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Dutiful

@dutiful

The future of manufacturing management will increasingly be driven by artificial intelligence (AI) systems capable of autonomous decision-making, predictive analytics, and seamless human-machine collaboration. AI-powered platforms will monitor entire production ecosystems in real time, detecting inefficiencies, forecasting equipment failures, and dynamically optimizing resource allocation. Intelligent assistants will support human managers by providing actionable insights, scenario simulations, and risk assessments, enhancing strategic planning. Reinforcement learning algorithms will enable continuous system improvements through feedback from operational outcomes. Digital twin technology
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