Associate CCA-F Level Exam, Test CCA-F Sample Online

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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Agentic Architecture & Orchestration	27%	- Agentic loop design and execution lifecycle 1. Multi-agent coordination and delegation patterns 2. Tool use decision flow (tool_use vs end_turn) - System orchestration patterns 1. Hub-and-spoke agent systems 2. Task decomposition strategies
Topic 2: Prompt Engineering & Structured Output	20%	- Reliable structured generation 1. Prompt patterns for agents 2. Schema-guided outputs
Topic 3: Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. MCP client/server integration patterns 2. Tool schema design
Topic 4: Context Management & Reliability	15%	- Long-context optimization 1. Context window management 2. Reliability and retry strategies
Topic 5: Claude Code Workflows & Configuration	20%	- Claude Code operational patterns 1. CI/CD and workflow integration 2. Plan mode vs execution mode

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q103-Q108):

NEW QUESTION # 103
Claude Code provides several built-in tools for codebase exploration and modification. If an agent needs to fix a bug on line 42 of an existing, lengthy TypeScript file, which tool should be utilized to ensure unchanged content is safely preserved?

A. Edit, providing the old text block and the new text block for targeted replacement.
B. Write, passing the updated content block to rewrite the target file.
C. Glob, searching for the specific line and replacing it via regex.
D. Bash, using standard Unix utilities like sed to replace the line.

Answer: A

Explanation:
The Edit tool is purpose-built for making targeted modifications to existing files by finding unique anchor text and replacing it, preserving the rest of the file. Write is an anti-pattern for existing files because it replaces the entire file. Using Bash when a native tool exists is also an anti-pattern.

NEW QUESTION # 104
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. Using the Read tool to parse the JSON contents directly into context.
B. Using the Glob tool to verify the file's path exists before attempting to read it.
C. Passing the file path directly to an approved MCP resource for validation.
D. Invoking config.json") to output the file to the terminal.

Answer: D

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 # 105
A quicktechie.com team wants to run a nightly code quality audit across the entire codebase using Claude Code to reduce API costs.
Which approach is most cost-effective and architecturally sound?

A. Run multiple Claude Code instances in parallel.
B. Run claude -p synchronously for each file in a loop.
C. Use the Message Batches API for non-urgent batch processing to achieve 50 percent cost savings.
D. Schedule a single long-running Claude Code session overnight.

Answer: C

Explanation:
The Message Batches API processes requests within a 24-hour window and offers a 50% cost savings compared to synchronous requests. It is ideal for latency-tolerant, non-urgent workloads like overnight technical debt audits.

NEW QUESTION # 106
Your team wants to use the Message Batches API to reduce costs by 50%. The pipeline includes a real-time blocking pre-merge code review and a nightly technical debt audit. How should you apply the Batch API?

A. Use the Batch API for both workflows to maximize cost savings.
B. Use the Batch API strictly for the nightly audit, and retain synchronous calls for the blocking pre-merge review.
C. Use synchronous API calls for both workflows since the Batch API lacks JSON schema support.
D. Switch both to the Batch API but implement a timeout fallback to synchronous calls if it exceeds 5 minutes.

Answer: B

Explanation:
The Message Batches API processes within a 24-hour window with no latency guarantees. It is perfect for latency-tolerant workloads like overnight audits, but inappropriate for blocking workflows (like pre-merge checks) where developers need immediate feedback.

NEW QUESTION # 107
When implementing path-specific rules for conditional convention loading in Claude Code, which of the following statements accurately describe the architecture? Choose 2 correct answers.

A. Path-specific rules automatically execute a PreToolUse hook to format files before they are loaded into context.
B. Path-specific rule files must be stored exclusively in the user-level ~/. claude/rules/ directory to prevent team-wide conflicts.
C. They are ideal for applying coding conventions to file types (like **/*. test. tsx) that are distributed across many different subdirectories.
D. Path-specific rules are defined using YAML frontmatter with a paths array containing glob patterns.

Answer: C,D

Explanation:
Path-specific rules utilize YAML frontmatter 'paths' arrays with glob patterns (A) and are the recommended approach for applying conventions to files spread across the codebase by type (C). They are typically stored in project-level .claude/rules/, not just user-level, and they do not natively execute hooks.

NEW QUESTION # 108
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