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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Context Management & Reliability	15%	- Long-context optimization 1. Context window management 2. Reliability and retry strategies
Topic 2: Prompt Engineering & Structured Output	20%	- Reliable structured generation 1. Schema-guided outputs 2. Prompt patterns for agents
Topic 3: Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. MCP client/server integration patterns 2. Tool schema design
Topic 4: 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 5: Claude Code Workflows & Configuration	20%	- Claude Code operational patterns 1. Plan mode vs execution mode 2. CI/CD and workflow integration

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q27-Q32):

NEW QUESTION # 27
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.
Your agent has spent 25 minutes exploring a game engine's rendering subsystem -reading shader code, buffer management, and frame synchronization logic. An engineer now asks it to understand how the physics engine integrates with rendering for collision debug overlays. You notice recent responses reference "typical rendering patterns" rather than the specific VulkanPipeline and FrameGraph classes it discovered earlier.
What's the most effective approach?

A. Use /clear to reset context completely, then start fresh with physics exploration using file paths from the project's CLAUDE.md.
B. Spawn a sub-agent to explore physics independently, then manually synthesize its findings with the rendering knowledge accumulated in the main conversation.
C. Summarize key rendering findings, then spawn a sub-agent for physics exploration with that summary in its initial context.
D. Continue in the current context with more targeted prompts referencing the specific classes by name.

Answer: C

Explanation:
The current context is showing degradation and losing project-specific details. A focused summary preserves the relevant VulkanPipeline and FrameGraph findings, while a fresh sub- agent provides clean context for exploring physics and relating it to rendering.

NEW QUESTION # 28
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 prevent temporal differences in the underlying data from being misinterpreted by the synthesis agent as direct factual contradictions.
B. To ensure strict ISO 8601 validation passes when using the tool_choice: " any" parameter.
C. To sort the JSON keys alphabetically and reduce context window token consumption.
D. To automatically trigger the Message Batches API's 24-hour processing window logic.

Answer: A

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 # 29
When designing an agent to interact with a backend database, it is critical to distinguish between access failures and valid empty results.
Which of the following statements correctly describe handling these scenarios? Choose 2 correct answers.

A. An access failure should silently return an empty array C] to smoothly transition to alternative tools.
B. An access failure (e.g., database timeout) should return isError: true so the agent knows the check was not actually performed.
C. A valid empty result (searched successfully, but no matches) should return isError: false.
D. Both access failures and empty results should throw fatal exceptions to the coordinator to halt execution.

Answer: B,C

Explanation:
It is critical to distinguish between 'could not check' (access failure, isError: true) and 'checked and found nothing' (empty result, isError: false). Silently returning an empty array for an access failure misleads the agent into concluding the data does not exist.

NEW QUESTION # 30
Why is it considered an architectural anti-pattern to configure the exact same Claude session to review its newly generated code?

A. Tools invoked during the first pass are permanently locked and cannot be reused in the review pass.
B. The reviewer retains the reasoning context and assumptions from the generation phase, creating confirmation bias.
C. The Message Batches API does not support synchronous self-review workflows.
D. It exceeds the maximum token limit of the context window during the generation phase.

Answer: B

Explanation:
Same-session self-review is an anti-pattern because the model retains the context and reasoning from the generation phase, leading to a blind spot or confirmation bias. Independent review instances with fresh contexts are much more effective at objectively evaluating code.

NEW QUESTION # 31
According to best practices, which of the following scenarios should trigger a developer to use Plan Mode in Claude Code? Choose 2 correct answers.

A. When evaluating multiple valid approaches for a new feature implementation.
B. When adding a single console. log statement to a known file.
C. When fixing a minor typo in project documentation.
D. When implementing multi-file architectural changes.

Answer: A,D

Explanation:
Plan mode is specifically designed for complex tasks that involve multiple valid approaches, architectural decisions, and multi-file modifications. Simple, well-defined fixes like fixing typos or adding single log statements should use Direct Execution to avoid unnecessary overhead.

NEW QUESTION # 32
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