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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Claude Code Workflows & Configuration	20%	- Claude Code operational patterns 1. Plan mode vs execution mode 2. CI/CD and workflow integration
Context Management & Reliability	15%	- Long-context optimization 1. Reliability and retry strategies 2. Context window management
Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. MCP client/server integration patterns 2. Tool schema design
Prompt Engineering & Structured Output	20%	- Reliable structured generation 1. Schema-guided outputs 2. Prompt patterns for agents
Agentic Architecture & Orchestration	27%	- System orchestration patterns 1. Task decomposition strategies 2. Hub-and-spoke agent systems - Agentic loop design and execution lifecycle 1. Multi-agent coordination and delegation patterns 2. Tool use decision flow (tool_use vs end_turn)

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q105-Q110):

NEW QUESTION # 105
Your CI pipeline script runs claude "Analyze this PR" but the job hangs indefinitely. What is the correct approach to run Claude Code in an automated pipeline?

A. Option D
B. Option B
C. Option C
D. Option A

Answer: D

Explanation:
The -p (or -print) flag is the documented way to run Claude Code in non-interactive mode. It processes the prompt, outputs the result to stdout, and exits without waiting for user input, which is exactly what CI/CD pipelines require to prevent hanging.

NEW QUESTION # 106
In a multi-agent architecture, what is the best practice for handing off context from a coordinator agent to a specialized subagent?

A. Pass only the explicit context, findings, and parameters specifically relevant to the subagent's assigned subtask.
B. Share the entire coordinator conversation history to guarantee maximum context.
C. Grant the subagent access to a shared global state database where the coordinator writes its findings.
D. The subagent automatically inherits the coordinator's context window.

Answer: A

Explanation:
Context isolation is a fundamental principle of multi-agent architecture. Subagents do not automatically inherit parent context. Sharing the full coordinator history wastes tokens and introduces noise. You should explicitly pass only the specific, relevant context needed for the subtask.

NEW QUESTION # 107
An architect is designing an MCP tool that occasionally fails due to downstream rate limits. Which fields should be included in a well- designed structured error response to help the agent recover? Choose 2 correct answers.

A. system_prompt_override
B. isRetryable: true
C. temperature _ adjustment
D. isError: true

Answer: B,D

Explanation:
A structured error response should explicitly signal a failure using the 'isError' flag and indicate if the agent should attempt the call again using the 'isRetryable' boolean. It should also include the error category and context. System prompt overrides and temperature adjustments are not part of standard tool error metadata.

NEW QUESTION # 108
What is the primary risk associated with applying progressive summarization techniques to a long-running customer support session?

A. It silently condenses and loses critical specific details such as dates, exact amounts, and unique IDs.
B. It bypasses the stop_reason logic of the agentic loop.
C. It frequently causes the Token Context Window to exceed maximum limits.
D. It forces the agent to use tool_choice: "auto".

Answer: A

Explanation:
Progressive summarization compresses conversation history, which often silently destroys critical details (e.g., an exact $150.00 charge becomes a generic 'billing issue'). Case facts blocks are required to safely persist this data.

NEW QUESTION # 109
In a Continuous Integration (CI) pipeline, you run a script where a single Claude session generates a block of code and then immediately reviews its own changes in the same session. Why is this considered an architectural anti-pattern?

A. Same-session reviews trigger rate limiting automatically, breaking the CI/CD pipeline.
B. The Message Batches API does not support multi-turn tool calling within a single request.
C. The reviewer retains the reasoning context from the code generation phase, creating confirmation bias and reducing the likelihood of catching subtle issues.
D. It exceeds the maximum token limit for the context window, causing the session to silently truncate the generated code.

Answer: C

Explanation:
Same-session self-review is an anti-pattern because the model retains its original reasoning context, creating a blind spot. Independent review instances without prior reasoning context are much more effective at objectively evaluating code.

NEW QUESTION # 110
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