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1. A knowledge worker is explaining the cost, speed, and quality trade-offs across Claude models to a colleague.
Which generalization correctly describes the trade-off?
A) Lighter models consume more resources per request than more capable models because they always require multiple passes to match higher-model quality.
B) More capable models generally consume more resources and run more slowly, while lighter models are usually faster and less expensive.
C) Speed and resource consumption are independent of model capability; the difference between Haiku, Sonnet, and Opus is reasoning depth alone.
D) More capable models generally consume less of the usage limit because their reasoning is more efficient, even though they run more slowly than lighter models.
2. A customer-success associate is drafting a prompt that asks Claude to summarize a customer issue from the case file. The case file includes the customer's full government identifier, home address, name, account number, and the description of the issue. The summary the associate needs is about the issue.
Which approach is most appropriate?
A) Submit the full case file and include an instruction telling Claude not to reference the government identifier or the home address in the summary.
B) Remove or redact the government identifier and the home address before submitting the prompt, since neither is necessary for a summary of the issue.
C) Replace the government identifier with the customer's name and the home address with the account number, since names and account numbers are less sensitive than identifiers and addresses.
D) Submit only the description of the issue and add the customer's name for context, since the description plus a name is sufficient to produce a summary.
3. A knowledge worker is explaining how to use feedback to improve Claude-supported work over time.
Which description is most accurate?
A) Capture feedback only after several runs so patterns emerge from the volume of observations, then apply changes based on the patterns rather than any single run.
B) Capture general impressions after each run and apply them as broad prompt rewrites, since broad rewrites cover more potential issues than targeted changes.
C) Capture feedback as an aggregate quality score per run, since aggregate scores show whether quality is improving without requiring detail on individual issues.
D) Capture specific feedback after each run, translate it into targeted prompt or workflow changes, and observe whether subsequent runs improve.
4. An HR business partner is configuring two separate Projects for two distinct client engagements.
Which configuration best prevents context bleed between the two engagements?
A) Use a single shared Project for both client engagements with combined memory, knowledge sources, and instructions, on the assumption that Claude will keep the two clients' contexts separate without configuration.
B) Skip Project configuration entirely and use general chats for both engagements, which provides no scoped memory contexts and offers no structural separation between the two clients' work streams.
C) Set up each Project with its own distinct memory context, knowledge sources, and instructions, and verify that information from one Project does not appear in the other Project's responses.
D) Configure both Projects to share the same memory context to reduce setup effort, even though shared memory between unrelated client engagements is precisely the configuration that produces context bleed.
5. 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) Overstate Claude's capabilities to secure stakeholder support, even though Description principles require accurate framing of what Claude can and cannot reliably produce.
B) 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.
C) Understate Claude's capabilities to lower stakeholder expectations, even though Description principles require accuracy in both directions rather than systematic minimization.
D) 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.
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: D | Question # 4 Answer: C | Question # 5 Answer: B |
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