You gotta build a "digital twin" of the mess you're actually going to deploy into, especially with stuff like mcp (model context protocol) where ai agents are talking to data sources in real-time.

The collaboration centers on a powerful value proposition, which is to transform the traditional, often opaque supply chain ...

The future of supply chain automation will be shaped by how effectively organizations balance performance with adaptability.