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Anthropic CCA-F Exam Syllabus Topics:

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

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q27-Q32):

NEW QUESTION # 27
When orchestrating an agentic workflow using the Claude Agent SDK, you must enforce a strict business rule: the agent is never allowed to issue refunds over $500. What is the most robust and deterministic method to implement this constraint?

A. Add a capitalized warning in the system prompt: NEVER process a refund exceeding $500.
B. Provide few-shot examples showing the agent refusing to process a $600 refund.
C. Configure the agent's tool_choice parameter to auto so it can decide when a refund is inappropriate.
D. Implement a PostToolUse hook that intercepts the process_refund tool inputs, checks the amount, and programmatically blocks execution if it exceeds 500.

Answer: D

Explanation:
For critical business rules requiring deterministic compliance, programmatic enforcement via Agent SDK hooks (such as PreToolUse or PostToolUse logic) is the only 100% reliable method. Prompt-based guidance and few-shot examples are probabilistic and can occasionally be ignored by the LLM.

NEW QUESTION # 28
In a hub-and-spoke multi-agent architecture, what is the best practice for passing context from the coordinator agent down to a specialized subagent?

A. Share the entire coordinator conversation history to ensure the subagent has maximum context visibility.
B. Rely on automatic context inheritance, as subagents inherently share the coordinator's memory.
C. Pass only the explicit context, findings, and parameters specifically relevant to that subagent's assigned subtask.
D. Grant the subagent access to a shared global state object where the coordinator writes its findings.

Answer: C

Explanation:
Context isolation is a core principle of multi-agent orchestration. Subagents do not automatically inherit parent context and should not receive the full conversation history, as this causes context pollution and wastes tokens. They should only be passed explicit, relevant context specific to their task.

NEW QUESTION # 29
When planning complex multi-flle architectural changes, such as a monolith-to-microservices migration, why is it recommended to use plan mode rather than direct execution?

A. Plan mode restricts Claude to using only read-only tools to explore the codebase, design a strategy, and get developer approval before making costly modifications.
B. Plan mode overrides the token limit context window by executing across multiple continuous sessions automatically.
C. Plan mode automatically generates missing unit tests for legacy code before executing.
D. Plan mode utilizes the Message Batches API to reduce token costs by 50 percent.

Answer: A

Explanation:
Plan mode is designed for complex tasks requiring architectural decisions. It leverages read-only tools to explore and outline a plan, allowing developers to review the strategy before committing to file modifications. Direct execution is better suited for simple, well-defined fixes.

NEW QUESTION # 30
Your MCP server implements a check_availability tool that queries an external calendar API.
During testing, you encounter three error conditions: (1) the tool is called with a malformed request missing the required user_email parameter, (2) the calendar API returns a 404 because the specified user doesn't exist in the calendar system, and (3) the calendar API returns a 503 because the service is temporarily unavailable. How should each error be reported according to MCP's error handling design?

A. Report all three as tool results with isError: true.
B. Report all three as JSON-RPC protocol errors.
C. Report errors 1 and 2 as JSON-RPC protocol errors; report error 3 as a tool result with isError:
true.
D. Report error 1 as a JSON-RPC protocol error; report errors 2 and 3 as tool results with isError:
true.

Answer: D

Explanation:
Errors caused by malformed requests (missing required parameters) violate the RPC protocol and should be reported as JSON-RPC errors. Errors returned by the external service (user not found, temporary unavailability) are valid tool execution results and should be reported as tool outputs with isError set to true, allowing the agent to handle them gracefully.

NEW QUESTION # 31
A engineer is creating a reusable custom Skill in . claude/skills/refactor/SKILL.md. The skill requires an isolated context window to avoid polluting the main session with exploration noise, and must be restricted to only reading files (no modifications). Which frontmatter configurations are required? Choose 2 correct answers.

A. context: fork
B. isolation: true
C. permissions: read-only
D. allowed-tools: Read, Grep, Glob

Answer: A,D

Explanation:
To run a skill in an isolated sub-agent context, the 'context: fork' frontmatter option is required. To restrict tool access (e.g., to prevent file modification), the 'allowed-tools' metadata field must be used to explicitly list permitted tools like Read, Grep, and Glob.

NEW QUESTION # 32
......

Whatever your professional, working towards a Claude Certified Architect Foundations (CCA-F) CCA-F certification or designation takes a significant amount of effort and time. Once you have put all your effort, and investment and prepared well then you will be in a position to pass the Claude Certified Architect Foundations (CCA-F) CCA-F Certification Exam. But once you get success in the Claude Certified Architect Foundations (CCA-F) CCA-F test you’ll be eligible to avail all the personal and professional benefits associated with Claude Certified Architect Foundations (CCA-F) CCA-F certification.

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