Claude Certified Architect Foundations (CCA-F): CCA-F Exam
"Claude Certified Architect Foundations (CCA-F)", also known as CCA-F exam, is a Anthropic Certification. With the complete collection of questions and answers, iPassleader has assembled to take you through 112 Q&As to your CCA-F Exam preparation. In the CCA-F exam resources, you will cover every field and category in Claude Certified Architect Certification helping to ready you for your successful Anthropic Certification.
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- Updated on: Aug 07, 2026
- No. of Questions: 112 Questions & Answers
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- Updated on: Aug 07, 2026
- No. of Questions: 112 Questions & Answers
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Anthropic CCA-F Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Agentic Architecture & Orchestration | 27% | - Agent design patterns
|
| Topic 2: Context Management & Responsible AI | 15% | - Safety and compliance
|
| Topic 3: Prompt Engineering & Structured Output | 20% | - Structured data generation
|
| Topic 4: Tool Design & MCP Integration | 18% | - Tool definition and best practices
|
| Topic 5: Claude Code Configuration & Workflows | 20% | - Configuration files and structure
|
Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions:
1. Production logs show that when the agent handles complex billing disputes requiring 6+ tool calls, it sometimes exhausts its max_turns limit after gathering data but before completing resolution or escalating. The team's goal is to guarantee that every customer interaction ends with either a completed resolution or a human handoff, regardless of how the agent loop terminates. Which approach achieves this guarantee?
A) Add orchestration-layer code that checks the agent's outcome after each loop termination - if the loop ended without a completed resolution or escalation, programmatically call escalate_to_human with the accumulated conversation context and tool results.
B) Split the workflow into two sequential agent invocations - a first agent gathers information via get_customer and lookup_order, then a second agent receives that data and handles process_refund or escalate_to_human, each with separate turn budgets.
C) Implement a pre-tool-use hook that counts tool invocations and terminates the loop with an automatic escalation once the agent reaches 80% of its max_turns limit.
D) Add system prompt instructions telling the agent to call escalate_to_human with a summary of its findings whenever it determines it cannot complete resolution within its remaining actions.
2. An architect needs Claude to produce structured JSON that downstream software can parse automatically. Which prompting strategy is BEST?
A) Ask Claude to "respond normally."
B) Increase maximum output tokens only.
C) Use multiple unrelated examples.
D) Explicitly specify the required JSON schema and formatting rules.
3. You are building developer productivity tools using the Claude Agent SDK. The agent helps engineers explore unfamiliar codebases, understand legacy systems, generate boilerplate code, and automate repetitive tasks. It uses the built-in tools (Read, Write, Bash, Grep, Glob) and integrates with Model Context Protocol (MCP) servers.
An engineer submits two requests:
- Request A: "Rename the getUserData function to fetchUserProfile
everywhere it's used."
- Request B: "Improve error handling throughout the data processing
module - add try/catch blocks, meaningful error messages, and ensure
failures don't silently corrupt data."
For which request does specifying an explicit multi-phase workflow (such as analyze -> propose
-> implement with review) most improve outcome quality?
A) Both requests benefit equally
B) Request A, the function rename task
C) Neither request benefits significantly
D) Request B, the error handling task
4. Which prompt revision is MOST likely to improve output quality?
A) "Help me."
B) Use only uppercase letters.
C) Include objective, context, constraints, and expected format.
D) "Summarize this."
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 the synthesis draft along with a structured source index that maps key claims to their source URLs and relevant excerpts.
B) Pass only the synthesis draft and have a separate post-processing pipeline match claims to sources and insert citations after the report is generated.
C) Pass the full accumulated context from all prior agents.
D) Pass a condensed summary of all prior stages that preserves the main findings and attributes them to sources by name only.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: D | Question # 3 Answer: D | Question # 4 Answer: C | Question # 5 Answer: A |
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