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Nvidia continues to solidify its infrastructure control by investing $1.5 billion into SoftBank's dedicated data center developments. The partnership aims to build massive physical GPU capacity tailored specifically for complex AI reasoning clusters and enterprise demands.

AI agent workflows are shifting enterprise spending. Gartner predicts AI inference costs per agentic workflow will increase more than 5x through 2028 as systems shift from basic LLM prompts to continuous, autonomous loop reasoning. CIOs must prepare infrastructure budgets for this scaling challenge.

Cloud-based AI has two persistent problems for mobile developers: latency, because every inference call is a round trip to a server, and privacy, because user data has to leave the device to be processed. By 2026, Apple has shipped enough of a native stack that bypassing the cloud entirely — architecting genuinely autonomous agents that run inference, reasoning, and action selection directly on-device — has moved from a theoretical exercise to a practical, documented architecture pattern. Why...