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

1. To systematically analyze why developers dismiss certain automated code review findings in a quicktechie.com application, which architectural pattern should be implemented?

A) Execute a multi-pass review on every pull request to ensure consensus.
B) Use the Message Batches API to delay findings until end-of-week review.
C) Run a separate classifier model to predict which findings will be ignored.
D) Add a detected_pattern field to the structured findings to track and aggregate dismissal reasons.

2. A developer is using a multi-agent system to analyze a massive legacy codebase. The coordinator agent is running out of context window space because the search tool returns verbose file contents and exploration noise. What is the best pattern to mitigate this context degradation?

A) Force the coordinator agent to use the Bash tool to run grep manually instead of reading files.
B) Share the full coordinator conversation history with all subagents to ensure maximum context propagation.
C) Delegate the verbose file-by-file exploration to a subagent, which then returns only a synthesized summary of its findings back to the coordinator's context.
D) Switch from dynamic adaptive decomposition to static prompt chaining to force a linear review path.

3. In an extended exploration session, which built-in Claude Code command is explicitly used to reduce context usage when the window fills with verbose discovery output?

A) - - resume
B) / init
C) / clear
D) / compact

4. You are designing custom MCP tools for a quicktechie.com backend system. Why is it considered an architectural anti-pattern to design a single, monolithic process_data tool with 20 optional parameters for extraction, summarization, and verification?

A) MCP servers do not support passing complex nested JSON objects required by optional parameters.
B) The Claude API strictly limits individual tool schemas to a maximum of 5 parameter properties.
C) It triggers automatic prompt caching invalidation upon every execution.
D) Massive generic tools degrade tool selection reliability; they should be split into purpose-specific tools with defined input/output contracts.

5. How can you enforce that Claude Code outputs results from a CI/CD code review in a strictly machine-parseable format?

A) Option A
B) Option B
C) Option C
D) Option D

Solutions: