Employers are tightening expectations for AI-assisted work while creators report that popular detection tools produce false positives. A new U.S. directive frames AI as critical infrastructure for defense and intelligence, raising stakes for governance and accountability. The emerging approach prioritizes uncertainty-aware methods and practical use cases over hype or blanket blame for layoffs.
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