Anthropic CCA-F real exam prep : Claude Certified Architect Foundations (CCA-F)

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Anthropic CCA-F Exam Syllabus Topics:

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

1. The web search agent has gathered several relevant sources for a research topic. The document analysis agent now needs to examine these sources. How does information typically flow between these two specialized subagents?

A) The web search agent directly invokes the document analysis agent, passing the discovered sources as parameters.
B) Both agents access a shared memory store where the web search agent writes findings and the document analysis agent reads them.
C) The agents communicate through an event-driven message queue, with the document analysis agent subscribing to web search completion events.
D) The coordinator agent receives the web search agent's output and includes relevant findings in the prompt when invoking the document analysis agent.

2. In production, final reports frequently contain claims without proper source attribution.
Investigation shows that while the web search and document analysis agents correctly attach citations to their outputs, the synthesis agent loses track of which sources support which conclusions when combining findings. What's the most effective architectural change?

A) Require all subagents to output structured claim-source mappings that the synthesis agent must preserve and merge when combining findings from multiple sources.
B) Add a verification step where the report generator uses semantic similarity matching against original sources to reconstruct which claims came from which documents.
C) Have the coordinator inject source identifier prefixes into text before each handoff, then parse these prefixes at report generation to reconstruct citations.
D) Maintain complete transcripts of all subagent interactions and add a citation-resolution agent to analyze logs and determine attributions before report generation.

3. A customer writes: "I've been going back and forth on this return for days. I just want to speak to someone who can actually help me." The agent has confirmed via lookup_order that the return is straightforward - within policy and eligible for immediate processing. What should the agent do?

A) Acknowledge frustration, inform them this is resolvable now, and offer to complete it or escalate
B) Call escalate_to_human immediately to honor the customer's request
C) Process the refund via process_refund to resolve the underlying issue, then inform them it's complete
D) Ask what specifically hasn't worked in previous attempts before deciding whether to escalate or resolve automatically

4. 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.
A critical bug is affecting production users. Error logs show exceptions in the OrderProcessing module with a clear stack trace pointing to a specific function. You haven't worked with this module before. What's the most effective approach?

A) Use plan mode to analyze the error in context of the module's design, enumerate potential root causes, and prioritize fixes systematically.
B) Enter plan mode to explore the module's architecture and dependencies before attempting any fixes.
C) Use direct execution to examine the stack trace, read the relevant code, and implement a fix once you identify the root cause.
D) Start with direct execution to gather initial information, then switch to plan mode to design a comprehensive solution before implementing any changes.

5. Your MCP server implements a check_availability tool that queries an external calendar API.
During testing, you encounter three error conditions: (1) the tool is called with a malformed request missing the required user_email parameter, (2) the calendar API returns a 404 because the specified user doesn't exist in the calendar system, and (3) the calendar API returns a 503 because the service is temporarily unavailable. How should each error be reported according to MCP's error handling design?

A) Report all three as JSON-RPC protocol errors.
B) Report all three as tool results with isError: true.
C) Report error 1 as a JSON-RPC protocol error; report errors 2 and 3 as tool results with isError:
true.
D) Report errors 1 and 2 as JSON-RPC protocol errors; report error 3 as a tool result with isError:
true.

Solutions: