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Anthropic CCA-F Exam Syllabus Topics:

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

1. Which factor MOST directly affects API cost?

A) Screen resolution
B) Number of processed tokens
C) Internet speed
D) CPU clock frequency

2. Production logs reveal inconsistent error handling: when lookup_order fails, the agent sometimes retries 5+ times (wasteful when the order ID doesn't exist), sometimes escalates immediately (premature for temporary network issues), and sometimes asks users for clarification (inappropriate when the issue is a backend permission error). Investigation shows your MCP tool returns uniform error responses: {"isError": true, "content": [{"type": "text", "text": "Operation failed"}]}. The agent cannot distinguish between error types. What's the most effective improvement?

A) Enhance error responses with structured metadata: include errorCategory (transient/validation/permission), isRetryable boolean, and a description of what caused the failure.
B) Add few-shot examples to the system prompt demonstrating how to interpret error message patterns and select appropriate responses for each.
C) Create an analyze_error MCP tool the agent calls after any failure to determine the error category and recommended action.
D) Implement retry logic with exponential backoff in your MCP server for all errors, returning to the agent only after retries are exhausted.

3. Which prompt revision is MOST likely to improve output quality?

A) Use only uppercase letters.
B) "Summarize this."
C) Include objective, context, constraints, and expected format.
D) "Help me."

4. Your MCP server includes archive_file(file_id) and delete_file(file_id) tools. Production logs show the agent calls delete_file when users ask to "remove old backups," but company policy requires archiving backup files. Both tools currently have minimal descriptions: "Archives a file" and
"Deletes a file." Which change most directly improves tool selection for this scenario?

A) Add a confirmation step that requires users to type "CONFIRM DELETE" before delete_file executes.
B) Implement server-side validation that rejects delete_file calls for files tagged as backups, returning an error message suggesting archive_file.
C) Add few-shot examples to the system prompt demonstrating that requests involving "backup" or
"old" should use archive_file.
D) Expand tool descriptions to clarify use cases, adding guidance like "Do not use for backup files" to delete_file.

5. 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.
A critical bug is affecting production users. Error logs show exceptions in the OrderProcessing module with a clear stack trace pointing to a specific function. You haven't worked with this module before. What's the most effective approach?

A) Use plan mode to analyze the error in context of the module's design, enumerate potential root causes, and prioritize fixes systematically.
B) Use direct execution to examine the stack trace, read the relevant code, and implement a fix once you identify the root cause.
C) Enter plan mode to explore the module's architecture and dependencies before attempting any fixes.
D) Start with direct execution to gather initial information, then switch to plan mode to design a comprehensive solution before implementing any changes.

Solutions: