Thierry Carrez of the OpenInfra Foundation argues that traditional cloud models are insufficient for the latency and scale requirements of modern AI workloads. He advocates for a distributed, open-source infrastructure architecture comprising edge compute, specialized hardware, optimized networking, and data orchestration to reduce costs and avoid vendor lock-in.