An army of AI agents is pitched as headcount without the management. Agents are uneven, earn trust through consistent output like people do, and are only worth the share of their work that meets the business.
Removing every gate did not close the AI adoption gap. Adoption moves at the speed a team can verify a new way of working, which is why the loop matters more than permission, and verified business output beats usage.
Technology spend is usually judged by its size. Judge it by its direction instead: aimed at the class of customer the business intends to win, built one band ahead, and paid for by re-aiming what you already spend.
Good documentation isn't the same as findable documentation. The line almost nobody writes, what would make us reconsider this, is the one that actually saves the hours.
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