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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: 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 2: Claude Code Workflows & Configuration	20%	- Claude Code operational patterns 1. CI/CD and workflow integration 2. Plan mode vs execution mode
Topic 3: Prompt Engineering & Structured Output	20%	- Reliable structured generation 1. Prompt patterns for agents 2. Schema-guided outputs
Topic 4: Context Management & Reliability	15%	- Long-context optimization 1. Context window management 2. Reliability and retry strategies
Topic 5: Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. MCP client/server integration patterns 2. Tool schema design

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q111-Q116):

NEW QUESTION # 111
You are building developer productivity tools using the Claude Agent SDK. The agent helps engineers explore unfamiliar codebases, understand legacy systems, generate boilerplate code, and automate repetitive tasks. It uses the built-in tools (Read, Write, Bash, Grep, Glob) and integrates with Model Context Protocol (MCP) servers.
Your codebase exploration tool stores session IDs to allow engineers to continue investigations across work sessions. An engineer spent an hour yesterday analyzing a legacy authentication module, building context about its architecture and dependencies. They want to continue today.
The session ID is valid, but version control shows 3 of the 12 files the agent previously read were modified overnight by a teammate's merge. What approach best balances efficiency and accuracy?

A. Start fresh session to ensure the agent works with current codebase state without stale assumptions
B. Resume the session without informing the agent about the changed files
C. Resume the session and immediately have the agent re-read all 12 previously analyzed files
D. Resume the session and inform the agent which specific files changed for targeted re-analysis

Answer: D

Explanation:
Resuming preserves the hour of accumulated architectural context, while re-reading the three modified files refreshes stale information without redundantly analyzing all 12 files. This balances efficiency with codebase accuracy.

NEW QUESTION # 112
A developer wants Claude to consistently answer as an experienced cybersecurity analyst regardless of the user question. Which prompt component should contain this instruction?

A. System prompt
B. Assistant response
C. Retrieved document
D. User message

Answer: A

Explanation:
The system prompt establishes persistent behavioral instructions that apply throughout the conversation. Role definition, response style, and organizational policies belong there because Claude prioritizes system instructions above ordinary user requests whenever possible.

NEW QUESTION # 113
When streaming responses that include tool calls in the Claude API, why might you observe buffering delays followed by bursts of text?

A. The API validates JSON chunks and waits for complete top-level key-value pairs before sending them to the client.
B. The API is performing a secondary security check on the generated tokens to prevent prompt injection.
C. The ContentBlockDelta events are rate-limited to 10 events per second.
D. The API automatically waits for the entire tool output to be generated before streaming begins.

Answer: A

Explanation:
The Anthropic API buffers partial JSON chunks to validate complete top-level key-value pairs against your tool's schema before transmitting them. This causes short delays followed by bursts. This validation can be bypassed by enabling fine-grained tool calling.

NEW QUESTION # 114
Your MCP server includes archive_file(file_id) and delete_file(file_id) tools. Production logs show the agent calls delete_file when users ask to "remove old backups," but company policy requires archiving backup files. Both tools currently have minimal descriptions: "Archives a file" and
"Deletes a file." Which change most directly improves tool selection for this scenario?

A. Implement server-side validation that rejects delete_file calls for files tagged as backups, returning an error message suggesting archive_file.
B. Add a confirmation step that requires users to type "CONFIRM DELETE" before delete_file executes.
C. Expand tool descriptions to clarify use cases, adding guidance like "Do not use for backup files" to delete_file.
D. Add few-shot examples to the system prompt demonstrating that requests involving "backup" or
"old" should use archive_file.

Answer: C

Explanation:
Clear tool descriptions directly guide the agent's choice between similar tools. Adding use-case guidance that backup files should not be deleted and should be archived helps the agent map
"remove old backups" to the correct archive operation before execution.

NEW QUESTION # 115
A customer support agent built with the Claude Agent SDK needs to correctly identify when to resolve a case autonomously versus when to trigger human escalation. Which of the following represents an architectural anti-pattern for triggering escalation?

A. Escalating based on negative customer sentiment or self-reported low model confidence scores.
B. Escalating immediately when the customer explicitly demands to speak to a human representative.
C. Escalating when a deterministic programmatic hook blocks a business operation that exceeds the agent's permission limits.
D. Escalating when the agent detects a policy gap not covered by its existing knowledge base.

Answer: A

Explanation:
Using sentiment analysis or the LLM's self-reported confidence score for escalation is a heavily tested anti-pattern. Sentiment does not correlate with task complexity (e.g., an angry customer may just need a simple password reset), and model confidence scores are poorly calibrated for routing decisions.

NEW QUESTION # 116
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