The Institute for Next Generation Social Systems (INGS) has announced the publication of its 2026 white paper, 'Operational AI/Non-Stop AI/Real-Time Inference AI.' The white paper positions the AI revolution as entering a mature phase where 'Operational AI'—capable of real-time inference and autonomous decision-making—becomes a core enterprise infrastructure. Unlike generative AI focused on human interaction, Operational AI is designed to understand objectives and respond to dynamic data streams. Key recommendations include building active-active redundant designs, establishing decision ledgers for compliance, and optimizing inference costs through GPU FinOps. It suggests an integrated architecture of NVIDIA (infrastructure), Oracle (data), and Palantir (ontology/OS) as the industry standard for next-generation mission-critical AI.

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