Anthropic CCA-F

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Anthropic CCA-F Exam Syllabus Topics:

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

1. The synthesis agent receives summarized findings from the web search and document analysis agents, then passes a consolidated summary to the report generator. During testing, you discover the generated reports make factual claims without proper citations - the report generator cannot attribute statements to their original sources because that metadata was lost during the summarization steps. What's the most effective approach to ensure proper source attribution in the final reports?

A) Have the report generator query the web search agent to re-locate sources for claims in the final report.
B) Instruct the synthesis agent to embed source references inline within its summary text using a consistent citation format.
C) Have each agent output structured data separating content summaries from source metadata (URLs, document names, page numbers).
D) Skip summarization and pass full raw outputs from web search and document analysis directly to the report generator.

2. An application frequently repeats the same background instructions in every API request. What is a potential downside?

A) Reduced model capability.
B) Increased hallucinations only.
C) Higher token usage and cost.
D) Lower reliability.

3. You are using Claude Code to accelerate software development. Your team uses it for code generation, refactoring, debugging, and documentation. You need to integrate it into your development workflow with custom slash commands, CLAUDE.md configurations, and understand when to use plan mode vs direct execution.
Your team's CLAUDE.md includes a rule: "Use 4-space indentation and always run Prettier formatting." Despite this, code reviews reveal that roughly 30% of files Claude Code generates use inconsistent formatting - sometimes 2-space indentation, sometimes missing trailing commas. Adding emphasis ("IMPORTANT: You MUST use Prettier formatting") reduces violations to about 15%, but doesn't eliminate them. What is the most effective way to ensure all generated code is consistently formatted?

A) Configure a PostToolUse hook with an Edit|Write matcher that automatically runs Prettier on each file Claude modifies.
B) Add a Stop hook with a prompt-based check that evaluates whether generated code follows formatting standards and prompts Claude to fix violations.
C) Extract the formatting rules into a dedicated skill that Claude loads automatically when generating code, with more detailed examples of correct formatting.
D) Split the formatting rules into path-scoped .claude/rules/files that load when Claude works on matching file types.

4. Which statement BEST describes Retrieval-Augmented Generation?

A) It compresses model weights.
B) It changes token pricing.
C) It permanently retrains Claude.
D) It supplies relevant external knowledge during inference.

5. You are building developer productivity tools using the Claude Agent SDK. The agent helps engineers explore unfamiliar codebases, understand legacy systems, generate boilerplate code, and automate repetitive tasks. It uses the built-in tools (Read, Write, Bash, Grep, Glob) and integrates with Model Context Protocol (MCP) servers.
Your agent needs to insert a new helper function into the middle of a 150-line utility module, between two existing functions. The Edit tool fails because its old_string parameter cannot find unique text to match - the file has repetitive docstrings, variable names, and structural patterns.
What's the most reliable way to complete this insertion?

A) Use Bash to append the function definition to the end of the file using heredoc syntax
B) Use Edit with an extremely long old_string capturing 30+ lines of context to guarantee uniqueness
C) Use Edit's replace_all parameter to target a common pattern and embed the new function in the replacement text
D) Use Read to load the file, add the function at the appropriate location, then Write the updated file

Solutions: