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  1. As organizations increasingly integrate artificial intelligence into hiring processes and performance reviews, experts suggest that true AI fluency is shifting from technical tool mastery toward a capacity for human judgment. Rather than simply learning specific software interfaces, employees must develop a conceptual framework to understand where AI systems are reliable versus risky.
    Key insights include:
    - Treating AI outputs as iterative drafts rather than final answers to ensure accuracy and accountability.
    - Addressing the inequality of access regarding paid tools, high-speed internet, and time for experimentation.
    - Avoiding "performative checkbox" exercises that focus on usage metrics like prompt counts instead of actual business outcomes.
    - Protecting against assessment bias to ensure neurodivergent employees are not disadvantaged by specific communication styles during fluency evaluations.

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