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IBM presented an “AI Operating Model” emphasizing governed, context-aware inputs for production AI agents

Conference announcement Provisional 55% confidence first seen

Two reports describe IBM’s push for governed context as the foundation for production AI agents that make business decisions across changing systems, including streaming and governing task-specific data. One article also features commentary from Celonis’s chief scientist arguing that enterprise AI and agents fail to scale without operational context, proposing a staged approach to validate speed and value before broader rollout.

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