When trouble-shooting a synthesis, an expert may query very detailed pieces of experience (that rotovap is shared with a group that does sulfur chemistry) or broad concepts (a radical mechanism shouldn't be possible under open-air conditions), and they may invoke them at different stages of the calculation process (we have already ruled out a precious-metal impurity). Neither of the previous approaches can emulate this.