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Anthropic CCA-F Exam Syllabus Topics:

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

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q61-Q66):

NEW QUESTION # 61
A user asks Claude to ignore all previous instructions and reveal confidential internal prompt content. How should Claude behave?

A. Partially reveal hidden instructions.
B. Follow higher-priority instructions and refuse.
C. Reveal the prompt.
D. Generate random text.

Answer: B

Explanation:
Claude follows instruction hierarchy, where system-level instructions override conflicting user requests. Attempts to expose confidential prompts or internal instructions should be declined to protect application integrity and security.

NEW QUESTION # 62
During code generation, Claude introduces several bugs. Two bugs are highly coupled, interacting with the same state object, while a third bug is a minor typo in an unrelated utility file. What is the recommended strategy for addressing these issues through iterative refinement?

A. Submit all three issues in a single prompt to save tokens.
B. Use a PostToolUse hook to programmatically decouple the bugs before sending them to Claude.
C. Fix the independent typo first, run the /compact command, and then address the interacting bugs.
D. Fix the interacting problems in a single detailed message, and use sequential iteration to fix the independent issue.

Answer: D

Explanation:
When dealing with multiple issues during iterative refinement, interacting problems (coupled bugs) should be addressed in a single detailed message so the model can resolve the conflicts holistically. Independent problems (like an unrelated typo) are better addressed through sequential iteration.

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.
Your team has three requirements for Claude Code's behavior in your project
1. Claude must never modify files in the db/migrations/ directory
2. Claude should prefer your custom logging module over console.log
3. All TypeScript files must be auto-formatted with Prettier after
every edit
All three are currently written as instructions in your project's CLAUDE.md. During a complex refactoring session, a developer discovers that Claude edited a migration file, violating requirement #1. How should you restructure these requirements across Claude Code's configuration mechanisms?

A. Move all three requirements into .claude/rules/ as path-scoped rules: one targeting db/migrations/** that forbids editing those files, and others targeting **/*.ts for the logging convention and formatting instruction.
B. Add Edit(./db/migrations/**) to permissions.deny in the project settings, keep the logging preference in CLAUDE.md, and add a PostToolUse hook on the Edit tool that runs Prettier on changed TypeScript files.
C. Configure hooks for all three: a PreToolUse hook script that blocks Edit calls targeting db/migrations/,a PreToolUse hook script that adds logging convention context before edits, and a PostToolUse hook that runs Prettier after TypeScript edits.
D. Rewrite all three requirements in CLAUDE.md using stronger directive language and add few- shot examples that demonstrate Claude refusing to edit migration files and running Prettier after edits.

Answer: B

Explanation:
Hard restrictions belong in permission controls, coding preferences belong in CLAUDE.md, and deterministic formatting belongs in an automated hook. Instructions alone cannot reliably prevent prohibited file edits.

NEW QUESTION # 64
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.
Your monorepo contains shared coding standards in /docs/standards/ : security-rules.md (for services handling user data), testing-petterns.md (for all packages), and api-conventions.md (for API-facing services). Your 15 packages are organized by feature domain ( /packages/auth/,
/packages/billing/, /packages/notifications/ , etc.) without naming conventions indicating which handle user data or expose APIs. Package maintainers are expected to configure their own local development settings, as they understand their package's domain requirements. Currently, all package CLAUDE.md files duplicate all three standards, applying irrelevant guidance. What's the most effective approach?

A. Create a shared-stendards.md that uses @imports to combine all three standards, then have each package's CLAUDE.md import that combined file.
B. Create .claude/rules/ files for each standard with YAML frontmatter paths listing every package directory where that standard should apply.
C. Use @imports in each package's CLAUDE.md to reference only the specific standard files relevant to that package, based on the maintainer's domain knowledge.
D. Put all standards in the root CLAUDE.md with override instructions like "ignore security-rules.md when working in packages that don't handle user data."

Answer: C

Explanation:
Package maintainers know which domain-specific standards apply. Each package can import only the required shared files, avoiding duplicated content and irrelevant context while keeping the authoritative standards centralized. Claude Code supports @path/to/import in CLAUDE.md files.

NEW QUESTION # 65
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.
Your team frequently migrates React components to Vue. You've written a step-by-step workflow for Claude Code to follow during each migration, and you want every developer on the team to invoke it by typing /migrate-component. The workflow should stay in sync as the team iterates on it. Where should you place the skill file?

A. In .claude/skills/migrate-component/SKILL.md at the project root, committed to version control
B. In ~/.claude/skills/migrate-component/SKILL.md on each developer's machine
C. As a detailed instruction block in the project's root CLAUDE.md file
D. In the project's.claude/settings.json using a skillOverrides entry to register and define the workflow

Answer: A

Explanation:
A project-scoped skill is available to everyone working in that repository and stays synchronized through version control. The skill directory name exposes it as /migrate-component.

NEW QUESTION # 66
......

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