Liqid pools memory and GPUs as independent, shareable resources: up to 200 TB of memory and 30 GPUs to a single host for peak performance or shared across hosts for maximum agility, with utilization approaching 100%. For AI inference, that means higher performance for at a lower cost of AI operations with 5x more tokens per dollar and 2x more tokens per watt.