The Most Effective Strategies for Integrating Agentic AI Into Legacy Manufacturing Environments Without a Full Overhaul
· Hybrid Manufacturing

The Most Effective Strategies for Integrating Agentic AI Into Legacy Manufacturing Environments Without a Full Overhaul

Answering the audience’s questionsIntegrating agentic AI into legacy manufacturing does not require replacing existing infrastructure. Panelists from Litmus, ZF Group, CESMII, and Arch Systems at AI Frontiers 2025 outlined a practical six-part approach: free trapped data, add semantic context through ontologies, respect brownfield reality using interface classes, target repetitive tasks nobody wants to do, start […]

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Polycrisis and a Connected Enterprise
· Discrete Manufacturing

Polycrisis and a Connected Enterprise

The world is living through what is already a trending topic called “poly-crisis”, the interaction of crises. This includes such vectors as climate change, geopolitical tensions, economic volatility, and pandemic, all of which are ramped up at one time. This complex web of crises raises a critical question: Given the current poly-crisis, is it possible […]

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