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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Context Management & Reliability	15%	- Long-context optimization 1. Reliability and retry strategies 2. Context window management
Claude Code Workflows & Configuration	20%	- Claude Code operational patterns 1. CI/CD and workflow integration 2. Plan mode vs execution mode
Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. MCP client/server integration patterns 2. Tool schema design
Agentic Architecture & Orchestration	27%	- System orchestration patterns 1. Hub-and-spoke agent systems 2. Task decomposition strategies - Agentic loop design and execution lifecycle 1. Multi-agent coordination and delegation patterns 2. Tool use decision flow (tool_use vs end_turn)
Prompt Engineering & Structured Output	20%	- Reliable structured generation 1. Prompt patterns for agents 2. Schema-guided outputs

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q30-Q35):

NEW QUESTION # 30
If conflicting formatting rules are defined in both a directory-level src/api/CLAUDE .md and the project-level . claude/CLAUDE.md, how does Claude Code resolve the precedence when editing files inside the src/api/ directory?

A. Claude prompts the user to manually select the correct rule via an interactive terminal flow.
B. Both rules are disabled until the conflict is manually resolved in the configuration.
C. The project-level configuration overrides the directory-level configuration to ensure team standards.
D. The directory-level configuration overrides the project-level configuration because it is more specific.

Answer: D

Explanation:
In Claude Code's configuration hierarchy, more specific scopes take precedence over broader ones. Therefore, Directory-level > Project-level > User-level. The rules in src/api/CLAIJDE.md will override conflicting rules in the project-level .claude/CLAUDE.md.

NEW QUESTION # 31
A well-designed structured error response for an MCP tool should include which of the following standard fields? Choose 2 correct answers.

A. system_prompt_override
B. isError
C. temperature_adjustment
D. errorCategory

Answer: B,D

Explanation:
Structured error responses in MCP rely on standard fields like isError, errorCategory, isRetryable, and context to give the agent a clear path for recovery. They do not alter underlying model parameters like temperature or the system prompt.

NEW QUESTION # 32
You are designing an MCP interface for a backend system. When should you choose to implement an MCP Resource instead of an MCP Tool?

A. When you need to execute bash commands on the local machine.
B. When you want to expose a static content catalog or documentation that can be fetched to provide context without requiring exploratory tool calls.
C. When you need the model to execute side-effects, such as updating a database record.
D. When you need to provide pre-built conversation templates.

Answer: B

Explanation:
MCP Resources are used to expose content catalogs (like documentation, static data, or schemas) allowing clients to fetch data directly to inject into prompts. Tools are used when you want the model to perform actions, execute logic, or mutate state.

NEW QUESTION # 33
The coordinator provides detailed step-by-step instructions to the web search subagent, specifying exact search queries, source priorities, and date filters. Production monitoring reveals three issues: (1) the subagent reports "insufficient results" rather than trying alternative approaches when pre-specified searches fail, (2) research quality drops for emerging topics that don't match expected patterns, and (3) the subagent rarely surfaces valuable tangential sources.
What's the most effective way to improve subagent adaptability?

A. Add explicit fallback directives to the detailed instructions: "If specified searches yield fewer than N results, attempt alternative query formulations before reporting failure."
B. Remove procedural details entirely, delegating with simple goals like "research X thoroughly" and relying on the subagent's general capabilities.
C. Implement a topic classification step where the coordinator categorizes requests as "well-defined" or "exploratory" and uses different instruction styles for each category.
D. Specify research goals and quality criteria (coverage breadth, source diversity, recency) rather than procedural steps, letting the subagent determine its search strategy.

Answer: D

Explanation:
Delegating goals and quality criteria gives the subagent room to adapt its strategy while still defining what good research looks like. This improves handling of failed searches, emerging topics, and useful tangential sources because the subagent can vary queries, sources, and filters to satisfy the research objective rather than rigidly following preset steps.

NEW QUESTION # 34
What distinguishes a true model-driven agentic loop from a pre-configured decision tree execution?

A. The loop relies exclusively on a sequence of PreTool1Jse hooks to determine the control flow.
B. The model dynamically reasons about which tool to call next based on the provided context and previous tool results.
C. The loop executes a hardcoded sequence of tools mapped to predefined user intents.
D. The loop requires a human-in-the-loop checkpoint at every turn to validate the next action.

Answer: B

Explanation:
In an autonomous agentic loop, the model decides the control flow. Claude dynamically reasons about which tool to call next based on context rather than following a rigid pre-configured decision tree or tool sequence.

NEW QUESTION # 35
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