Companies can accumulate valuable cognitive capital by treating rejected or corrected artificial intelligence outputs as reusable assets. This accumulated material, termed cognitive scrap, serves as a crucial feed for organizational learning loops that refine system capabilities over time. Historical expert systems like Digital Equipment Corporation's XCON demonstrated the power of progressive structuring while revea
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