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the whole process of scaling engineering adoption also needs a conducive external ecosystem the place consumer belief and readiness, organization design economics, regulatory environments, and talent availability Perform essential roles. due to the fact these ecosystem elements fluctuate by geography and sector, we see unique adoption eventualities