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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions:

1. You need Claude to output raw JSON directly to the user interface of your application, without any conversational preamble or markdown formatting. Which prompt engineering technique achieves this?

A) Provide a 10-shot example list of raw JSON outputs.
B) Set max_tokens to exactly match the length of the JSON string.
C) Combine Assistant Message Prefilling ```json with and use ```as a stop sequence.
D) Add "DO NOT USE MARKDOWN" to the end of the user prompt.

2. To guarantee that a specific data extraction tool is invoked by Claude during a workflow without the agent attempting conversational workarounds, which configuration must be applied?

A) tool choice: "auto"
B) tool_choice: "any"
C) allowedTools: ["SPECIFIC_TOOL NAME"}
D) tool_choice: {"type": "tool", "name": "SPECIFIC_TOOL NAME"}

3. You are tasked with integrating Claude Code into a Continuous Integration (CI) pipeline to run an automated security analysis on pull requests. Which execution flag must be included to ensure the automated job does not hang indefinitely?

A) Option B
B) Option A
C) Option D
D) Option C

4. You are deep into a complex codebase analysis session and need to explore an alternative API integration approach without polluting your main session's context window. Which session management mechanism should you use?

A) Create a scratchpad file and write the alternative approach directly to the local disk.
B) Use claude--resume to append the alternative exploration onto a previously saved checkpoint.
C) Use claude fork_session to create a branched session that inherits current context but diverges safely.
D) Use the /clear command to reset the context window before exploring.

5. What is a primary architectural limitation of using a fixed prompt chaining pipeline for a complex debugging task?

A) It inherently exceeds the maximum token limit of the context window faster than single prompts.
B) It requires the use of the Message Batches API, adding a 24-hour latency to the execution.
C) It cannot dynamically adapt its approach if an intermediate analysis step reveals an unexpected root cause.
D) It forces the agent to use tool_choice: any, bypassing deterministic programmatic hooks.

Solutions: