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Organizations that treat AI adoption as both a technical evolution and a cultural transformation see the most lasting impact.

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Ng said that everyone, even people in marketing or recruiting, should learn to vibe code.

Central to concerns is a need for staff to disclose broadly defined personal political activities undertaken outside of work.