CCA-F Valid Exam Sims Exam Pass For Sure | CCA-F: Claude Certified Architect Foundations (CCA-F)

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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Context Management & Responsible AI	15%	- Context window optimization 1. Token management and truncation strategies 2. Context retention and summarization - Safety and compliance 1. Constitutional AI principles 2. Refusal handling and risk mitigation
Prompt Engineering & Structured Output	20%	- Advanced prompting techniques 1. System prompts and role framing 2. Few-shot and chain-of-thought prompting - Structured data generation 1. Output validation and reliability 2. JSON schema enforcement
Agentic Architecture & Orchestration	27%	- Anthropic Agent SDK usage 1. Task spawning and tool management 2. Session state and context handling - Agent design patterns 1. Agent loops and control flow 2. Hub-and-spoke multi-agent systems
Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. Tools, resources, and prompts integration 2. MCP server and client setup - Tool definition and best practices 1. Error handling and validation 2. Tool descriptions and selection logic
Claude Code Configuration & Workflows	20%	- Configuration files and structure 1. CLAUDE.md and rules system 2. Custom commands and workflows - CI/CD and development integration 1. Plan mode vs direct execution 2. Pipeline automation and review

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q13-Q18):

NEW QUESTION # 13
Using the FastMCP Python SDK, which decorators are used to expose capabilities to an MCP client? Choose 2 correct answers.

A. @mcp.tool
B. @mcp.resource
C. @mcp.action
D. @mcp.agent

Answer: A,B

Explanation:
The FastMCP Python SDK utilizes @mcp.tool to automatically generate JSON schemas for executable functions, and @mcp.resource to expose fetchable data endpoints. @mcp.agent and @mcp.action are not valid decorators in this SDK.

NEW QUESTION # 14
A developer is designing a JSON schema to extract contract details from unstructured documents. Sometimes the 'termination_fee' is not mentioned in the source document. How should the schema be designed to prevent the model from fabricating a value?

A. Design the field as optional or nullable, such as ["number , " " null" ].
B. Use a PreToolUse hook to verify the field exists in the document before extraction.
C. Set the tool_choice parameter to auto so the model can skip the tool call.
D. Set the field type to strictly number and add a system prompt forbidding hallucination.

Answer: A

Explanation:
Designing schema fields as optional (nullable) when source documents may not contain the information prevents the model from fabricating values to satisfy required fields. If a field is strictly required but the data does not exist, the model may fabricate a value to satisfy the schema constraint.

NEW QUESTION # 15
Your get_portfolio_value tool returns the total value of a user's investment portfolio. You're deciding between returning a structured JSON object with explicit fields versus returning the information as a formatted text string. What is the primary advantage of using structured output with defined fields?

A. Structured JSON is processed deterministically by the model, significantly improving accuracy when extracting values.
B. The agent can reliably extract specific values without parsing free-form text, reducing errors in subsequent operations.
C. Structured JSON consumes significantly fewer tokens than natural language, substantially reducing API costs.
D. JSON schemas automatically validate that the underlying API returned correct data before the agent processes it.

Answer: B

Explanation:
Structured output with defined fields allows the agent to directly access specific values without needing to interpret or parse natural language text, reducing errors in downstream processing and improving reliability for subsequent operations.

NEW QUESTION # 16
To allow a coordinator agent to spawn specialized subagents, which specific configuration must be applied to the coordinator?

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

Answer: A

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 # 17
Production logs show that when the agent handles complex billing disputes requiring 6+ tool calls, it sometimes exhausts its max_turns limit after gathering data but before completing resolution or escalating. The team's goal is to guarantee that every customer interaction ends with either a completed resolution or a human handoff, regardless of how the agent loop terminates. Which approach achieves this guarantee?

A. Split the workflow into two sequential agent invocations - a first agent gathers information via get_customer and lookup_order, then a second agent receives that data and handles process_refund or escalate_to_human, each with separate turn budgets.
B. Add system prompt instructions telling the agent to call escalate_to_human with a summary of its findings whenever it determines it cannot complete resolution within its remaining actions.
C. Implement a pre-tool-use hook that counts tool invocations and terminates the loop with an automatic escalation once the agent reaches 80% of its max_turns limit.
D. Add orchestration-layer code that checks the agent's outcome after each loop termination - if the loop ended without a completed resolution or escalation, programmatically call escalate_to_human with the accumulated conversation context and tool results.

Answer: D

Explanation:
A system prompt cannot guarantee compliance, and turn-count hooks may escalate prematurely.
An orchestration-level fallback runs regardless of why the agent loop stopped, ensuring every interaction ends in either resolution or human escalation.

NEW QUESTION # 18
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