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

1. How can an architect split a massive, monolithic CLAUDE. md file to selectively include external standards files based on the current module?

A) By compiling a PreToolUse hook to merge files dynamically before generation.
B) By using the @import syntax to reference and pull in external markdown files.
C) By utilizing the #include macro inside the file's YAML frontmatter.
D) By specifying an allowed-tools array pointing to specific directories.

2. An agent at quicktechie.com needs to process diverse data and has been given access to 18 different tools. You notice the agent frequently misroutes requests and selects the wrong tool. What is the most architecturally sound fix?

A) Reduce the tool count to 4-5 per agent by distributing the tools across specialized subagents.
B) Set tool_choice: "any" so the agent can parallelize the execution of all 18 tools simultaneously.
C) Combine all 18 tools into a single monolithic tool with 20+ optional parameters to simplify the list.
D) Switch to a higher-tier model with a larger context window so it can comprehend all 18 schemas perfectly.

3. When designing an autonomous customer support agent, you must explicitly program the conditions under which it stops attempting to solve the problem and escalates to a human. Which of the following are valid, objective escalation triggers? Choose 2 correct answers.

A) The agent assesses its own confidence level to be below 0.6 out of 1.0.
B) The agent detects a policy gap where no existing rule covers the customer's specific situation.
C) The customer explicitly demands to speak with a human representative.
D) The customer expresses high frustration and uses negative sentiment words.

4. When designing JSON schemas for an extraction tool, which of the following practices are highly recommended for reliability? Choose 2 correct answers.

A) Defining fields as optional or nullable (e.g., "["string "null"]) to prevent fabrication of missing data.
B) Setting tool_choice: "auto" to guarantee structural compliance across all documents.
C) Omitting the required array entirely to give the model maximum flexibility.
D) Including an other enum value alongside a detail string field to handle ambiguous or extensible categories.

5. A data extraction pipeline fails because the line items do not sum to the extracted total. How should the follow-up retry request be structured for the highest probability of success?

A) Automatically increase the model's temperature parameter and resubmit the original prompt.
B) Send a follow-up request including the original document, the failed extraction, and the specific validation error details.
C) Return a generic message: There were errors in your extraction. Please try again.
D) Clear the context window completely and ask for the specific field that failed.

Solutions: