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

1. To optimize a structured data extraction pipeline, you want to route only the most uncertain documents to your limited pool of human reviewers. Which method provides the most reliable calibration for this routing?

A) Relying on the model's self-reported confidence score in the conversational text output.
B) Escalating documents based solely on the aggregate accuracy metric of the entire pipeline.
C) Routing any document that triggers a validation-retry loop more than once.
D) Having the model output field-level confidence scores, and calibrating those thresholds using a labeled validation set.

2. In Model Context Protocol architecture, what is the primary distinction between an MCP Tool and an MCP Resource?

A) Resources are hosted locally via stdio, whereas Tools are hosted remotely via HTTP.
B) Resources execute functions that perform backend mutations, whereas Tools expose data catalogs.
C) Resources provide pre-built conversation templates, whereas Tools provide context history.
D) Resources expose static or templated data that clients can fetch to inject into prompts, whereas Tools are executable functions that perform actions.

3. You are analyzing a massive legacy codebase and want to explore an alternative, potentially destructive refactoring approach without polluting your main session's context window. Which session management feature should you use?

A) / compact
B) fork session
C) - resume
D) / clear

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) Require developers to manually split the PR into smaller submissions.
B) Run three independent reviews on the full PR and only flag issues that reach consensus.
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. In a Continuous Integration (CI) pipeline, you run a script where a single Claude session generates a block of code and then immediately reviews its own changes in the same session. Why is this considered an architectural anti-pattern?

A) Same-session reviews trigger rate limiting automatically, breaking the CI/CD pipeline.
B) The Message Batches API does not support multi-turn tool calling within a single request.
C) It exceeds the maximum token limit for the context window, causing the session to silently truncate the generated code.
D) The reviewer retains the reasoning context from the code generation phase, creating confirmation bias and reducing the likelihood of catching subtle issues.

Solutions: