Nebius demonstrated how combining vertically integrated Nvidia infrastructure with software optimizations—including cache-aware routing, speculative decoding, disaggregated prefill-decoding, and automated memory caching—allows open-source AI models to deliver production speeds and lower costs than closed proprietary APIs.