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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Claude Code Configuration & Workflows	20%	- Configuration files and structure 1. CLAUDE.md and rules system 2. Custom commands and workflows - CI/CD and development integration 1. Pipeline automation and review 2. Plan mode vs direct execution
Topic 2: Tool Design & MCP Integration	18%	- Tool definition and best practices 1. Error handling and validation 2. Tool descriptions and selection logic - Model Context Protocol (MCP) 1. MCP server and client setup 2. Tools, resources, and prompts integration
Topic 3: Agentic Architecture & Orchestration	27%	- Anthropic Agent SDK usage 1. Session state and context handling 2. Task spawning and tool management - Agent design patterns 1. Agent loops and control flow 2. Hub-and-spoke multi-agent systems
Topic 4: Context Management & Responsible AI	15%	- Context window optimization 1. Context retention and summarization 2. Token management and truncation strategies - Safety and compliance 1. Refusal handling and risk mitigation 2. Constitutional AI principles
Topic 5: Prompt Engineering & Structured Output	20%	- Advanced prompting techniques 1. System prompts and role framing 2. Few-shot and chain-of-thought prompting - Structured data generation 1. Output validation and reliability 2. JSON schema enforcement

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q74-Q79):

NEW QUESTION # 74
A developer grants a single Claude agent access to 18 different tools for a complex refactoring task. Production logs indicate that the agent frequently selects the wrong tool. What is the most effective architectural fix for this issue?

A. Switch to a higher-tier model with a larger context window to better process the 18 tool schemas.
B. Reduce the number of tools per agent to 4-5 by distributing the rest across specialized subagents.
C. Implement a routing layer that pre-selects tools based on keyword matching in the user's prompt.
D. Expand the tool descriptions to include more exhaustive examples and edge cases for all 18 tools.

Answer: B

Explanation:
Tool selection reliability degrades significantly when an agent is given too many tools (e.g., 18). The optimal approach is to scope tool access by keeping 4-5 tools per agent and distributing the rest across specialized subagents tailored to specific roles.

NEW QUESTION # 75
When using the Claude API, how must a system prompt be formatted to successfully utilize prompt caching?

A. Provide the system prompt as a standard string and set prompt_caching: true at the top level of the API request.
B. Structure the system prompt as a dictionary with a text block and include a cache_control field set to {"type": " ephemeral " }
C. Use the Message Batches API to ensure the system prompt is automatically cached across all batched requests.
D. Include the system prompt inside an XML block labeled .

Answer: B

Explanation:
To cache a system prompt, it cannot be passed as a simple string. It must be structured as a text block (a dictionary) that explicitly contains the cache_control field set to {"type": "ephemeral"}.

NEW QUESTION # 76
To systematically analyze why developers dismiss certain automated code review findings in a quicktechie.com application, which architectural pattern should be implemented?

A. Use the Message Batches API to delay findings until end-of-week review.
B. Execute a multi-pass review on every pull request to ensure consensus.
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.

Answer: D

Explanation:
Feedback loop design requires tracking which code constructs trigger specific findings. By including a 'detected_pattern' field in the extraction or review output, teams can systematically analyze pattern clusters when developers dismiss findings, identifying systematic false positives.

NEW QUESTION # 77
Why is returning an empty array [ ] for a database timeout considered an architectural anti-pattern in error propagation?

A. It automatically triggers an infinite retry loop within the subagent.
B. It exceeds the context window limits of the coordinator.
C. It misleads the coordinator into concluding the data does not exist, rather than knowing an access failure occurred.
D. It violates strict JSON schema syntax requirements for tool results.

Answer: C

Explanation:
Silently suppressing errors by returning empty results as success is a catastrophic anti-pattern If a database is down (timeout) and returns l], the agent mistakenly concludes that no data exists, rather than understanding it failed to access the system.

NEW QUESTION # 78
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 analyzed a complex service module -reading 23 source files, tracing request flows, and identifying error handling patterns. A developer wants to compare two testing strategies before committing to one: end-to-end tests with mocked external services vs. snapshot tests capturing expected outputs. They need to independently develop both approaches to evaluate trade-offs. How should you manage the sessions?

A. Resume the analysis session with fork_session enabled, creating a separate branch for each testing strategy.
B. Export the analysis session's key findings to a file, then create two new sessions that reference this file.
C. Continue in the original session, developing end-to-end tests first, then snapshot tests sequentially.
D. Start two fresh sessions, having each re-read the relevant source files before beginning.

Answer: A

Explanation:
Forking preserves the original session's accumulated codebase context while creating independent session IDs. Each strategy can therefore evolve separately without repeating the 23- file analysis or contaminating the other branch.

NEW QUESTION # 79
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