Universal Orchestration: Managing the Agentic AI Era in Manufacturing

From the provided excerpt: The article argues that enterprises need a robust control layer to route and govern AI-generated data so it stays accurate and interoperable at scale; without it, systems fragment and reliability erodes. It also warns that model “confabulation” will intensify without sustained human oversight and applied supervision.

Question: How is your organization building a control layer and human-in-the-loop processes to reduce AI confabulation and preserve accuracy across tools and workflows?