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Anthropic CCA-F Exam Syllabus Topics:

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

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q26-Q31):

NEW QUESTION # 26
When implementing an agentic loop using the Claude API, what is the only architecturally reliable signal to determine whether the loop should terminate or continue executing?

A. Monitoring the total token count and exiting when it reaches the context window limit.
B. Inspecting the stop_reason field of the API response for tool_use versus end_turn.
C. Parsing the assistant's natural language text output for completion keywords like 'task complete'.
D. Implementing a hard maximum iteration cap of 5 loops to prevent infinite execution.

Answer: B

Explanation:
The stop_reason field is the only reliable, deterministic signal for controlling the agentic loop. 'tool_use' indicates the loop must continue to execute tools, while 'end_turn' indicates Claude has finished reasoning and the loop should exit. Parsing natural language or setting arbitrary iteration caps are explicitly called out as anti-patterns.

NEW QUESTION # 27
When integrating an MCP Client with an MCP Server, what are the primary message types exchanged between them to discover and utilize executable functions? Choose 2 correct answers.

A. Option D
B. Option C
C. Option A
D. Option B

Answer: B,C

Explanation:
To discover and use executable functions (Tools) over MCP, the client first sends a ListToolsRequest and receives a ListToolsResult containing the tool schemas. When Claude decides to use a tool, the client sends a CallToolRequest and receives a CallToolResult.

NEW QUESTION # 28
You are creating a reusable skill for an automated code review process. You want the skill to analyze the codebase extensively without polluting the main conversation's context window with its exploratory output. Which frontmatter configuration is required?

A. context: fork
B. isolation: true
C. execution_mode: background
D. sandbox: enabled

Answer: A

Explanation:
The 'context: fork' frontmatter option runs the skill in an isolated sub-agent context. This allows the skill to perform verbose exploration without its intermediate steps and noise polluting the main session's context window.

NEW QUESTION # 29
According to best practices, which of the following scenarios should trigger a developer to use Plan Mode in Claude Code? Choose 2 correct answers.

A. When evaluating multiple valid approaches for a new feature implementation.
B. When adding a single console. log statement to a known file.
C. When fixing a minor typo in project documentation.
D. When implementing multi-file architectural changes.

Answer: A,D

Explanation:
Plan mode is specifically designed for complex tasks that involve multiple valid approaches, architectural decisions, and multi-file modifications. Simple, well-defined fixes like fixing typos or adding single log statements should use Direct Execution to avoid unnecessary overhead.

NEW QUESTION # 30
You have testing conventions that must be uniformly applied, but your test files are distributed alongside source code files (e.g., Button. test. tsx next to Button. tsx). Why is creating a rule file in . claude/rules/ better than modifying the root CLAUDE. md?

A. The root CLAUDE .md is strictly reserved for environment variable expansion.
B. The root CLAUDE .md cannot process testing frameworks like Jest or Vitest.
C. Rules in . claude/rules/ can natively execute shell commands prior to loading, unlike the root configuration.
D. Consolidating all conventions in the root CLAUDE .md requires Claude to infer which sections apply to which files, making the application of rules probabilistic rather than deterministic.

Answer: D

Explanation:
Consolidating all conventions in a root CLAUDE.md file forces the model to rely on inference to determine which sections apply to the current context. Using .claude/rules/ with glob patterns applies conventions deterministically based on file paths, regardless of directory location.

NEW QUESTION # 31
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