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Lifecycle assurance is synthesized through lifecycle assurance: a conceptual framing focused on producing evidence that data can support a specific AI claim when its influence may be embedded in model behavior, model-based judgments, or agent actions.
Engineering intelligent systems for industrial edge device fleets is often hindered by the non-functional requirements of data privacy, transmission cost, and client heterogeneity, which make traditional centralized architectures impractical. This paper presents a generalizable architectural blueprint designed to addre...
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