Generative AI shifts the question from "who has access" to "who knows how to use it well"?

Generative AI adoption is shifting the focus from technology access to the capability of effectively using these tools, creating a potential divide in the workforce. Employees who treat AI as a collaborator show higher engagement, while those who fail to adopt it risk falling behind. Developers and organizations must manage trust by defining where AI outputs are reliable and implementing structured governance to integrate AI into core workflows, not just as standalone tools.

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