The Value-First Approach to Industrial AI: Why MAGS Implementation Must Start with Business Outcomes This article was originally posted to XMPro CEO, Pieter Van Schalkwyk’s blog – The Digital Engineer, here The promise of artificial intelligence in industrial operations has led many organizations to pursue AI projects with enthusiasm but without clear direction. Multi-Agent Generative

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