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Anthropic Claude-Architect Exam Questions & Verified Answers

Prepare for Claude Certified Architect Foundations with expert-reviewed Claude-Architect questions and answers. Try free samples, strengthen your understanding and rehearse your timing in the simulator.

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Practice questions
Previews from the Claude Architect Foundations CCAR-F free simulator sample

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Question 1
Your schema includes a `skills: string[]` field. Production monitoring reveals three consistency issues: (1) compound phrases like "Python and SQL" are sometimes kept as one entry, sometimes split; (2) implied but unstated skills occasionally appear in extractions; (3) similar documents produce wildly different array lengths (5-10 vs 40+ entries). Your prompt currently says "Extract all skills mentioned." What's the most effective improvement?
Question 2
Your extraction system exposes three tools: `extract_fields`, whose schema-validated JSON output is written to your database, plus `lookup_vendor` and `flag_for_review`, which support operator questions and edge cases. Every submitted document must produce an `extract_fields` record. In testing, when an operator submits a document with a request like "extract this invoice and check whether the vendor already exists," Claude sometimes calls only `lookup_vendor` and never calls `extract_fields`, so no record is written. Which approach guarantees an `extract_fields` call for every submitted document while still allowing Claude to handle the rest of the operator's request?
Question 3
Your extraction pipeline validates outputs against JSON schemas, but you need to implement human review given limited reviewer capacity (they can handle approximately 5% of total extraction volume). What's the most effective basis for selecting which extractions to route for human review?
Question 4
Monitoring shows 12% of extractions fail Pydantic validation with specific errors like "expected float for quantity, got '2 to 3'". Retrying these requests without modification produces identical failures. What's the most effective approach to recover from these validation failures?
Question 5
Your extraction system implements automatic retries when validation fails. On each retry, the specific validation error is appended to the prompt. This retry-with-error-feedback approach resolves most failures within 2-3 attempts. For which failure pattern would additional retries be LEAST effective?
Question 6
Your system extracts event metadata (date, location, organizer, attendee_count) from news articles using a JSON schema with all nullable fields. During evaluation, you observe the model frequently generates plausible but incorrect values for fields not mentioned in the article—for example, outputting "500" for attendee_count when the source contains no attendance information. What's the most effective way to reduce these false extractions?

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Claude Certified Architect Foundations

Claude-Architect Exam Topics and Study Plan

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For Claude-Architect, start with the current Anthropic exam objectives. Use this checklist to turn each domain into a concrete study task.

  1. 1.Find the current Claude-Architect exam guide and list every objective in your own words.
  2. 2.For each objective, explain the concept and complete a practical example where possible.
  3. 3.Use practice questions to find weak areas, then return to the matching official documentation.

Recommended Experience Before You Start

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Plan Your Revision

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  1. 1

    Check the current objectives

    Make a checklist from the official Claude-Architect objectives and mark the skills you can already demonstrate.

  2. 2

    Build understanding

    Study one objective at a time. Use official documentation and practical exercises to work on gaps.

  3. 3

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    Use the Claude-Architect question library to check your understanding. Review why each answer is correct before moving on.

  4. 4

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