While preparing stakeholder communication about a proposed Claude use case, a senior manager is applying the AI Fluency Framework Description competency.
Which framing best reflects Description principles for stakeholder communication?

• A. Understate Claude's capabilities to lower stakeholder expectations, even though Description principles require accuracy in both directions rather than systematic minimization.
• B. Omit the human oversight that will remain in place, even though Description principles require expectations that reflect the actual capability boundaries of the use case.
• C. Overstate Claude's capabilities to secure stakeholder support, even though Description principles require accurate framing of what Claude can and cannot reliably produce.
• D. Describe what Claude can reliably produce, the known limitations, and the human oversight that will remain in place, calibrated to the audience's familiarity with AI.

You are a customer-success lead running an interactive workflow where each turn must respond quickly and the per-turn reasoning is light.
Which selection best aligns with the requirements?

• A. Choose Haiku to keep latency low and to handle a light reasoning load efficiently at scale.
• B. Choose Opus to maximize reasoning depth despite higher latency.
• C. Choose any model because latency does not vary by model.
• D. Choose a model based on the alphabetical order of its name.

A senior manager is reviewing a colleague's habit of never updating their team's Project configurations because "if it works once, it works forever." Which feedback is most warranted?

• A. Configurations should be updated on a fixed schedule regardless of whether the underlying policies and source documents have changed, since regular maintenance prevents drift.
• B. Configurations should be updated only when output quality visibly degrades, since proactive updates risk introducing regressions in working configurations.
• C. Configurations should be reviewed and updated periodically because policies, terminology, and source documents change over time, even when output quality has not visibly degraded.
• D. Configurations should be left alone if the team is satisfied with current outputs, and any required updates should be handled at the chat level rather than the Project level.

A knowledge worker is explaining context-window basics to a teammate.
Which statement most accurately describes a context window?

• A. An adjustable setting that determines how much of the conversation history the model includes in each response, configurable per chat.
• B. The complete conversation history retained across sessions, which the model can reference whenever it produces a response in any chat.
• C. A bounded amount of text the model can consider at once, including the conversation history, attached documents, and the current input.
• D. The subset of the conversation that the model determines is most relevant to the current input, which can be smaller than the full conversation.