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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Context Management & Reliability	15%	- Long-context optimization 1. Reliability and retry strategies 2. Context window management
Prompt Engineering & Structured Output	20%	- Reliable structured generation 1. Prompt patterns for agents 2. Schema-guided outputs
Agentic Architecture & Orchestration	27%	- System orchestration patterns 1. Task decomposition strategies 2. Hub-and-spoke agent systems - Agentic loop design and execution lifecycle 1. Multi-agent coordination and delegation patterns 2. Tool use decision flow (tool_use vs end_turn)
Claude Code Workflows & Configuration	20%	- Claude Code operational patterns 1. Plan mode vs execution mode 2. CI/CD and workflow integration
Tool Design & MCP Integration	18%	- Model Context Protocol (MCP) 1. MCP client/server integration patterns 2. Tool schema design

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最新的 Claude Certified Architect CCA-F 免費考試真題 (Q96-Q101):

問題 #96
Which of the following scenarios represent architecturally appropriate use cases for implementing hooks in a production Claude application? Choose 2 correct answers.

A. Intercepting tool calls to deterministically block policy-violating actions before they execute.
B. Ensuring Claude maintains a conversational and friendly tone with customers.
C. Guaranteeing that an extracted JSON object has no semantic reasoning errors.
D. Normalizing tool outputs, such as date formats or status codes, before they are appended to the context window.

答案：A,D

解題說明：
Hooks are designed for programmatic, deterministic intervention during the tool lifecycle. Valid uses include PostToolUse hooks for normalizing data and PreToolUse hooks for blocking policy-violating actions. Hooks do not guarantee semantic accuracy and are not used for soft preferences like conversational tone, which are better handled via prompts.

問題 #97
When designing a multi-agent research system for a enterprise application, which architectural pattern is recommended to manage parallel research tasks effectively?

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

答案：C

解題說明：
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.

問題 #98
You are reviewing the escalation logs for a customer support agent. The agent currently escalates cases whenever it detects an angry customer tone, even for simple tasks like password resets. What is the architectural flaw in this escalation design?

A. The sentiment threshold is set too low; it should only escalate if the customer uses specific profanity.
B. Sentiment does not equal task complexity; the agent should escalate based on objective criteria like policy gaps or explicit human requests, not emotion.
C. The agent lacks a PreToolUse hook to normalize the customer's text input before processing.
D. The agent should have processed a refund automatically to calm the customer down before escalating.

答案：B

解題說明：
Escalating based on sentiment is an anti-pattern. An angry customer with a simple request (like a password reset) does not necessarily need a human agent. Escalation triggers should be based on objective criteria such as policy gaps, capability limits, business thresholds, or an explicit request for a human.

問題 #99
You are designing an MCP tool interface for backend system integration. When a tool fails, which fields should be included in a well- designed structured error response? Choose 2 correct answers.

A. Option B
B. Option C
C. Option D
D. Option A

答案：A,B

解題說明：
A well-designed structured error response for tools explicitly signals a failure using the 'isError' flag and indicates if the agent should attempt the call again using the 'isRetryable' boolean. It should also include the error category and context.

問題 #100
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 rule file in . claude/rules/ with YAML frontmatter specifying paths: test .tsx"].
B. Consolidate all testing conventions in the root CLAUDE. md file under a general testing header and rely on semantic inference.
C. Create a custom slash command that manually injects testing rules when invoked during a session.
D. Place a separate CLAUDE .md file in every single subdirectory that contains test files.

答案：A

解題說明：
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.

問題 #101
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