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

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q94-Q99):

NEW QUESTION # 94
When designing a multi-agent research system for a enterprise application, which architectural pattern is recommended to manage parallel research tasks effectively?

A. A hub-and-spoke architecture where a central coordinator delegates tasks to specialized subagents with isolated contexts.
B. A monolithic architecture utilizing a single agent loaded with all available research and synthesis tools.
C. A sequential pipeline architecture where each agent passes its entire context and output directly to the next agent in the chain.
D. A flat architecture where all agents share a global state and full conversation history to maximize context visibility.

Answer: A

Explanation:
The hub-and-spoke architecture is the correct approach for multi-agent systems. A coordinator agent delegates specialized tasks to subagents. Each subagent operates in an isolated context, preventing context pollution and allowing for parallel execution. Flat architectures sharing full conversation history lead to context exhaustion and token waste.

NEW QUESTION # 95
When configuring a JSON extraction schema for document categorization where new or unexpected document types might appear, what is the recommended design pattern?

A. Include an other enum value paired with a document_type_detail string field for extensible categorization.
B. Use a PreToolUse hook to intercept and reject unknown document types.
C. Use a rigid Enum containing only the currently known document types.
D. Use an open-ended string field with no constraints to maximize flexibility.

Answer: A

Explanation:
To handle ambiguous or unexpected data during structured extraction, schemas should include an 'other' (or 'unclear') enum value paired with a detail string field. This prevents the model from forcing unexpected data into incorrect predefined categories.

NEW QUESTION # 96
When implementing multi-pass review architectures for automated CI/CD pipelines, why is configuring the exact same Claude SDK session to review its newly generated code considered a major anti-pattern?

A. The reviewer retains the reasoning context from the generation phase, creating confirmation bias and reducing the likelihood of catching subtle flaws.
B. It causes the token limit of the context window to exceed its maximum capacity.
C. Tools invoked in the first pass are permanently locked and cannot be reused in the second pass.
D. The Message Batches API does not support synchronous self-review workflows.

Answer: A

Explanation:
Same-session self-review is ineffective because the model retains its original reasoning context and assumptions in the conversation history, creating a blind spot or confirmation bias. Using an independent review instance with fresh context objectively evaluates the code much better.

NEW QUESTION # 97
Which of the following statements accurately describe the functionality and benefits of using the . claude/rules/ directory for configuration? Choose 2 correct answers.

A. It replaces the need for Model Context Protocol (MCP) servers when fetching dynamic API schemas from backend services.
B. It allows for organizing topic-specific rule files as a modular alternative to a monolithic CLAUDE .md file.
C. It supports YAML frontmatter paths fields containing glob patterns for targeted, conditional rule activation.
D. Rules placed here automatically override personal user-level N/. claude/CLAUDE .md configurations globally across all projects.

Answer: B,C

Explanation:
The .claude/rules/ directory is utilized to organize topic-specific conventions as a cleaner alternative to a monolithic CLAUDE.md file. Furthermore, files in this directory support YAML frontmatter with 'paths' glob patterns, allowing rules to activate conditionally only when relevant files are being edited, thus saving context token space.

NEW QUESTION # 98
An MCP tool configured for a quicktechie.com application fails to connect to its backend database due to a timeout. Why is it considered a critical anti-pattern to silently return an empty JSON array [] for this failure?

A. It forces the Claude API to throw a schema validation error.
B. It immediately triggers a fatal exception that terminates the entire agentic loop.
C. It misleads the agent into believing the search was successfully executed but yielded zero matches, causing catastrophic misunderstandings.
D. It automatically triggers an infinite retry loop that consumes unnecessary tokens.

Answer: C

Explanation:
Distinguishing between an access failure (could not connect/check) and a valid empty result (checked successfully but found no data) is critical. Silently returning an empty array for a timeout misleads the agent into concluding the data does not exist, rather than knowing it needs to retry or escalate the access issue.

NEW QUESTION # 99
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