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

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q80-Q85):

NEW QUESTION # 80
How can a coordinator agent effectively execute multiple subagents in parallel to speed up a complex research task?

A. By invoking the parallel_execute method provided natively in the Agent SDK.
B. By using the fork_session command for each subagent sequentially.
C. By emitting multiple Task tool calls within a single response turn.
D. By setting the concurrency frontmatter field to a value greater than 1.

Answer: C

Explanation:
Parallel execution in a multi-agent system is achieved when the coordinator agent emits multiple Task tool calls in a single response turn, which allows the corresponding subagents to work simultaneously.

NEW QUESTION # 81
A quicktechie.com development team wants to run a comprehensive codebase audit analyzing technical debt every weekend. Which API approach is most architecturally sound and cost-effective?

A. The Message Batches API.
B. Multi-agent orchestration running locally.
C. Synchronous API calls executed in parallel.
D. A single, long-running extended session using the- -resume flag.

Answer: A

Explanation:
The Message Batches API is ideal for non-urgent, latency-tolerant workloads like overnight or weekend technical debt audits. It processes requests asynchronously within a 24-hour window and offers a 50% cost savings over synchronous calls.

NEW QUESTION # 82
Which of the following represent anti-patterns when designing escalation and ambiguity resolution logic for Claude? Choose 2 correct answers.

A. Routing a case to a human agent purely because the user uses highly negative or frustrated language.
B. Escalating immediately when a customer explicitly demands to speak to a human representative.
C. Escalating a transaction when it exceeds a programmatic business threshold enforced via a PostToolUse hook.
D. Automatically escalating a case whenever the model's self-reported confidence score drops below a specific threshold.

Answer: A,D

Explanation:
Self-reported confidence scores and sentiment-based routing are explicitly identified as escalation anti-patterns. Valid triggers include explicit human requests, programmatic business thresholds, capability limits, and policy gaps.

NEW QUESTION # 83
When implementing a hub-and-spoke multi-agent architecture using the Claude Agent SDK, which of the following statements about subagent spawning and execution are correct? Choose 2 correct answers.

A. Parallel execution is achieved when the coordinator agent emits multiple Task tool calls in a single response.
B. The coordinator agent must have Task included in its allowedTools configuration to spawn subagents.
C. A single coordinator response cannot emit multiple Task tool calls; subagents must be spawned sequentially across separate turns.
D. Subagents automatically inherit the full conversation history of the coordinator agent by default.

Answer: A,B

Explanation:
To spawn subagents, the coordinator must be configured with 'Task' in its allowedTools. Furthermore, emitting multiple Task tool calls in a single response allows the subagents to execute their tasks in parallel. Subagents do not automatically inherit conversation history, and forcing sequential spawning is inefficient.

NEW QUESTION # 84
You are designing an MCP tool to look up customer orders. Which approach to tool descriptions is recommended to ensure reliable tool selection by Claude?

A. Keep the description under 10 words to save context window tokens.
B. Include the input format, example queries, edge cases, and boundaries explaining when to use it versus similar tools.
C. Leave the description blank and rely on Claude's semantic understanding of the tool's name.
D. Use the description solely to list the required JSON properties.

Answer: B

NEW QUESTION # 85
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