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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Context Management & Reliability	15%	- System reliability 1. Error propagation handling 2. Escalation strategies (fail vs retry vs human) - Context window optimization 1. Managing long conversation degradation 2. "Lost in the middle" mitigation strategies
Claude Code Configuration & Workflows	20%	- CI/CD and workflow integration 1. Command vs plan mode usage 2. Automated pipeline integration - Claude Code configuration 1. Project-level vs user-level configuration 2. CLAUDE.md hierarchy and scoping
Tool Design & MCP Integration	18%	- Tool interface design 1. Clear tool descriptions and boundaries 2. Structured tool input/output schemas - Model Context Protocol (MCP) 1. MCP server integration patterns 2. Tool selection and routing strategies
Agentic Architecture & Orchestration	27%	- Agentic loops & lifecycle design 1. Tool use loop execution (request → tool_use → result → next step) 2. Stop reason handling and control flow - Multi-agent orchestration 1. Coordinator / sub-agent patterns 2. Parallel task decomposition
Prompt Engineering & Structured Output	20%	- Tool-augmented prompting 1. Validation and retry loops 2. Tool-use driven reasoning patterns - Instruction design 1. Deterministic output formatting (e.g., JSON) 2. Few-shot prompting strategies

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q52-Q57):

NEW QUESTION # 52
You want to expose a static content catalog, such as a large database schema or internal API specification, to an MCP client without requiring Claude to make exploratory tool calls. Which MCP feature is specifically designed for this?

A. MCP Resources
B. MCP Hooks
C. MCP Prompts
D. MCP Subagents

Answer: A

Explanation:
MCP Resources are used to expose static or templated data catalogs (like documentation, static data, or schemas) that clients can fetch directly to inject into prompts, saving context and eliminating the need for exploratory tool actions.

NEW QUESTION # 53
You are managing context in a long-running Claude Code session that has accumulated a large amount of exploratory tool calls. You want to free up context space without completely losing the memory of what was previously worked on. Which techniques are recommended? Choose 2 correct answers.

A. Use the /clear command to erase all history and rely on the model's pre-trained knowledge.
B. Use the /compact command to summarize conversation history and reclaim context space.
C. Save key findings to a scratchpad file and delegate verbose exploration to subagents.
D. Delete older messages from the conversation array manually to ensure hard truncation.

Answer: B,C

Explanation:
The recommended mitigation strategies for context degradation in extended sessions include using the Icompact command to compress history, persisting key state to scratchpad files, and using subagent delegation to keep the coordinator context clean. [clear removes all memory, which contradicts the goal of retaining previous work memory.

NEW QUESTION # 54
Which statements correctly describe the relationship between JSON schemas and validation loops in structured extraction? Choose 2 correct answers.

A. tool_use eliminates schema syntax errors, greatly reducing the need for syntax-focused retries.
B. Validation retries are most effective when the required information is completely missing from the document.
C. Semantic errors (e.g., values placed in wrong fields) are prevented entirely by strict JSON schemas.
D. Validation loops are necessary to catch semantic errors, such as line items failing to sum to the extracted total.

Answer: A,D

Explanation:
Tool use guarantees structural compliance (eliminating JSON syntax errors), but it does not guarantee semantic correctness. Therefore, validation loops are still absolutely necessary to catch semantic errors like bad mathematical summations or values placed in the wrong fields.

NEW QUESTION # 55
What is the primary architectural advantage of using glob-pattern rules in a . claude/rules/ file rather than placing a CLAUDE. md file in a subdirectory?

A. Glob patterns automatically apply the rules to the global system-level /etc/c1aude/CLAUDE .md configuration.
B. Glob patterns bypass the Model Context Protocol (MCP) server requirements for fetching dynamic rules.
C. Glob patterns allow conventions to apply to files by type regardless of their directory location, which is essential for conventions that span multiple directories.
D. Glob patterns disable Claude's semantic inference, forcing it to use exact keyword matching for all prompts.

Answer: C

Explanation:
The advantage of glob-pattern rules over directory-level CLAUDE.md files is that they can apply conventions to files spread across the codebase by type regardless of directory location (e.g., test files located next to components). Subdirectory CLAUDE.md files only apply to that specific directory and its children.

NEW QUESTION # 56
What is the primary architectural difference between enforcing a business rule via a system prompt versus using an Agent SDK hook?

A. Prompts require an active MCP server connection, while hooks run strictly within the Claude desktop application.
B. Hooks provide 100% reliable deterministic enforcement, whereas prompts are probabilistic and can occasionally be ignored by the LLM.
C. Prompts are deterministic, while hooks rely on the model's probabilistic reasoning.
D. Prompts execute after the tool runs, while hooks execute before the prompt is processed.

Answer: B

Explanation:
The critical distinction is that hooks execute as deterministic code, making them 100% reliable for critical policies, compliance, and security blocks. Prompts rely on the LLM's probabilistic pattern matching, meaning they can and occasionally will be ignored by the model.

NEW QUESTION # 57
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