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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
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
Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. Tool selection and routing strategies 2. MCP server integration patterns - Tool interface design 1. Structured tool input/output schemas 2. Clear tool descriptions and boundaries
Claude Code Configuration & Workflows	20%	- Claude Code configuration 1. Project-level vs user-level configuration 2. CLAUDE.md hierarchy and scoping - CI/CD and workflow integration 1. Command vs plan mode usage 2. Automated pipeline integration
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)
Prompt Engineering & Structured Output	20%	- Instruction design 1. Deterministic output formatting (e.g., JSON) 2. Few-shot prompting strategies - 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 (Q14-Q19):

NEW QUESTION # 14
When orchestrating complex workflows using the Claude Agent SDK, in which scenario is dynamic adaptive decomposition preferred over fixed sequential prompt chaining?

A. When executing a daily technical debt audit across a predefined list of target directories.
B. When executing open-ended investigation tasks where intermediate discoveries dictate the next required steps.
C. When performing predictable, multi-aspect code reviews where the sequence of analysis is entirely static.
D. When validating a strictly structured JSON extraction against predefined business rules.

Answer: B

Explanation:
Dynamic adaptive decomposition is the optimal strategy for unpredictable, open-ended tasks (like investigations) where the agent must decide its next steps based on intermediate findings. Prompt chaining (fixed sequential pipelines) is better suited for predictable, linear workflows with static sequences.

NEW QUESTION # 15
You are building developer productivity tools using the Claude Agent SDK. The agent helps engineers explore unfamiliar codebases, understand legacy systems, generate boilerplate code, and automate repetitive tasks. It uses the built-in tools (Read, Write, Bash, Grep, Glob) and integrates with Model Context Protocol (MCP) servers.
An engineer asks the agent to find all files in the monorepo that import the @company/auth package to understand how authentication is used across services. Which built-in tool is most appropriate for this task?

A. Bash, to execute find. -type d -name "*auth*" and explore matching directories
B. Read, starting with package.json files to trace dependency declarations
C. Glob, to find files with "auth" in their filename or path
D. Grep, to search for the import statement pattern across file contents

Answer: D

Explanation:
Grep searches file contents across the repository, making it the correct tool for locating every source file that imports @company/auth. Glob searches filenames and paths, not code content.

NEW QUESTION # 16
Your content curation agent discovers articles, analyzes each for relevance, then adds selected articles to themed collections. With separate discover_articles(topic), analyze_article(id), and add_to_collection(article_id, collection_id) tools, you observe 18+ sequential tool calls per request, causing latency issues. The agent must make editorial judgments about which articles fit a collection's theme - this requires seeing all candidates with their analysis scores simultaneously to select a cohesive set. What tool composition best addresses efficiency while preserving editorial judgment?

A. Keep all tools separate but implement response caching for analyze_article calls.
B. Add a preview_curation(topic, collection_id) tool that shows what would be added based on predefined rules, with an approve_curation() tool to confirm.
C. Create a curate_collection(topic, collection_id) tool that handles discovery, analysis, and selection internally using configurable quality thresholds.
D. Create a discover_and_analyze(topic) composite tool that returns all candidates with their analysis scores, keeping add_to_collection separate for selective calls.

Answer: D

Explanation:
Combining discovery and analysis into a single tool call returns all candidate articles with their scores at once, allowing the agent to make informed editorial decisions efficiently. Keeping the collection addition separate preserves selective control while reducing sequential calls and latency.

NEW QUESTION # 17
A developer at quicktechie.com is assigned a task to migrate a core utility library that is imported by over 45 different files across the repository. Which execution approach should the developer take?

A. Use a custom slash command designed to bypass context limits.
B. Use Plan Mode to explore the codebase, understand dependencies, and design an architectural approach before committing to file modifications.
C. Start with Direct Execution, and manually switch to Plan Mode only if unexpected compilation errors occur.
D. Use Direct Execution to make incremental changes and let the implementation naturally reveal dependency boundaries.

Answer: B

Explanation:
Plan mode is specifically designed for complex tasks involving large-scale changes, architectural decisions, and multi-file modifications (such as a library migration affecting 45+ files). It enables safe codebase exploration before committing to costly rework.

NEW QUESTION # 18
An enterprise wants Claude responses to remain professional across every interaction. Where should tone instructions primarily reside?

A. API key description
B. System prompt
C. User prompt only
D. Retrieved documents

Answer: B

Explanation:
Persistent behavioral guidance belongs in the system prompt. Defining tone centrally ensures consistent communication across conversations regardless of varying user inputs or retrieved knowledge.

NEW QUESTION # 19
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