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Anthropic CCA-F Exam Syllabus Topics:

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

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q23-Q28):

NEW QUESTION # 23
Which of the following is considered a valid, architecturally sound trigger for escalating an autonomous agent session to a human agent?

A. The conversation length exceeds 5 turns.
B. A policy gap is detected that is not covered by existing knowledge base rules.
C. The customer's text exhibits highly negative sentiment.
D. The model's self-reported conversational confidence score drops below 0.6.

Answer: B

Explanation:
Valid escalation triggers include policy gaps, explicit customer requests for a human, capability limits, and business thresholds. Sentiment and self-reported confidence are unreliable metrics and are considered escalation anti-patterns.

NEW QUESTION # 24
What is the primary architectural advantage of using glob-pattern rules in a . claude/rules/ file rather than placing a CLAUDE. md file in a subdirectory?

A. Glob patterns allow conventions to apply to files by type regardless of their directory location, which is essential for conventions that span multiple directories.
B. Glob patterns disable Claude's semantic inference, forcing it to use exact keyword matching for all prompts.
C. Glob patterns automatically apply the rules to the global system-level /etc/c1aude/CLAUDE .md configuration.
D. Glob patterns bypass the Model Context Protocol (MCP) server requirements for fetching dynamic rules.

Answer: A

Explanation:
The advantage of glob-pattern rules over directory-level CLAUDE.md files is that they can apply conventions to files spread across the codebase by type regardless of directory location (e.g., test files located next to components). Subdirectory CLAUDE.md files only apply to that specific directory and its children.

NEW QUESTION # 25
You need to deterministically block any refund transaction that exceeds $500, escalating it to a human instead. What is the architecturally correct method to enforce this critical business rule using the Agent SDK?

A. Add a strong, capitalized warning in the agent's system prompt forbidding refunds over $500.
B. Implement a hook (e.g., PostToolUse or PreToolUse) to programmatically intercept and block the tool call execution.
C. Provide 5 negative few-shot examples showing the agent successfully refusing high-value refunds.
D. Set the agent's tool_choice parameter to auto so it can assess the financial risk dynamically.

Answer: B

Explanation:
Critical business rules requiring deterministic enforcement must use programmatic hooks. Relying on prompt instructions or few-shot examples is probabilistic and leaves a non-zero chance that the LLM will ignore the rule. Hooks run as code and provide 100% reliable enforcement.

NEW QUESTION # 26
Which iterative refinement strategy involves writing a test suite covering expected behavior and edge cases before implementation, then sharing subsequent test failures with Claude to guide progressive code improvements?

A. Multi-Pass Review
B. The Interview Pattern
C. Prompt Chaining
D. Test-Driven Iteration

Answer: D

Explanation:
Test-driven iteration gives Claude a concrete, verifiable goal: writing test suites covering requirements before implementation, executing them, and sharing the specific test failures with Claude to guide progressive improvement until tests pass.

NEW QUESTION # 27
Which prompt strategy is most effective at reducing false positives in an automated code review system?

A. Provide explicit, measurable criteria like "flag functions exceeding 50 lines".
B. Use a temperature of 0.0 to ensure deterministic outputs.
C. Instruct the model to only report high-confidence findings.
D. Ask the model to "find all code issues" to ensure nothing is missed.

Answer: A

Explanation:
Explicit, measurable criteria enable automated validation of output quality, reduce ambiguity, and narrow the scope, directly reducing false positives. Asking for "all code issues" is too vague, and self-reported confidence is unreliable.

NEW QUESTION # 28
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