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AI Fluency Under Delegation: A Consequence-Based Framework and a Proposed Performance Assessment for Agentic Work
Frameworks for AI fluency have matured quickly. The most widely adopted, the 4D Framework of Dakan and Feller (2025), defines fluency as working with AI effectively, efficiently, ethically, and safely through four competencies (Delegation, Description, Discernment, and Diligence), and it explicitly
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