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The Seven Characteristics of a Human Expert
A human expert can recognize where their knowledge can be applied, even if the environment or the system that they're working in has changed a little bit. A computer that stops working shuts down, which is a pretty big problem in an expert system. The idea of explaining the result is one that really distinguishes expert systems from more modern AI techniques.