The Difference Between AI Planning and Physical Control

AI planning and physical control are not the same job.

In Verdify Lab, Iris can reason about weather, crop needs, prior plans, scorecards, and known limits. That makes it useful as a planner. But ESP32 firmware owns relay decisions every few seconds. That makes the system safer and easier to inspect.

The point is not only physical safety. It is architectural discipline.

The business equivalent

Most companies do not have misters and fans. They do have systems that should remain authoritative:

• CRM records.
• ERP transactions.
• Quality systems.
• Ticket status.
• Customer communications.
• Safety procedures.
• Field instructions.

AI can prepare, recommend, summarize, and route. The system of record or approved human should still enforce final authority where consequences matter.

Translate this to your workflow

Name the planning layer and the control layer separately.

If you cannot say which layer is authoritative, the workflow is not ready for production.

Start with the AI Control Loop Blueprint or a Bounded AI MVP Sprint.