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Anthropic CCDV-F Exam Syllabus Topics:

Anthropic Claude Certified Developer-Foundations Sample Questions:

Question 1

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

Question 2

You are establishing the guardrail strategy for a Claude application. The team wants to ensure guardrail failure does not expose the application to unsafe behavior.
The guardrail strategy would...

A. Layer multiple guardrails so a single guardrail failure does not expose the application to unsafe behavior.
B. Apply guardrails at the application output level only and route flagged responses to a human reviewer before they are delivered to the user.
C. Apply guardrails at the model level only and rely on the model's built-in safety behaviors to handle any cases the guardrail does not explicitly cover.
D. Implement a single comprehensive system prompt guardrail and validate its coverage against the application's full range of expected inputs.

Question 3

A teammate is debugging a Claude application whose system prompt has grown to several hundred lines and now contains overlapping, contradictory, and obsolete instructions.
How would you advise the teammate?

A. Split the prompt across multiple system prompts so the model sees a smaller portion at any given time.
B. Audit the prompt for overlap, contradiction, and obsolete content, then refactor so each instruction is clear, current, and non-redundant.
C. Tighten only the contradictory rules first, treating the overlap and obsolete content as lower-priority work the team can address later.
D. Add more explicit instructions so the most recent rules dominate the model's interpretation of the prompt during each request.

Question 4

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

Question 5

Your agent is processing tasks that take 30 to 60 minutes to complete. Each task has well-defined intermediate checkpoints, and the team wants the agent to be able to resume from the most recent checkpoint if a process is interrupted.
How would you implement this resumability?

A. Apply a checkpointing pattern that persists the agent's intermediate state and reloads that state when resuming an interrupted task.
B. Increase the agent's timeout to several hours so that interruptions become rare enough to ignore in practice.
C. Run two copies of the agent in parallel for every task and use whichever one finishes first as the source of truth.
D. Restart the task from the beginning whenever a process is interrupted.

Solutions: