Safe exploration in production planning

A method that performs well on average may still fail at the tail. This note examines safe exploration in production planning with attention to stress cases, feasibility and operational control.

Practitioner lens

Separate prediction from action in safe exploration in production planning: identify what is estimated, what is optimized and which business rules must remain binding regardless of model confidence.

First experiment

Report feasibility, tail outcomes, runtime and sensitivity—not only the best-case objective value.

This is an original educational brief. It is a starting point for discussion, not a claim that one technique fits every supply chain.