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Anthropic Claude Certified Architect - Foundations : CCAR-F
- Exam Code: CCAR-F
- Exam Name: Claude Certified Architect - Foundations
- Updated: Oct 27, 2026
- Q & A: 191 Questions and Answers
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Anthropic CCAR-F Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Claude Code Configuration & Workflows | 20% | - Claude Code
|
| Context Management & Reliability | 15% | - Context handling
|
| Tool Design & MCP Integration | 18% | - Tool integration
|
| Agentic Architecture & Orchestration | 27% | - Agentic architecture patterns
|
| Prompt Engineering & Structured Output | 20% | - Prompt design
|
Anthropic Claude Certified Architect - Foundations Sample Questions:
Question #1
An application frequently repeats the same background instructions in every API request. What is a potential downside?
- A. Higher token usage and cost.
- B. Increased hallucinations only.
- C. Reduced model capability.
- D. Lower reliability.
Correct Answer: A 🗳️
Explanation: Only visible for ITExamSimulator members. You can sign-up / login (it's free).
Question #2
An enterprise wants Claude responses to remain professional across every interaction. Where should tone instructions primarily reside?
- A. Retrieved documents
- B. User prompt only
- C. System prompt
- D. API key description
Correct Answer: C 🗳️
Explanation: Only visible for ITExamSimulator members. You can sign-up / login (it's free).
Question #3
Production reviews reveal inconsistent handling of uncertainty in final reports. Sometimes conflicting subagent findings are synthesized into a single confident statement (losing nuance), while other times reports over-hedge with excessive qualifications (becoming unhelpful). When the web search agent returns "industry analysts estimate $50B market size (methodology varies)" and the document analysis agent returns "peer-reviewed study estimates $35B (±$7B, 95% CI)," the coordinator either picks one arbitrarily or produces vague statements like "the market may be
$35B-$50B depending on factors." What systematic approach best addresses this?
- A. Implement a confidence calibration layer that normalizes subagent uncertainty expressions to standardized probability scores (0.0-1.0), then weight-average findings by their calibrated confidence.
- B. Configure subagents to only report findings meeting a high-confidence threshold, filtering uncertain information before it reaches the coordinator.
- C. Instruct the synthesis agent to structure reports with explicit sections distinguishing well- established findings from contested ones, preserving original source characterizations and methodological context.
- D. Add a verification subagent that cross-references findings across sources, only passing claims to synthesis that are corroborated by at least two independent sources.
Correct Answer: C 🗳️
Explanation: Only visible for ITExamSimulator members. You can sign-up / login (it's free).
Question #4
Your pipeline runs:
PROMPT="You are a code reviewer."
PROMPT="$PROMPT Analyze the provided diff"
PROMPT="$PROMPT for bugs, security issues,"
PROMPT="$PROMPT and style violations."
claude -p \
--dangerously-skip-permissions \
--system-prompt "$PROMPT" < diff.txt
The reviews complete and return feedback, but Claude comments only on the piped diff--it never reads surrounding files in the checked-out repository to understand broader context, even when the diff modifies a function called by many other modules. Which change to the invocation will cause Claude to read related repository files while still applying your custom review instructions?
- A. Remove --system-prompt entirely and place the review instructions in a root-level CLAUDE.md because --system-prompt is incompatible with tool use under -p.
- B. Keep --system-prompt and add --allowedTools "Read, Glob, Grep" because non-interactive -p mode otherwise disables filesystem tools.
- C. Stop piping the diff through standard input and embed it in the prompt string so Claude Code treats the invocation as an agentic session rather than a stream-processing operation.
- D. Replace --system-prompt with --append-system-prompt so the review instructions are added to Claude Code's default prompt instead of overwriting its built-in file-reading and code-navigation guidance.
Correct Answer: D 🗳️
Explanation: Only visible for ITExamSimulator members. You can sign-up / login (it's free).
Question #5
After the web search agent finds 25 sources (120K tokens of raw content), the document analysis agent extracts key insights (15K tokens), and the synthesis agent produces a coherent narrative draft (3K tokens), the coordinator must pass context to the report generation agent for the final output with proper source citations. What context-passing strategy provides the best balance of completeness and efficiency?
- A. Pass a condensed summary of all prior stages that preserves the main findings and attributes them to sources by name only.
- B. Pass the synthesis draft along with a structured source index that maps key claims to their source URLs and relevant excerpts.
- C. Pass the full accumulated context from all prior agents.
- D. Pass only the synthesis draft and have a separate post-processing pipeline match claims to sources and insert citations after the report is generated.
Correct Answer: B 🗳️
Explanation: Only visible for ITExamSimulator members. You can sign-up / login (it's free).
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