An example of a self-correcting action is auto adjustment of equipment capacities or supplier leadtimes that may vary over time or season. A self-improving Genie monitors safety stock levels at different locations and learns best policies for highest service levels. A self-optimizing algorithm remembers how to avoid dead-ends in a tree search. Hence much faster system response.
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