t if we look one step ahead, the real shift is moving from <b data-path-to-node=”12,1″ data-index-in-node=”61″ style=”text-wrap-mode: initial; background-color: transparent;”>”AI as a worker” to “AI as organizational memory. When an agent sits across systems, it stops being a task runner and starts becoming a repository of <i data-path-to-node=”12,2″ data-index-in-node=”100″ style=”text-wrap-mode: initial; background-color: transparent;”>how work actually gets done. The hardest part of scaling any business isn’t executing the steps , it’s maintaining the institutional context as teams grow and change. Automation saves hours today, but context retention is what keeps a company scalable five years down the line.