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

1. An automated data extraction pipeline reports 96% aggregate accuracy, but downstream users complain about frequent errors on unstructured contracts. What is the most likely cause of this discrepancy?

A) The pipeline lacks a PostToolUse hook for error catching.
B) Aggregate accuracy metrics are masking poor performance on specific document types (e.g., contracts vs receipts).
C) The model's temperature parameter is set too low for contract analysis.
D) The system is experiencing the 'lost in the middle' effect.

2. When authoring a complex skill, relying on a massive 2000-line SKILL. md file wastes context window tokens. Which of the following describe the recommended "progressive disclosure" architectural pattern? Choose 2 correct answers.

A) Use the fork_session command explicitly on line 1 of the markdown to split the file structure.
B) Keep the SKILL .md file under 500 lines and link to supporting reference files that Claude reads only when needed.
C) Store executable validation code in a scripts/ directory and instruct Claude to run them rather than read their contents.
D) Configure an automatic /compact command to execute every 10 turns within the skill definition.

3. Which prompt strategy is most effective at reducing false positives in an automated code review system?

A) Ask the model to "find all code issues" to ensure nothing is missed.
B) Use a temperature of 0.0 to ensure deterministic outputs.
C) Provide explicit, measurable criteria like "flag functions exceeding 50 lines".
D) Instruct the model to only report high-confidence findings.

4. A developer at quicktechie.com wants to configure Claude Code to always use their preferred Vim keybindings, without enforcing this standard on the rest of their team. Where must this configuration be placed?

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

5. An MCP tool configured for a quicktechie.com application fails to connect to its backend database due to a timeout. Why is it considered a critical anti-pattern to silently return an empty JSON array [] for this failure?

A) It misleads the agent into believing the search was successfully executed but yielded zero matches, causing catastrophic misunderstandings.
B) It immediately triggers a fatal exception that terminates the entire agentic loop.
C) It automatically triggers an infinite retry loop that consumes unnecessary tokens.
D) It forces the Claude API to throw a schema validation error.

Solutions: