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Anthropic CCDV-F Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Eval, Testing, and Debugging | 2.6% | - Evaluation
|
| Claude Code | 3.1% | - Claude Code Configuration and Usage
|
| Tools and MCPs | 10.6% | - Model Context Protocol
|
| Agents and Workflows | 14.7% | - Subagents and Agentic Frameworks
|
| Prompt and Context Engineering | 11% | - Prompt Engineering
|
| Applications and Integration | 33.1% | - Claude API and Client SDKs
|
| Model Selection and Optimization | 16.8% | - Performance and Cost Optimization
|
| Security and Safety | 8.1% | - Safety and Guardrails
|
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. Replace Claude Code with a different tool that does not require any configuration to operate without confirmation prompts in the pipeline.
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 headless mode with the required permissions configured in settings.json and capture its output for downstream processing.
D. Run Claude Code in interactive mode and have a developer manually approve every confirmation prompt while the pipeline executes its tasks.
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. 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.
B. Implement a single comprehensive system prompt guardrail and validate its coverage against the application's full range of expected inputs.
C. Layer multiple guardrails so a single guardrail failure does not expose the application to unsafe behavior.
D. Apply guardrails at the application output level only and route flagged responses to a human reviewer before they are delivered to the user.
Question 3
You are designing a Claude application that will require structured JSON output for downstream processing.
The output schema is well-defined, and downstream systems will reject malformed JSON.
A. Define a clear schema, structure the prompt to request output in that schema, and validate Claude's output against the schema before passing it downstream.
B. Structure the prompt to request output in a schema that is described in plain English, with downstream systems parsing whatever shape Claude produces.
C. Define a clear schema and structure the prompt to request output in that schema, with downstream systems handling any validation needed.
D. Avoid structured output and use free-form text everywhere instead, on the grounds that free-form text is more flexible and handles edge cases better than structured schemas.
Question 4
A teammate has asked you to explain why the team's Claude application is billed for output tokens at a different rate than input tokens. They had assumed the rate was the same for both.
How would you explain the difference?
A. Output tokens are typically billed at the same rate as input tokens, and the apparent rate difference is a billing error to report to Anthropic.
B. Output tokens are typically billed at a higher rate than input tokens, and cost models for the application should reflect both rates separately.
C. Output tokens are not billed at all, because cost is determined entirely by the input tokens sent to the model on each request.
D. Output tokens are typically billed at a lower rate than input tokens, because output tokens are cheaper to produce than input tokens are to process.
Question 5
You are designing an agent that handles a multi-step research task. You want the agent to break the task into smaller pieces, hand each piece to a focused subagent, and consolidate the results.
The agent pattern you would apply is...
A. A single tool-use loop that includes every tool the agent might need across all subtasks.
B. An orchestrator and subagent pattern with specialized subagents assigned to each subtask.
C. A memory pattern that stores the entire research history in advance, before any subtask begins execution.
D. A context-window pruning pattern that drops each subtask's content after the agent moves on.
Solutions:
| Question 1 Answer: C | Question 2 Answer: C | Question 3 Answer: A | Question 4 Answer: B | Question 5 Answer: B |


