100% Pass Quiz 2026 Latest Anthropic CCA-F: Claude Certified Architect Foundations (CCA-F) Exam Study Guide

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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Claude Code Workflows & Configuration	20%	- Claude Code operational patterns 1. Plan mode vs execution mode 2. CI/CD and workflow integration
Topic 2: Agentic Architecture & Orchestration	27%	- System orchestration patterns 1. Task decomposition strategies 2. Hub-and-spoke agent systems - Agentic loop design and execution lifecycle 1. Tool use decision flow (tool_use vs end_turn) 2. Multi-agent coordination and delegation patterns
Topic 3: Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. Tool schema design 2. MCP client/server integration patterns
Topic 4: Prompt Engineering & Structured Output	20%	- Reliable structured generation 1. Schema-guided outputs 2. Prompt patterns for agents
Topic 5: Context Management & Reliability	15%	- Long-context optimization 1. Context window management 2. Reliability and retry strategies

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q108-Q113):

NEW QUESTION # 108
You are designing an MCP tool to look up customer orders. Which approach to tool descriptions is recommended to ensure reliable tool selection by Claude?

A. Include the input format, example queries, edge cases, and boundaries explaining when to use it versus similar tools.
B. Keep the description under 10 words to save context window tokens.
C. Leave the description blank and rely on Claude's semantic understanding of the tool's name.
D. Use the description solely to list the required JSON properties.

Answer: A

Explanation:
Tool descriptions act as the primary mechanism LLMs use for tool selection. A well-designed tool description must be detailed and include input formats, example queries, edge cases, and explicit boundary instructions explaining when to use it versus similar tools to prevent misrouting.

NEW QUESTION # 109
Why is it critical to require subagents to include publication or data collection dates in their structured outputs before passing them to a downstream synthesis agent?

A. To sort the JSON keys alphabetically and reduce context window token consumption.
B. To automatically trigger the Message Batches API's 24-hour processing window logic.
C. To prevent temporal differences in the underlying data from being misinterpreted by the synthesis agent as direct factual contradictions.
D. To ensure strict ISO 8601 validation passes when using the tool_choice: " any" parameter.

Answer: C

Explanation:
Requiring publication or collection dates in structured outputs is essential because it prevents temporal differences (e.g., a 2022 revenue report vs a 2024 revenue report) from being misinterpreted by the synthesis agent as a contradiction in facts.

NEW QUESTION # 110
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 direct execution to examine the stack trace, read the relevant code, and implement a fix once you identify the root cause.
B. Start with direct execution to gather initial information, then switch to plan mode to design a comprehensive solution before implementing any changes.
C. Enter plan mode to explore the module's architecture and dependencies before attempting any fixes.
D. Use plan mode to analyze the error in context of the module's design, enumerate potential root causes, and prioritize fixes systematically.

Answer: C

Explanation:
Because the module is unfamiliar, plan mode allows safe, read-only investigation of the stack trace, relevant code, and dependencies before changing production code. Anthropic recommends planning when working with unfamiliar code.

NEW QUESTION # 111
During a tool execution step, your agent's lookup_customer tool fails to connect to the external database due to a timeout. What is the architecturally correct way to handle this error and propagate it back to Claude?

A. Throw a fatal system exception to immediately terminate the agentic loop and trigger a fallback to a human operator.
B. Return a structured error response with isError: true, specify the error category (e.g., timeout), indicate if it is retryable, and provide context about what was attempted.
C. Silently return an empty JSON array [J so the agent can smoothly transition to trying an alternative lookup method.
D. Return a generic string like { "error" : " Operation failed" } to prevent leaking internal database infrastructure details to the LLM.

Answer: B

Explanation:
Access failures (e.g., timeouts, database down) must be explicitly distinguished from empty results (e.g., checked database, found zero matches). Returning a structured error with isError, errorCategory, and isRetryable gives the agent the context it needs to make an intelligent recovery decision. Returning an empty array for an access failure is a catastrophic anti-pattern.

NEW QUESTION # 112
Which of the following strategies effectively manage context degradation in long-running exploratory sessions? Choose 2 correct answers.

A. Persisting key findings and intermediate states in external scratchpad files that survive context resets.
B. Continuously summarizing 'case facts' blocks to free up space.
C. Delegating verbose exploration output to subagents to keep the main coordinator's context clean.
D. Increasing the model's temperature parameter to encourage creative context recovery.

Answer: A,C

Explanation:
Delegating verbose exploration to subagents (who return only concise summaries to the main thread) and using external scratchpad files to persist key findings across context boundaries effectively mitigate context degradation. Summarizing 'case facts' defeats their purpose, and temperature adjustments do not fix context limits.

NEW QUESTION # 113
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