An HR team member is reviewing a Claude-drafted set of interview questions intended for use across all candidates for a single role. The questions will be asked in the same order to every candidate.
Which review practice best supports fairness?

• A. Review the questions to ensure they apply equally to all candidates, avoid assumptions about candidate backgrounds, and focus on the role ' s actual requirements.
• B. Review the questions and rotate the order across candidates so no candidate is consistently asked the hardest questions first.
• C. Review the questions and add follow-up questions tailored to each candidate ' s resume so each interview can explore the candidate ' s specific experience.
• D. Review the questions for length and tone, since the questions Claude drafts are well-aligned to role requirements by default and need only stylistic adjustment.

You are an analyst reviewing a Claude response that addresses two of three required questions and skips the third.
Which prompt element most likely needs strengthening?

• A. The task statement should explicitly enumerate the three required questions and require an answer to each.
• B. The role assigned to Claude should be changed to a more specialized expert persona to increase response depth.
• C. The context provided to Claude should be expanded with additional background detail about the subject matter.
• D. The output format should be revised to allow Claude to determine the appropriate structure for each question ' s answer.

You are an operations manager preparing a quick reference card for a team.
Which description correctly characterizes the three Claude model tiers in general terms?

• A. Haiku is fast and lightweight, Sonnet is the balanced default for most everyday work, and Opus is the most capable for complex reasoning at higher latency and cost.
• B. Haiku is the most capable model for the deepest reasoning, while Opus is the lightweight model for quick replies.
• C. Sonnet is the fastest of the three models because its architecture is optimized for speed rather than reasoning depth.
• D. All three models offer the same reasoning depth and differ only in response speed and cost.

A knowledge worker is applying the AI Fluency Framework Description competency while revising an underperforming prompt.
Which revision best reflects Description principles?

• A. Add length to the prompt by inserting filler text that does not specify task scope, output format, audience, or constraints, leaving the original specification gaps unaddressed.
• B. Remove the existing context from the prompt and submit only the bare task statement, eliminating the audience, format, and constraint information that Description principles call for in a clear specification.
• C. Replace the specific instructions with generic phrasing that broadens the task scope, undoing the specification work that Description principles require for a reliable, useful output.
• D. Specify the task scope, required output format, audience, and relevant constraints with sufficient clarity that the prompt produces a useful, reliable output on the next run.