Anthropic CCDV-F - Claude Certified Developer-Foundations

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Anthropic CCDV-F Exam Syllabus Topics:

Anthropic Claude Certified Developer-Foundations Sample Questions:

Question 1

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. Include explicit constraints describing the required JSON schema and an instruction to produce only output matching that schema.
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 return JSON sometimes and free text other times so the application's output captures both formats.
D. Instruct Claude to use whichever output format it considers most appropriate for each request the application handles.

Question 2

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

Question 3

Your Claude application's outputs are inconsistent in format. The team's instructions are scattered across the system prompt and user messages, with some instructions stated only once and others repeated.
How would you fix the inconsistency?

A. Repeat all instructions in both the system prompt and the user message so the model sees each instruction more than once.
B. Consolidate behavioral and format instructions in the system prompt and keep user messages focused on the user's input.
C. Move all instructions into the user message so the application's behavior is controlled at the input point.
D. Place each instruction wherever the developer who first wrote it found most natural, retaining the original intent.

Question 4

The product team has described a new Claude feature in business terms: "agents should help our analysts produce client memos faster." You need to convert this into actionable technical requirements for the engineering team.
Your first step would be to...

A. Assess what similar agent-based features have been built internally or in the industry and use those precedents to scope the technical approach.
B. Ask the analysts about the current memo production process to see where they think Claude could be introduced as a prompt-driven drafting step.
C. Examine what model capabilities and tier options are available and determine which best supports the memo drafting workflow described by the product team.
D. Interpret the functional and infrastructure requirements implied by the business goal.

Question 5

You are building a Claude application that needs to deliver model output to end users as it is generated, instead of waiting for the full response to complete.
The Claude API mechanism you would use is...

A. Prompt caching, which speeds up the cost profile of future requests and does not affect the delivery timing of the first response.
B. The Batch API, which delivers full responses after a delay suitable for non-interactive workloads.
C. Structured JSON output, which delivers responses only after the model has finalized the JSON shape across the entire response.
D. Streaming responses, which deliver tokens incrementally as the model generates them so users see output progressively.

Solutions: