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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Context Management & Reliability	15%	- Context window optimization 1. "Lost in the middle" mitigation strategies 2. Managing long conversation degradation - System reliability 1. Error propagation handling 2. Escalation strategies (fail vs retry vs human)
Topic 2: Claude Code Configuration & Workflows	20%	- CI/CD and workflow integration 1. Automated pipeline integration 2. Command vs plan mode usage - Claude Code configuration 1. CLAUDE.md hierarchy and scoping 2. Project-level vs user-level configuration
Topic 3: Agentic Architecture & Orchestration	27%	- Multi-agent orchestration 1. Coordinator / sub-agent patterns 2. Parallel task decomposition - Agentic loops & lifecycle design 1. Tool use loop execution (request → tool_use → result → next step) 2. Stop reason handling and control flow
Topic 4: Tool Design & MCP Integration	18%	- Tool interface design 1. Clear tool descriptions and boundaries 2. Structured tool input/output schemas - Model Context Protocol (MCP) 1. Tool selection and routing strategies 2. MCP server integration patterns
Topic 5: Prompt Engineering & Structured Output	20%	- Instruction design 1. Deterministic output formatting (e.g., JSON) 2. Few-shot prompting strategies - Tool-augmented prompting 1. Validation and retry loops 2. Tool-use driven reasoning patterns

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q33-Q38):

NEW QUESTION # 33
An agent executing a workflow at quicktechie.com needs to inspect the contents of a config. json file to understand current project settings. Which approach represents an architectural anti-pattern?

A. Invoking config.json") to output the file to the terminal.
B. Using the Read tool to parse the JSON contents directly into context.
C. Using the Glob tool to verify the file's path exists before attempting to read it.
D. Passing the file path directly to an approved MCP resource for validation.

Answer: A

Explanation:
Using Bash for file operations when dedicated built-in tools are available is a heavily tested anti-pattern. The agent should use the purpose-built Read tool to examine file contents rather than executing shell commands like 'cat'.

NEW QUESTION # 34
Which of the following statements correctly describe the behavior of session management commands in Claude Code? Choose 2 correct answers.

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

Answer: B,C

Explanation:

NEW QUESTION # 35
Which of the following strategies are highly recommended for integrating Claude into a robust test generation workflow? Choose 2 correct answers.

A. Document testing standards, valuable test criteria, and available fixtures in the project-level CLAUDE .md.
B. Execute tests automatically within a PreToolUse hook to prevent Claude from saving failing code.
C. Rely on aggregate test coverage metrics to determine if the generated tests are semantically correct.
D. Share specific test failure outputs with Claude to guide progressive improvement of the implementation.

Answer: A,D

Explanation:
Documenting testing standards and fixtures in CLAUDE.md ensures baseline consistency across the project. Sharing test failures guides iterative refinement, enabling the model to self-correct. PreToolUse hooks block execution and cannot run tests automatically on unsaved code, while aggregate metrics mask semantic correctness issues.

NEW QUESTION # 36
Production monitoring shows that follow-up queries like "summarize what we learned about market trends" consistently take 40+ seconds. Investigation reveals the coordinator spawns the synthesis subagent for each summarization request, passing 80K+ tokens of accumulated findings. The coordinator already has these findings in its context from orchestrating the research.
What's the most effective way to improve response time for these follow-up summaries?

A. Have the coordinator handle straightforward summarization requests directly using its existing context, reserving subagent spawning for complex analysis.
B. Spawn the synthesis subagent with reduced context and have it request specific findings from the coordinator on-demand.
C. Enable prompt caching on the synthesis subagent to reduce the overhead of repeatedly transferring the same research findings.
D. Pre-generate and cache summaries at multiple granularities whenever new findings accumulate.

Answer: A

Explanation:
The coordinator already holds the accumulated findings and can perform simple summarizations directly. Avoiding repeated spawning of the synthesis subagent for straightforward queries reduces token processing and latency, improving response speed while maintaining accuracy.

NEW QUESTION # 37
A developer at quicktechie.com wants to configure Claude Code to always use their preferred Vim keybindings, without enforcing this standard on the rest of their team. Where must this configuration be placed?

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

Answer: D

Explanation:
Personal preferences (like editor settings or Vim keybindings) must go in the user-level configuration located at ~/.claude/CLAUDE.md. Placing them in the project-level .claude/CLAUDE.md would share them via version control and force them onto the entire team, which is an anti-pattern.

NEW QUESTION # 38
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