effectiveness of AI accelerators, making high-performance inference more competitive in the market.