Artificial intelligence fluency builds on literacy by adding practiced skill. A fluent user can frame a task, choose a suitable system, provide useful context, evaluate the output and integrate the result into a real workflow without surrendering responsibility.
Fluency is role-specific as well as general. A teacher, engineer and researcher need different tools, evidence standards and safeguards. Because systems change quickly, durable fluency emphasizes problem-solving and judgment rather than memorizing one interface.
