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Anthropic CCDV-F Exam Syllabus Topics:

Anthropic Claude Certified Developer-Foundations Sample Questions:

Question 1

The product team has asked you to choose a Claude model for a new feature. The team has provided functional requirements but has not specified performance, cost, or quality targets. The team's product manager says, "Use whatever model gives us the best results." How would you respond?

A. Run every Claude model on a representative sample and pick whichever scores best on a generic benchmark.
B. Choose the largest, highest-capability Claude model, on the grounds that "best results" is most likely to mean highest quality.
C. Choose a mid-tier model and ship the feature, because mid-tier models work for most use cases without specified targets.
D. Ask the product team to specify quality, latency, and cost targets, then select the model whose tradeoffs best fit those targets.

Question 2

A Claude application is occasionally refusing to answer questions that should be in scope, including questions the application has answered correctly in the past. You want to investigate.
What is the first step of your investigation?

A. Assess whether the refusals cluster around specific input patterns, question types, or time periods by analyzing the distribution of refused requests in the logs.
B. Examine traces of the refused requests to identify what triggers the refusal, whether input patterns, system prompt content, or other context.
C. Identify which questions have been refused and compare them against previously answered questions to determine what changed between the successful and refused interactions.
D. Test whether removing or adjusting those instructions resolves the behavior.

Question 3

A new agent your team built handles customer support tickets, but it routinely gets confused when a single ticket spans billing, shipping, and product issues. The agent often loses track of which sub-issue it has already addressed and revisits the same one. The team is considering architectural changes.
What architectural change would you recommend?

A. Switch to a deterministic workflow that handles billing, shipping, and product issues in a fixed sequence.
B. Introduce an orchestrator agent that delegates billing, shipping, and product sub-issues to dedicated subagents.
C. Add detailed prompting that instructs the agent to track which sub-issues have been resolved and which remain.
D. Increase the size of the agent's context window so it can hold the full ticket history at once.

Question 4

A teammate has asked how the Claude SDK handles transient API errors, such as a temporary network issue or a brief rate-limit response. They want to know whether the application code needs to handle every transient error or whether the SDK provides any default behavior.
How would you describe the SDK's default behavior?

A. The SDK provides default retry behavior for many transient errors, and the application code can configure or extend that behavior as needed.
B. The SDK logs transient errors to a default error stream and continues execution without retrying, leaving the application code responsible for detecting and responding to failed calls.
C. The SDK provides default retry behavior for transient errors up to a fixed number of attempts, and this behavior is not configurable.
D. The SDK provides default retry behavior for network errors but surfaces rate-limit responses directly to the application code, which must implement its own retry logic for those cases.

Question 5

You are designing a Claude application that processes user-submitted text. Some of that text could include sensitive information such as account numbers or passwords that the application should not send to Claude.
How would you design the application?

A. Define the application boundary explicitly, identify what content can leave the boundary for Claude, and add filtering or redaction at the boundary.
B. Log all user-submitted text before it is sent to Claude and review the logs periodically to identify whether sensitive information is reaching the model.
C. Add a prompt instruction in the system prompt specifying the categories of sensitive information Claude should disregard when processing user-submitted text.
D. Apply filtering at the boundary for the most commonly observed sensitive data patterns and expand coverage to additional patterns based on findings from production monitoring.

Solutions: