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Anthropic CCA-F Exam Syllabus Topics:

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

1. Your send_notification tool calls third-party messaging APIs. When these services time out during delivery, you cannot determine whether the message was actually sent. Currently, the tool returns is_error: true with a generic "Notification failed" message for all timeouts. Production monitoring reveals agents automatically retry these failures, frequently causing users to receive duplicate notifications. How should you modify the error response?

A) Return is_error: true with a structured field retry_safe: true for timeouts, distinguishing them from permanent failures that should not be retried.
B) Return is_error: true with a message communicating uncertainty: "Timeout - status unknown.
Message may have been sent. Avoid retry."
C) Return is_error: true with the original message content echoed back.
D) Return is_error: true with a message encouraging retry: "Delivery service temporarily unavailable.
Please retry the notification."

2. Which factor MOST directly affects API cost?

A) Screen resolution
B) Internet speed
C) Number of processed tokens
D) CPU clock frequency

3. 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 has spent 25 minutes exploring a game engine's rendering subsystem -reading shader code, buffer management, and frame synchronization logic. An engineer now asks it to understand how the physics engine integrates with rendering for collision debug overlays. You notice recent responses reference "typical rendering patterns" rather than the specific VulkanPipeline and FrameGraph classes it discovered earlier.
What's the most effective approach?

A) Summarize key rendering findings, then spawn a sub-agent for physics exploration with that summary in its initial context.
B) Spawn a sub-agent to explore physics independently, then manually synthesize its findings with the rendering knowledge accumulated in the main conversation.
C) Continue in the current context with more targeted prompts referencing the specific classes by name.
D) Use /clear to reset context completely, then start fresh with physics exploration using file paths from the project's CLAUDE.md.

4. A company is building its first production Claude application. Which principle should guide the initial deployment?

A) Maximize prompt complexity immediately.
B) Optimize only for response speed.
C) Disable monitoring to reduce costs.
D) Start with a simple design and iteratively evaluate improvements.

5. You are building a multi-agent research system using the Claude Agent SDK. A coordinator agent delegates to specialized subagents: one searches the web, one analyzes documents, one synthesizes findings, and one generates reports. The system researches topics and produces comprehensive, cited reports.
When researching "renewable energy adoption," the web search agent returns recent statistics (2024: 35% adoption) while the document analysis agent extracts data from internal reports (2021: 18% adoption). The synthesis agent incorrectly flags these as contradictory sources rather than recognizing the data shows growth over time. What change would best enable the synthesis agent to correctly interpret such temporal differences?

A) Add a conflict resolution agent that automatically discards older data when newer data exists for the same metric.
B) Instruct the synthesis agent to always treat the most recent data as authoritative and place older findings in a separate historical appendix.
C) Configure the web search agent to only return results from the past 6 months.
D) Require subagents to include publication or data collection dates in their structured outputs.

Solutions: