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Anthropic CCA-F Exam Syllabus Topics:

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

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q43-Q48):

NEW QUESTION # 43
A developer needs to perform a monolith-to-microservices migration spanning 45+ files. Why is Plan Mode recommended over Direct Execution for this task?

A. It automatically forks the session into a persistent subagent.
B. It enables safe codebase exploration and design to determine architectural approaches before making costly file modifications.
C. It bypasses the token limit context window by executing across multiple continuous sessions automatically.
D. It uses the Message Batches API to reduce token costs by 50 percent during execution.

Answer: B

Explanation:
Plan mode is designed for complex tasks involving large-scale changes, multiple valid approaches, and architectural decisions. It enables safe codebase exploration and design before committing to changes, which prevents costly rework compared to Direct Execution.

NEW QUESTION # 44
Which of the following statements accurately describe the characteristics and constraints of the Message Batches API? Choose 2 correct answers.

A. It offers a 50% cost savings compared to standard synchronous API calls.
B. It provides a guaranteed I-hour latency SLA for enterprise tier accounts.
C. It is optimized to support interactive, real-time chatbot workflows at scale.
D. It uses custom_id fields to correlate asynchronous requests with their respective responses.

Answer: A,D

Explanation:
The Message Batches API provides a 50% cost savings over synchronous calls and utilizes custom_id fields for request/response correlation. It does not provide latency SLAs (taking up to 24 hours) and is definitely not for real-time chatbot workloads.

NEW QUESTION # 45
What is the recommended strategy for an agent to trace function usage across wrapper modules in an unfamiliar codebase?

A. Start with Grep to identify all exported names and entry points, search for each name across the codebase, and then use Read to trace specific flows.
B. Use the Edit tool to temporarily inject logging statements into every module and observe the output.
C. Read all project files upfront to build a comprehensive context map in memory.
D. Use Glob to find all . js and .ts files and concatenate them using Bash to preserve token sequence.

Answer: A

Explanation:
Building codebase understanding should be done incrementally. The recommended strategy is to start with Grep to find entry points or exported names, then search for those names across the codebase, and finally use Read to follow imports and trace flows. Reading all files upfront causes severe context pollution.

NEW QUESTION # 46
To mitigate the 'lost in the middle' effect when passing a large set of aggregated documents to Claude, where should you place the most critical instructions and key findings summaries?

A. In a separate PostToolUse hook payload.
B. At the beginning and end of the aggregated input.
C. Evenly distributed throughout the middle of the document chunks.
D. Inside a hidden HTML comment block .

Answer: B

Explanation:
Language models reliably process information at the beginning (primacy) and end (recency) of long inputs, but may omit findings from the middle sections. Therefore, position-aware ordering dictates placing the most important information at the beginning and end.

NEW QUESTION # 47
A engineer is creating a reusable custom Skill in . claude/skills/refactor/SKILL.md. The skill requires an isolated context window to avoid polluting the main session with exploration noise, and must be restricted to only reading files (no modifications). Which frontmatter configurations are required? Choose 2 correct answers.

A. allowed-tools: Read, Grep, Glob
B. isolation: true
C. context: fork
D. permissions: read-only

Answer: A,C

Explanation:
To run a skill in an isolated sub-agent context, the 'context: fork' frontmatter option is required. To restrict tool access (e.g., to prevent file modification), the 'allowed-tools' metadata field must be used to explicitly list permitted tools like Read, Grep, and Glob.

NEW QUESTION # 48
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