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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Prompt Engineering & Structured Output	20%	- Tool-augmented prompting 1. Validation and retry loops 2. Tool-use driven reasoning patterns - Instruction design 1. Few-shot prompting strategies 2. Deterministic output formatting (e.g., JSON)
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%	- 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
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
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

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Anthropic Claude Certified Architect Foundations (CCA-F) Sample Questions (Q58-Q63):

NEW QUESTION # 58
What is the required architectural pattern for passing context from a coordinator to a newly spawned subagent?

A. Explicitly provide only the specific, relevant context needed for the subagent's assigned task in its prompt.
B. The coordinator writes its full context to a global state object accessed via an MCP resource.
C. Provide the coordinator's full context window inside a Read tool payload.
D. The subagent automatically inherits the coordinator's full conversation history.

Answer: A

Explanation:
Subagents do not automatically inherit parent context or share memory between invocations. To prevent context pollution and token waste, you must explicitly provide only the context relevant to each subagent's specific task.

NEW QUESTION # 59
Which statements correctly describe the relationship between JSON schemas and validation loops in structured extraction? Choose 2 correct answers.

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

Answer: B,C

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 # 60
A customer support agent must never process a refund exceeding $500 without explicit manager approval. What is the most robust and deterministic method to enforce this business rule?

A. Provide negative few-shot examples in the prompt showing the agent successfully refusing high-value refunds.
B. Include a capitalized warning in the system prompt explicitly forbidding refunds over $500.
C. Implement a PostToolUse hook that programmatically intercepts the refund tool call and blocks execution if the amount exceeds 500.
D. Set the tool choice parameter to 'auto' so the model can dynamically assess the financial risk.

Answer: C

Explanation:
For critical business rules requiring deterministic compliance, programmatic enforcement via Agent SDK hooks is required. Prompt- based guidance and few-shot examples are probabilistic and can occasionally be ignored by the LLM. Hooks run as code and provide 100% reliable enforcement.

NEW QUESTION # 61
When implementing a multi-agent research system for a enterprise application, a coordinator agent must delegate a market analysis task to a specialized subagent. What is the correct approach for passing context to this subagent?

A. Allow the subagent to access a shared global state object where the coordinator writes its findings.
B. Share the entire coordinator conversation history to ensure the subagent has maximum context.
C. Pass only the specific, explicit context relevant to the subagent's assigned subtask in the prompt.
D. Use the /compact command to summarize the coordinator history before passing it to the subagent.

Answer: C

Explanation:
Context isolation is a core principle in multi-agent orchestration. A subagent does not automatically inherit the parent's context and should only be passed explicit, relevant context specific to its task. Sharing the full coordinator history leads to context pollution and degrades subagent performance.

NEW QUESTION # 62
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 sees an unfamiliar error message "SYNC_CONFLICT: entity version mismatch detected" in production logs but doesn't know which of the 12 services in the codebase generates it. They ask the agent to help locate the source code. What exploration approach will most efficiently find the responsible code?

A. Use Glob to find files in directories commonly associated with error handling (such as errors/, exceptions/,or handlers/) across all services, then Read each matching file.
B. Use Grep to find all files that import the project's error handling module, then Read those files to locate custom error definitions.
C. Use Grep to search for distinctive text from the error message (like "SYNC_CONFLICT" or "entity version mismatch"), then Read the matching files to understand context.
D. Read the project's README and service configuration files to understand the architecture, then systematically Read source files in each service directory.

Answer: C

Explanation:
Searching for the exact error code or unique message fragment is the fastest way to locate where it is defined or emitted. Read can then inspect the surrounding implementation and call path.

NEW QUESTION # 63
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