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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Context Management & Reliability	15%	- Long-context optimization 1. Reliability and retry strategies 2. Context window management
Topic 2: Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. Tool schema design 2. MCP client/server integration patterns
Topic 3: Prompt Engineering & Structured Output	20%	- Reliable structured generation 1. Prompt patterns for agents 2. Schema-guided outputs
Topic 4: Agentic Architecture & Orchestration	27%	- Agentic loop design and execution lifecycle 1. Multi-agent coordination and delegation patterns 2. Tool use decision flow (tool_use vs end_turn) - System orchestration patterns 1. Hub-and-spoke agent systems 2. Task decomposition strategies
Topic 5: Claude Code Workflows & Configuration	20%	- Claude Code operational patterns 1. Plan mode vs execution mode 2. CI/CD and workflow integration

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q73-Q78):

NEW QUESTION # 73
After the web search agent and document analysis agent complete their tasks, the coordinator invokes the synthesis agent. However, the synthesis agent responds that it cannot complete the task because no research findings were provided. What is the most likely cause of this issue?

A. The coordinator did not include the outputs from the previous agents in the synthesis agent's prompt.
B. The synthesis agent needs tools that can fetch results directly from the other agents' conversation histories.
C. The subagents need to share a single API connection to enable automatic context sharing between invocations.
D. The synthesis agent's context window is not large enough to hold the combined outputs from both previous agents.

Answer: A

Explanation:
The synthesis agent relies on the coordinator to provide relevant findings from prior subagents. If the coordinator fails to include these outputs in the synthesis prompt, the agent receives no actionable context and cannot produce a meaningful summary or analysis.

NEW QUESTION # 74
A developer wants to create a reusable behavior for performing extensive, multi-step codebase refactoring. The behavior needs to explore the codebase without polluting the main conversation's context window. Which extension mechanism should be used?

A. A PostToolUse hook running a background Bash script.
B. A custom command in . claude/commands/.
C. A project-scoped CLAUDE .md configuration file.
D. A skill defined in a SKILL.md file with context: fork in its frontmatter.

Answer: D

Explanation:
Skills are designed for complex, multi-step behaviors. By adding 'context: fork' to the SKILL.md frontmatter, the skill runs in an isolated sub-agent context, ensuring that its verbose exploration and intermediate steps do not pollute the main session's context window. Custom commands run directly in the main context.

NEW QUESTION # 75
You are integrating Claude Code into a Continuous Integration (Cl) pipeline to run automated security analysis. Which flag combination must be used to ensure the automated job runs without hanging and produces machine-parseable output?

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

Answer: C

Explanation:

NEW QUESTION # 76
In a coordinator-subagent research system, a web search subagent times out while attempting to retrieve information on a complex topic. How should this failure be propagated back to the coordinator agent?

A. Propagate the timeout exception directly to a top-level handler to immediately terminate the entire research workflow.
B. Return structured error context to the coordinator, including the failure type, the attempted query, any partial results, and potential alternative approaches.
C. The subagent should catch the timeout and return an empty JSON array L] marked as successful so the workflow continues smoothly.
D. Implement automatic retry logic indefinitely within the subagent, returning a generic search unavailable status if it ultimately fails.

Answer: B

Explanation:
Structured error propagation is critical. Returning structured error context (failure type, what was attempted, partial results) enables the coordinator to make an intelligent recovery decision. Silently suppressing the error by returning an empty result is a severe anti-pattern, and returning generic messages hides context needed for recovery.

NEW QUESTION # 77
When using the Claude API, how must a system prompt be formatted to successfully utilize prompt caching?

A. Use the Message Batches API to ensure the system prompt is automatically cached across all batched requests.
B. Provide the system prompt as a standard string and set prompt_caching: true at the top level of the API request.
C. Structure the system prompt as a dictionary with a text block and include a cache_control field set to {"type": " ephemeral " }
D. Include the system prompt inside an XML block labeled .

Answer: C

Explanation:
To cache a system prompt, it cannot be passed as a simple string. It must be structured as a text block (a dictionary) that explicitly contains the cache_control field set to {"type": "ephemeral"}.

NEW QUESTION # 78
......

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