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Anthropic CCA-F Exam Syllabus Topics:

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

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q66-Q71):

NEW QUESTION # 66
To allow a coordinator agent to spawn specialized subagents, which specific configuration must be applied to the coordinator?

A. Set the tool_choice parameter to auto for the coordinator agent.
B. The coordinator's allowedTools array must explicitly include the Task tool.
C. A PreToolUse hook must be registered to automatically manage the spawning process.
D. The subagent must be initialized with an inherit_context: true flag.

Answer: B

Explanation:
The Task tool is the designated mechanism used for spawning subagents. A critical configuration is that the coordinator's allowedTools array must explicitly include 'Task' to enable subagent creation.

NEW QUESTION # 67
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. temperature _ adjustment
B. isRetryable: true
C. isError: true
D. system_prompt_override

Answer: B,C

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 # 68
What configuration is strictly required for a coordinator agent to be able to spawn subagents?

A. The coordinator's allowedTools array must explicitly include the Task tool.
B. A PreToolUse hook must be registered to manage process limits.
C. The tool_choice parameter must be set to 'auto'.
D. The agent must be executed in plan mode rather than direct execution.

Answer: A

Explanation:
The Task tool is the mechanism used for spawning subagents. For a coordinator to invoke subagents, its allowedTools configuration must explicitly include 'Task'.

NEW QUESTION # 69
When configuring a JSON extraction schema for document categorization where new or unexpected document types might appear, what is the recommended design pattern?

A. Include an other enum value paired with a document_type_detail string field for extensible categorization.
B. Use a PreToolUse hook to intercept and reject unknown document types.
C. Use an open-ended string field with no constraints to maximize flexibility.
D. Use a rigid Enum containing only the currently known document types.

Answer: A

Explanation:
To handle ambiguous or unexpected data during structured extraction, schemas should include an 'other' (or 'unclear') enum value paired with a detail string field. This prevents the model from forcing unexpected data into incorrect predefined categories.

NEW QUESTION # 70
An agent at quicktechie.com needs to process diverse data and has been given access to 18 different tools. You notice the agent frequently misroutes requests and selects the wrong tool. What is the most architecturally sound fix?

A. Combine all 18 tools into a single monolithic tool with 20+ optional parameters to simplify the list.
B. Switch to a higher-tier model with a larger context window so it can comprehend all 18 schemas perfectly.
C. Set tool_choice: "any" so the agent can parallelize the execution of all 18 tools simultaneously.
D. Reduce the tool count to 4-5 per agent by distributing the tools across specialized subagents.

Answer: D

Explanation:
Giving a single agent access to too many tools (e.g., 18 instead of the optimal 4-5) degrades tool selection reliability because it increases decision complexity and ambiguity. The best practice is to group related tools and distribute them across specialized subagents (e.g., Customer Agent, Order Agent).

NEW QUESTION # 71
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