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Anthropic CCA-F Exam Syllabus Topics:

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

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q94-Q99):

NEW QUESTION # 94
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's CLAUDE.md includes a rule: "Use 4-space indentation and always run Prettier formatting." Despite this, code reviews reveal that roughly 30% of files Claude Code generates use inconsistent formatting - sometimes 2-space indentation, sometimes missing trailing commas. Adding emphasis ("IMPORTANT: You MUST use Prettier formatting") reduces violations to about 15%, but doesn't eliminate them. What is the most effective way to ensure all generated code is consistently formatted?

A. Extract the formatting rules into a dedicated skill that Claude loads automatically when generating code, with more detailed examples of correct formatting.
B. Split the formatting rules into path-scoped .claude/rules/files that load when Claude works on matching file types.
C. Configure a PostToolUse hook with an Edit|Write matcher that automatically runs Prettier on each file Claude modifies.
D. Add a Stop hook with a prompt-based check that evaluates whether generated code follows formatting standards and prompts Claude to fix violations.

Answer: C

Explanation:
Hooks provide deterministic enforcement. Running Prettier automatically after every file edit or write guarantees consistent formatting, whereas instructions, rules, skills, or prompt-based checks still depend on model compliance.

NEW QUESTION # 95
Which configuration ensures Claude will strictly invoke a specific data extraction tool rather than returning conversational text?

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

Answer: D

Explanation:
Forcing a specific tool with tool_choice: {"type": "tool", "name": "..."} ensures a particular tool runs, which guarantees schema compliance for strict extraction tasks. The 'any' setting forces the model to use a tool, but allows it to choose which one.

NEW QUESTION # 96
Why is it considered an architectural anti-pattern to configure the exact same Claude session to review its newly generated code?

A. It exceeds the maximum token limit of the context window during the generation phase.
B. The Message Batches API does not support synchronous self-review workflows.
C. Tools invoked during the first pass are permanently locked and cannot be reused in the review pass.
D. The reviewer retains the reasoning context and assumptions from the generation phase, creating confirmation bias.

Answer: D

Explanation:
Same-session self-review is an anti-pattern because the model retains the context and reasoning from the generation phase, leading to a blind spot or confirmation bias. Independent review instances with fresh contexts are much more effective at objectively evaluating code.

NEW QUESTION # 97
Which statements correctly describe the relationship between JSON schemas and validation loops in structured extraction? Choose 2 correct answers.

A. Semantic errors (e.g., values placed in wrong fields) are prevented entirely by strict JSON schemas.
B. Validation retries are most effective when the required information is completely missing from the document.
C. tool_use eliminates schema syntax errors, greatly reducing the need for syntax-focused retries.
D. Validation loops are necessary to catch semantic errors, such as line items failing to sum to the extracted total.

Answer: C,D

Explanation:
Tool use guarantees structural compliance (eliminating JSON syntax errors), but it does not guarantee semantic correctness. Therefore, validation loops are still absolutely necessary to catch semantic errors like bad mathematical summations or values placed in the wrong fields.

NEW QUESTION # 98
Why is configuring the exact same Claude session to review its newly generated pull request code considered an architectural anti-pattern?

A. It typically exceeds the maximum token limit of the context window during the generation phase.
B. The Message Batches API does not support synchronous self-review workflows.
C. Tools invoked during the first pass are permanently locked and cannot be reused in the review pass.
D. The reviewer retains the reasoning context and assumptions from the generation phase, creating confirmation bias.

Answer: D

NEW QUESTION # 99
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