AI risk expanding from development execution to competitive, legal, and reputational exposure

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Scholastic expanded generic AI language into concrete threats from self-publishing, AI tutoring, education-budget displacement, and copyright or training-data liability. World Kinect separately introduced AI-related technology and security incidents, indicating that AI exposure is moving into formal operational-risk disclosure across nontechnology businesses.

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