Inference is a developer bet
Coverage argues inference infrastructure is now a developer‑driven bet and that stacks will be chosen for cost, latency, and developer ergonomics — signalling buyers will prioritize software ecosystems as much as raw chip price. The article frames inference as a developer product market, not just hardware. (siliconangle.com)
Vultr said it will adopt NVIDIA’s Rubin platform and the Dynamo inference framework and highlighted its 33 cloud data-center regions across six continents as part of a push to serve global, sovereign inference needs ( siliconangle.com ). NVIDIA paid roughly $20 billion for Groq‑related inference assets in a deal announced Dec. 24, 2025, and that licensing-plus‑talent arrangement is now the subject of a letter from Senators Elizabeth Warren and Richard Blumenthal seeking details and warning it may evade antitrust review ( cnbc.com ) ( warren.senate.gov ). NVIDIA’s Vera Rubin NVL72 rack is a rack‑scale system built with 72 Rubin GPUs, 36 Vera CPUs and ConnectX‑9 SuperNICs, while NVIDIA says the full Rubin POD can reach 1,152 Rubin GPUs and about 60 exaflops of aggregate performance across its scale‑out configurations ( nvidia.com ) ( developer.nvidia.com ). Google Cloud announced Dynamo integration with GKE Inference Gateway and expanded NVIDIA platform support across Vertex AI, signaling enterprise clouds are wiring vendor runtime and orchestration APIs into developer tooling for inference stacks ( cloud.google.com ). Startups are matching that software focus: Gimlet Labs yesterday pitched a “multi‑silicon inference cloud” that splits workloads across CPUs, GPUs and high‑memory nodes so operators can optimize cost and latency across differing hardware types ( techcrunch.com ). NVIDIA showcased ecosystem momentum at GTC with at least 14 named vendor partners (Anaconda, Dell, Google, HPE, Lenovo, Microsoft, MSI, Penguin, Salesforce, Supermicro, SUSE, Vertiv and others) building products around Rubin, showing buyers can evaluate complete software‑hardware stacks rather than raw chip pricing alone ( crn.com ).
