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

1. Which of the following is considered a valid, architecturally sound trigger for escalating an autonomous agent session to a human agent?

A) The customer's text exhibits highly negative sentiment.
B) A policy gap is detected that is not covered by existing knowledge base rules.
C) The model's self-reported conversational confidence score drops below 0.6.
D) The conversation length exceeds 5 turns.

2. A developer at builds an MCP server to standardize repetitive actions for the engineering team. They want to provide ready-to-use message sequences with specific formatting instructions that bypass the need for users to write them from scratch. Which MCP component fulfills this requirement?

A) MCP Subagents
B) MCP Resources
C) MCP Prompts
D) MCP Tools

3. How should subagents handle transient failures before propagating errors to the coordinator?

A) Silently drop the failed query and proceed with other data sources without notifying the coordinator.
B) Implement local error recovery within the subagent and only propagate errors that cannot be resolved locally.
C) Use a PreToolUse hook to block the error from reaching the coordinator entirely.
D) Immediately propagate all failures to ensure the coordinator maintains full observability.

4. A pull request modifies 14 files across a application. A single-pass automated review produces superficial comments, misses obvious bugs, and provides contradictory feedback. How should the review architecture be redesigned to resolve this?

A) Run three independent reviews on the full PR and only flag issues that reach consensus.
B) Require developers to manually split the PR into smaller submissions.
C) Switch to a model with a larger context window to process all files simultaneously.
D) Split the review into focused passes: analyze each file individually for local issues, followed by a separate integration pass for cross-file data flow.

5. Which of the following describe valid core components and capabilities provided by an MCP server integration? Choose 2 correct answers.

A) Exposing Tools that allow the agent to execute actions or mutations on external systems.
B) Automatically training custom embedding models for proprietary semantic search pipelines.
C) Exposing Resources that provide static or parameterized data catalogs to the client.
D) Persisting cross-session conversation memory natively inside the MCP client.

Solutions: