Question 1

You are an analyst working on a one-off complex problem that genuinely requires multi-step reasoning over an extended chain of thought. Which model is best suited to this work?

Options :

A : Haiku, because lightweight models are always preferred regardless of complexity.

B : Any model, because reasoning depth does not vary across the lineup.

C : Opus, because it is positioned as the most capable for advanced reasoning on complex, specialized tasks.

D : A non-Anthropic model, because the Claude lineup has no option for complex reasoning.

Answer: C

Question 2

The first output from Claude is partially useful but has tone and detail issues. Which two refinement actions are most likely to produce a meaningfully better output? (Select two.) Each correct answer presents a complete solution.

Options :

A : Add a specific tone descriptor and a concrete audience to the prompt.

B : Provide an example of an output that meets the desired standard.

C : Resubmit the same prompt several times and select the best response.

D : Append the phrase “please do better” to the end of the original prompt.

E : Increase the temperature setting and resubmit the unchanged prompt.

Answer: A,B

Question 3

Before uploading a customer file for a Code Execution analysis, a customer-success associate at Noventra, Ltd. is reviewing the planned task. Which two practices best align with sound data handling? (Select two.)

Options :

A : Skip the upload review entirely on the basis of urgency, even though the file might contain regulatedfields that organizational policy requires the user to redact before any Code Execution

B : Confirm that the planned Code Execution task aligns with the organization’s data-classification policyand escalate to the appropriate contact if the data sensitivity exceeds approveduse

C : Upload the full unredacted customer file without review, on the assumption that a sandboxed executionenvironment removes the need to apply the organization’s dataclassification policy

D : Bypass the data-classification policy because the task is internal, treating sandboxed processing as anexemption from the review that the policy requires beforesensitive data is uploaded

E : Review the file for sensitive, confidential, or regulated fields before upload, and remove or redact anyfields that are not required for the planned Code Executionanalysis

Answer: B,E

Question 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?

Options :

A : Set up each Project with its own distinct memory context, knowledge sources, and instructions, andverify that information from one Project does not appear in the other Project's responses

B : 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 withoutconfiguration

C : Configure both Projects to share the same memory context to reduce setup effort, even though sharedmemory between unrelated client engagements is precisely the configuration that produces contextbleed

D : Skip Project configuration entirely and use general chats for both engagements, which provides noscoped memory contexts and offers no structural separation between the two clients'work streams

Answer: A

Question 5

You are a refining a prompt over several iterations. The output drifts further from the requested template with each change. Which step is most appropriate?

Options :

A : Discard all prior versions and start with no record of what worked.

B : Continue making large simultaneous changes until the output happens to align.

C : Revert to the version of the prompt that produced the closest match and adjust from that baseline.

D : Stop iterating and accept the most off-target version.

Answer: C