5 posts on AI-Native manufacturing, MES, and industrial systems.
Adding AI agents on top of existing MES can be a good starting point. But there may be a limit to that approach. The deeper question is whether future MES should be designed around AI from the very beginning.
AI-enabled and AI-native are not the same thing. The difference is not about which tools you use — it is about how the system is designed to work with AI from the ground up.
Manufacturing systems started with simple IF-THEN rules. Then operations got complex. Now we have dense meshes of business logic that only specialists can navigate, and that's the real problem.
When the same event can mean completely different things depending on context, and why that changes everything about how we design manufacturing systems.
Not because engineers are less capable. Not because factories lack automation. But because manufacturing complexity is growing faster than the system architectures we've built can absorb.