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Anthropic CCDV-F Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Evaluation, Testing, and Debugging | 2.6% | - Error handling and debugging - Output evaluation and validation |
| Model Selection and Optimization | 16.8% | - Latency and performance trade-offs - Claude model family characteristics - Cost and token optimization |
| Applications and Integration | 33.1% | - Vision capabilities - Claude Messages API - Streaming and Batch API - SDK and third-party integration |
| Tools and Model Context Protocol (MCP) | 10.6% | - MCP server development - Tool integration and usage |
| Prompt and Context Engineering | 11% | - Structured output handling - Prompt design and structuring - Context window management |
| Claude Code | 3.1% | - Claude Code configuration and usage |
| Security and Safety | 8.1% | - Guardrails and safety controls - AI application security |
| Agents and Workflows | 14.7% | - Claude Agent SDK usage - Memory and context management - Workflow vs autonomous agents - Agent architecture principles |
Anthropic Claude Certified Developer-Foundations Sample Questions:
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. Keep all customizations, trusting that the tech lead's original reasoning is still valid.
- 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. Revert all customizations to the SDK's defaults to standardize the codebase.
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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. A single long HTTP request the server holds open indefinitely, with no standard WebSocket framing on the connection.
- C. File-based communication where the service writes new updates to disk and the application polls the file system for changes.
- D. Repeated short-lived HTTP polling requests, where the application opens a new HTTP connection each time it checks for updates.
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You are designing a Claude application that helps medical researchers analyze multi-step clinical case studies.
The application must work through differential diagnoses by considering symptom patterns, weighing evidence across competing hypotheses, and showing intermediate reasoning steps before producing a final recommendation. The team is choosing among Claude's available model options.
The model option best suited to this use case is...
- A. A smaller model with a tighter context window, which encourages the model to focus its limited capacity on the task.
- B. Extended thinking, which lets the model reason through the differential diagnosis steps before producing the final recommendation.
- C. Fast mode, which prioritizes the lowest possible latency at the expense of reasoning depth on complex tasks.
- D. Zero-shot prompting alone with no model option adjustments, which keeps the application's configuration as simple as possible.
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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. Examine traces of the refused requests to identify what triggers the refusal, whether input patterns, system prompt content, or other context.
- B. Test whether removing or adjusting those instructions resolves the behavior.
- C. Assess whether the refusals cluster around specific input patterns, question types, or time periods by analyzing the distribution of refused requests in the logs.
- D. Identify which questions have been refused and compare them against previously answered questions to determine what changed between the successful and refused interactions.
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You are writing a system prompt for a Claude application that needs to produce output in a specific JSON shape. The downstream system will reject any output that does not match the schema.
Your prompt would need to...
- A. Instruct Claude to return JSON sometimes and free text other times so the application's output captures both formats.
- B. Omit any reference to the format and rely on a post-processing step in the application to reshape Claude's output.
- C. Instruct Claude to use whichever output format it considers most appropriate for each request the application handles.
- D. Include explicit constraints describing the required JSON schema and an instruction to produce only output matching that schema.
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