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

1. In an automated code review workflow, why is it considered a major architectural anti-pattern to have the same Claude session both generate code and subsequently review its own generated changes?

A) Tools invoked during the first pass are permanently locked and cannot be reused in the review pass.
B) The Message Batches API does not support multi-turn tool calling within a single request.
C) It exceeds the maximum token limits for the context window during the generation phase.
D) The reviewer retains the reasoning context and assumptions from the generation phase, creating confirmation bias.

2. During a long-running customer support session, the agent repeatedly summarizes the conversation history to save context space. By turn 10, the agent forgets the customer's specific account number and the exact promotional price they were quoted. How should you redesign the context management to prevent this?

A) Store the conversation in an external database and run a lexical search query on every turn.
B) Restart the session from scratch after 5 turns and ask the customer to repeat their details.
C) Extract transactional facts into an immutable 'case facts' block positioned at the start of the context that is never summarized.
D) Increase the frequency of progressive summarization to occur every 2 turns instead of 5.

3. When designing the role of the coordinator agent in a multi-agent system, which of the following practices are recommended? Choose 2 correct answers.

A) Forcing all queries through a flat architecture pipeline to maximize cross-agent state sharing.
B) Routing all inter-subagent communication through the coordinator to maintain observability and consistent error handling.
C) Analyzing query requirements and dynamically selecting which subagents to invoke rather than always routing through the full pipeline.
D) Decomposing broad research topics into overly narrow subtasks to save context tokens at the risk of coverage gaps.

4. A PreToolUse hook is configured to intercept and block unauthorized file reads based on restricted file paths. How does the hook properly communicate the specific blocking reason back to Claude so the model can adapt?

A) By overriding the context window entirely with an 'access denied' templated message.
B) By returning an exit code of 2 and writing the explanation to standard error, which is fed back as context.
C) By completely terminating the session and initiating a new one with a revised system prompt.
D) By silently returning an empty JSON array [ ] to the context window.

5. A developer at quicktechie.com is assigned a task to migrate a core utility library that is imported by over 45 different files across the repository. Which execution approach should the developer take?

A) Start with Direct Execution, and manually switch to Plan Mode only if unexpected compilation errors occur.
B) Use Direct Execution to make incremental changes and let the implementation naturally reveal dependency boundaries.
C) Use a custom slash command designed to bypass context limits.
D) Use Plan Mode to explore the codebase, understand dependencies, and design an architectural approach before committing to file modifications.

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