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Anthropic CCDV-F Exam Syllabus Topics:

Anthropic Claude Certified Developer-Foundations Sample Questions:

Question 1

You are running Claude Code as part of an automated continuous integration pipeline. The pipeline needs Claude Code to execute a set of well-defined tasks without prompting for confirmation, and the output needs to be captured for downstream processing.
How would you configure the pipeline?

A. Run Claude Code in headless mode with the required permissions configured in settings.json and capture its output for downstream processing.
B. Disable Claude Code's confirmation prompts globally across all environments so the pipeline runs without interruption from any prompt.
C. Run Claude Code in interactive mode and have a developer manually approve every confirmation prompt while the pipeline executes its tasks.
D. Replace Claude Code with a different tool that does not require any configuration to operate without confirmation prompts in the pipeline.

Question 2

A teammate has asked you to explain why your Claude agent's tools include detailed descriptions in the tool definition, even when the tool name is already descriptive. The teammate suggests removing the descriptions to simplify the tool definitions.
How would you respond?

A. Explain that the model uses the tool description to decide when to call the tool, and descriptions disambiguate cases where the tool name is not enough.
B. Suggest replacing the descriptions with example calls embedded in the tool definition, treating example calls as a complete substitute for the prose description.
C. Suggest moving the descriptions out of the tool definition and into a separate documentation file the team maintains so the tool definitions stay short and the descriptions remain available.
D. Agree with the teammate because tool names are sufficient for the model to choose the right tool on every request the agent handles.

Question 3

You are explaining to a stakeholder why running the same Claude prompt twice can produce slightly different results. The stakeholder is concerned this means the application is broken.
How would you address the stakeholder's concern?

A. Explain that LLMs are non-deterministic by default due to sampling, and describe how the application handles this through validation, retries, or temperature adjustment.
B. Tell the stakeholder the variation is a bug that the team will fix in the next release of the application, then create a work ticket to fix the bug.
C. Tell the stakeholder the variation is caused by Claude being updated continuously by Anthropic, and that switching to a fixed model snapshot will eliminate the variation entirely.
D. Tell the stakeholder the variation comes from network latency and that switching to a faster network connection will produce more consistent results across runs.

Question 4

Your team's Claude application has been in production for a year, and the team has decided to formalize its testing strategy. Currently, the team writes ad-hoc tests for individual features but has no overall testing approach.
What testing approach would you formalize?

A. Define a single testing approach that uses end-to-end tests and apply it consistently across all new features as they are added to the codebase.
B. Continue writing ad-hoc tests as features ship and introduce a peer review step to ensure each test adequately covers the feature being released.
C. Adopt a test-driven development practice where unit tests are written before each feature is implemented and must pass before code is merged.
D. Define unit tests for individual functions, integration tests for the Claude integration, and end-to-end tests for critical user flows, applied consistently across the codebase.

Question 5

You are building a Claude application that needs to maintain a persistent connection to a service that streams real-time updates. The team is unsure what communication pattern to use.
Which communication pattern would you use?

A. A WebSocket, because WebSockets are designed for bidirectional, persistent, real-time communication between the client and the streaming service.
B. Repeated short-lived HTTP polling requests, where the application opens a new HTTP connection each time it checks for updates.
C. A single long HTTP request the server holds open indefinitely, with no standard WebSocket framing on the connection.
D. File-based communication where the service writes new updates to disk and the application polls the file system for changes.

Solutions: