Free Anthropic CCDV-F Exam Questions

Question 1

You are starting a new Claude application and have a small set of well-labeled examples thatdemonstrate the desired output format. You want to use these examples to guide Claude's behavior.How would you guide the application's behavior?

A : Use multi-shot prompting by including the labeled examples in the prompt so Claude can match the desired output format on each request.

B : Use zero-shot prompting and rely on the model's general capability to produce the desired output format consistently across all incoming requests.

C : Embed the examples in a database and retrieve them at runtime as reference material for the team.

D : Train a custom model on the labeled examples before deployment so that the application does not need to include the examples in any prompt during operation.

Answer: A

Question 2

Your Claude application is deployed to development, staging, and production environments. Eachenvironment uses a different model version, different prompt versions, and different plugindependencies, but the configuration is currently scattered across environment variables, hardcodedvalues, and undocumented setup scripts.How would you manage the configuration?

A : Use the latest available model version everywhere and stop pinning model versions, on the grounds that pinning adds maintenance overhead the team should aim to reduce.

B : Move all configuration into hardcoded application code to reduce reliance on external configuration sources that are difficult to track over time.

C : Consolidate the configuration into a version-controlled system documenting model version pinning, prompt versioning, and plugin dependencies for each environment.

D : Standardize all environments to use the same configuration values to eliminate the differences between development, staging, and production.

Answer: C

Question 3

Your Claude agent has too many tools, and many of them have overlapping functionality. The agentoften picks an inappropriate tool when several could plausibly handle a request.How would you address the tool selection problem?

A : Add more tools to cover every variation of the requests the agent handles, on the grounds that more tools give the agent more accurate options to choose from.

B : Remove all tools and rely on the agent's general capability instead, with the application losing the workflows that previously relied on tools.

C : Add detailed examples to each tool's description so the agent can match incoming requests to the right tool by example, treating the examples as the team's selection mechanism.

D : Restructure the tool set by consolidating overlapping tools, removing unused tools, and clarifying tool descriptions so each tool has a distinct purpose.

Answer: D

Question 4

A Claude application is producing outputs that drift away from the expected JSON format afterseveral conversation turns. The first few turns produce correctly formatted output, but later turnsgradually lose structure.How would you address the drift?

A : Identify the failure mode as format drift, examine how the conversation context evolves over turns, and address the drift through context management or output validation.

B : Truncate every response to the first few characters, validate that the truncated output matches the expected JSON structure, and log any mismatches for review.

C : Restart the application after every turn and monitor whether the format remains consistent across subsequent interactions.

D : Switch to a smaller Claude model and re-test the application to determine whether the drift persists across conversation turns.

Answer: A

Question 5

You are building a Claude application that needs to deliver model output to end users as it isgenerated, instead of waiting for the full response to complete.The Claude API mechanism you would use is...

A : Structured JSON output, which delivers responses only after the model has finalized the JSON shape across the entire response.

B : Streaming responses, which deliver tokens incrementally as the model generates them so users see output progressively.

C : The Batch API, which delivers full responses after a delay suitable for non-interactive workloads.

D : Prompt caching, which speeds up the cost profile of future requests and does not affect the delivery timing of the first response.

Answer: B