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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Prompt Engineering & Structured Output	20%	- Advanced prompting techniques 1. Few-shot and chain-of-thought prompting 2. System prompts and role framing - Structured data generation 1. JSON schema enforcement 2. Output validation and reliability
Agentic Architecture & Orchestration	27%	- Anthropic Agent SDK usage 1. Task spawning and tool management 2. Session state and context handling - 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. Token management and truncation strategies 2. Context retention and summarization - Safety and compliance 1. Constitutional AI principles 2. Refusal handling and risk mitigation
Claude Code Configuration & Workflows	20%	- CI/CD and development integration 1. Plan mode vs direct execution 2. Pipeline automation and review - Configuration files and structure 1. Custom commands and workflows 2. CLAUDE.md and rules system
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. Tool descriptions and selection logic 2. Error handling and validation

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q63-Q68):

NEW QUESTION # 63
You are using Claude Code to accelerate software development. Your team uses it for code generation, refactoring, debugging, and documentation. You need to integrate it into your development workflow with custom slash commands, CLAUDE.md configurations, and understand when to use plan mode vs direct execution.
You've asked Claude to write a data migration script, but the initial output doesn't correctly handle records with null values in required fields. What's the most effective way to iterate toward a working solution?

A. Describe the null value problem in detail and ask Claude to regenerate the entire script with improved edge case handling.
B. Provide a test case with example input containing null values and the expected output, then ask Claude to fix it.
C. Manually edit the generated code to fix the null handling, then continue working with Claude on other parts.
D. Add "think harder about edge cases" to your prompt and request a complete rewrite of the migration logic.

Answer: B

Explanation:
A concrete failing test gives Claude an objective specification and immediate feedback. This supports targeted, iterative correction more effectively than vague instructions, a full rewrite, or manual editing.

NEW QUESTION # 64
When utilizing Claude Code's built-in tools for codebase exploration and modification, which of the following usages represent correct tool selections? Choose 2 correct answers.

A. Using Grep to search for all occurrences of a deprecated function name across the src/ directory.
B. Using Bash to execute find . "-name * .ts" to locate all TypeScript files.
C. Using Write to fix a minor typo in an existing, heavily documented configuration file.
D. Using Glob to find all file paths that end in .test.tsx within the project.

Answer: A,D

Explanation:
Grep is the correct tool for searching file contents for text patterns, and Glob is the correct tool for matching file naming patterns. Using Write to fix a typo in an existing file is wrong (Edit should be used), and using Bash to run 'find' is an anti-pattern because the native Glob tool should be used instead.

NEW QUESTION # 65
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 A
B. Option C
C. Option B
D. Option D

Answer: B

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 # 66
A legal department requires Claude to answer only when sufficient evidence exists in retrieved documents. What should Claude do if evidence is insufficient?

A. Invent a likely answer.
B. Search social media automatically.
C. Increase creativity.
D. Clearly indicate insufficient information.

Answer: D

Explanation:
When reliable supporting evidence is unavailable, Claude should explicitly acknowledge uncertainty rather than speculate. Transparent handling of missing information builds trust and reduces the risk of presenting unsupported legal guidance.

NEW QUESTION # 67
When using a hook to normalize heterogeneous data formats (e.g., standardizing different date formats returned by multiple external APIs) before the LLM processes them, which hook pattern is typically used?

A. A Notification hook that alerts the user of data inconsistencies.
B. A PreToolUse hook that modifies the user's prompt.
C. A SubagentStop hook that triggers re-evaluation.
D. A PostToolUse hook that intercepts and transforms the tool results.

Answer: D

Explanation:
PostToolUse hooks intercept tool execution after the tool runs but before the result is passed back to Claude. This makes them ideal for normalizing or transforming raw data (like standardizing Unix timestamps to ISO 8601) so the agent processes consistent data.

NEW QUESTION # 68
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