Compute Demand Surges 10x in Two Years: Robots Are Devouring Compute to Enter the Physical World

The article discusses how robot development, especially for embodied AI, is consuming exponentially more compute, with demand growing 5-10x in two years. To address the challenges of environment setup, GPU scarcity, and resource waste, Alibaba Cloud's Wuying Lingou platform provides cloud-based workstations with pre-packaged industry images, elastic GPU scaling, and optimized 3D streaming via the ASP protocol. This approach reduces deployment time by 80% and costs by half, compared to traditional on-premise setups. LimX Dynamics, a robotics company, used this platform for its hackathon and daily R&D, highlighting benefits like faster environment provisioning, stable performance, and lower bandwidth usage. The article also notes that LimX Dynamics open-sourced its FluxVLA Engine, a standardized embodied AI engineering foundation, to lower the barrier for other developers. The trend is moving towards treating cloud infrastructure as a utility, allowing robotics companies to focus on innovation rather than managing hardware.