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Anthropic CCA-F Exam Syllabus Topics:

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

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q69-Q74):

NEW QUESTION # 69
Which of the following describe valid core components and capabilities provided by an MCP server integration? Choose 2 correct answers.

A. Automatically training custom embedding models for proprietary semantic search pipelines.
B. Exposing Resources that provide static or parameterized data catalogs to the client.
C. Persisting cross-session conversation memory natively inside the MCP client.
D. Exposing Tools that allow the agent to execute actions or mutations on external systems.

Answer: B,D

Explanation:
MCP servers expose three primary components to extend capabilities: Tools (executable functions/actions), Resources (fetchable data/catalogs), and Prompts (pre-built templates). They do not train embedding models or natively handle long-term agent memory persistence.

NEW QUESTION # 70
You want to ensure specific testing conventions are automatically applied whenever Claude generates or edits a test file (e.g., *. test. tsx). These test files are spread across dozens of different subdirectories. What is the most maintainable configuration approach?

A. Create a custom slash command that manually injects testing rules when invoked during a session.
B. Create a rule file in . claude/rules/ with YAML frontmatter specifying paths: test .tsx"].
C. Consolidate all testing conventions in the root CLAUDE. md file under a general testing header and rely on semantic inference.
D. Place a separate CLAUDE .md file in every single subdirectory that contains test files.

Answer: B

Explanation:
Using .claude/rules/ files with YAML frontmatter paths fields containing glob patterns (like *P.test.tsx) is the recommended approach for conditional rule activation across scattered files. This ensures rules load only when editing matching files, saving context window tokens and eliminating the need to duplicate CLAUDE.md files in every directory.

NEW QUESTION # 71
When designing JSON schemas for an extraction tool, which of the following practices are highly recommended for reliability? Choose 2 correct answers.

A. Omitting the required array entirely to give the model maximum flexibility.
B. Setting tool_choice: "auto" to guarantee structural compliance across all documents.
C. Including an other enum value alongside a detail string field to handle ambiguous or extensible categories.
D. Defining fields as optional or nullable (e.g., "["string "null"]) to prevent fabrication of missing data.

Answer: C,D

Explanation:
Schema design best practices include using nullable fields for information that may not exist in source documents, and using an 'other' + detail string pattern for extensible categories. These strategies prevent the model from fabricating values or misclassifying unexpected data.

NEW QUESTION # 72
Your application has test files spread throughout the codebase next to the components they test. You want Claude to automatically apply specific testing conventions whenever it generates or edits a test file. Which configuration method is most maintainable and deterministic?

A. Define an MCP server resource to fetch testing standards dynamically.
B. Consolidate all testing conventions in the root CLAUDE .md and rely on Claude's inference to apply them.
C. Create a rule file in. claude/rules/testing.md With YAML frontmatter specifying paths: [ . test. tsx"].
D. Place a separate CLAUDE. md file in every subdirectory that contains test files.

Answer: C

Explanation:
Using .claude/rules/ files with glob patterns in the paths field allows conventions to be automatically and conditionally applied based on file paths. This ensures the rules load deterministically whenever matching files are edited, without overloading the context window for unrelated tasks.

NEW QUESTION # 73
How does utilizing path-scoped rules in Claude Code impact the session's context window?

A. It bypasses the context limit entirely by executing the rules in a background subprocess.
B. It automatically compresses the conversation history using the /compact command whenever a new rule is loaded.
C. It permanently reserves a block of 1024 tokens for rule processing, reducing the available context for the developer.
D. It loads the rules conditionally only when matching files are being edited, which reduces irrelevant context and saves token usage.

Answer: D

Explanation:
Path-scoped rules defined in the .claude/rules/ directory are loaded conditionally. They only activate and consume context window tokens when matching files are being edited. This targeted activation reduces irrelevant context and optimizes token usage.

NEW QUESTION # 74
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