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Anthropic CCDV-F Exam Syllabus Topics:

Anthropic Claude Certified Developer-Foundations Sample Questions:

Question 1

Your team's Claude agent has accumulated several customizations that bypass the SDK's defaults, including custom history management, retry logic, and error handling. A new team member has proposed reverting all the customizations to maintain the codebase more easily. The tech lead disagrees and says each customization was added for a reason.
How would you advise the team?

A. Decide on each customization individually based on its original reason and the SDK's current capabilities.
B. Migrate the agent off the SDK and rebuild it with a custom loop.
C. Keep all customizations, trusting that the tech lead's original reasoning is still valid.
D. Revert all customizations to the SDK's defaults to standardize the codebase.

Question 2

The Claude application your team built has grown over six months, and the prompt-handling code has accumulated duplication and tangled control flow. The functionality is working, but new features are getting harder to add.
How would you address this?

A. Move all the prompt-handling code into a single large function to reduce the number of files developers have to navigate when reading the code.
B. Refactor the prompt-handling code in small increments as part of each new feature ticket, treating the cleanup as a side effect of feature work.
C. Continue adding features and plan a refactoring pass after the next two release cycles when the team has more bandwidth for internal work.
D. Plan a refactoring pass to consolidate duplicated logic, separate concerns, and simplify control flow before adding new features.

Question 3

Your Claude application is hitting context window limits when processing long customer service transcripts.
A junior developer suggests increasing the temperature parameter to fix the issue.
How would you respond?

A. Increase the temperature parameter as the junior developer suggested and observe whether the context window issue resolves over the next several runs of the application in production.
B. Remove the system prompt entirely to make room for longer transcripts in each request, freeing up context window space the system prompt would otherwise consume.
C. Adjust the temperature parameter together with the max_tokens parameter, treating the combined adjustment as the team's mechanism for managing context window pressure during long-transcript processing.
D. Explain that temperature controls sampling randomness and is unrelated to context capacity, then address the context issue through summarization or chunking.

Question 4

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

Question 5

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. 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.
B. Agree with the teammate because tool names are sufficient for the model to choose the right tool on every request the agent handles.
C. 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.
D. Suggest replacing the descriptions with example calls embedded in the tool definition, treating example calls as a complete substitute for the prose description.

Solutions: