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Anthropic CCA-F Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Agentic Architecture & Orchestration	27%	- Multi-agent orchestration 1. Coordinator / sub-agent patterns 2. Parallel task decomposition - Agentic loops & lifecycle design 1. Stop reason handling and control flow 2. Tool use loop execution (request → tool_use → result → next step)
Topic 2: 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
Topic 3: 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
Topic 4: 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
Topic 5: Claude Code Configuration & Workflows	20%	- CI/CD and workflow integration 1. Command vs plan mode usage 2. Automated pipeline integration - Claude Code configuration 1. Project-level vs user-level configuration 2. CLAUDE.md hierarchy and scoping

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最新的 Claude Certified Architect CCA-F 免費考試真題 (Q67-Q72):

問題 #67
To extract metadata from a highly variable set of invoices, you use an enum field for document_type. How should you handle unexpected document types to maintain extraction quality?

A. Omit the enum constraint entirely and use an open-ended string field.
B. Include an other enum value paired with a detail string field for extensible categorization.
C. Implement a PreToolUse hook to drop unrecognized document types.
D. Provide an enum containing only known types and rely on the model to find the closest match.

答案：B

解題說明：
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.

問題 #68
To prevent an exploratory skill from making destructive changes to the file system, you must restrict the tools it can access. How is this enforced in a SKILL.md file?

A. By using the allowed-tools frontmatter field to explicitly list permitted tools like Read, Grep, Glob.
B. By setting permissions: read-only in the YAML frontmatter.
C. By defining a PreToolUse hook inside the skill definition.
D. By omitting the Write and Edit instructions from the markdown text.

答案：A

解題說明：
To restrict which tools Claude can use when a skill is active, the 'allowed-tools' metadata field must be used in the YAML frontmatter. Relying on markdown text instructions is probabilistic and insecure for preventing destructive actions.

問題 #69
A developer is designing a JSON schema to extract contract details from unstructured documents. Sometimes the 'termination_fee' is not mentioned in the source document. How should the schema be designed to prevent the model from fabricating a value?

A. Set the field type to strictly number and add a system prompt forbidding hallucination.
B. Design the field as optional or nullable, such as ["number , " " null" ].
C. Set the tool_choice parameter to auto so the model can skip the tool call.
D. Use a PreToolUse hook to verify the field exists in the document before extraction.

答案：B

解題說明：
Designing schema fields as optional (nullable) when source documents may not contain the information prevents the model from fabricating values to satisfy required fields. If a field is strictly required but the data does not exist, the model may fabricate a value to satisfy the schema constraint.

問題 #70
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 misleads the agent into believing the search was successfully executed but yielded zero matches, causing catastrophic misunderstandings.
B. It forces the Claude API to throw a schema validation error.
C. It immediately triggers a fatal exception that terminates the entire agentic loop.
D. It automatically triggers an infinite retry loop that consumes unnecessary tokens.

答案：A

解題說明：
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.

問題 #71
During an extended codebase exploration session in Claude Code, context degradation begins to occur. What is the most effective strategy to persist key findings across context boundaries?

A. Have agents maintain scratchpad files to record key findings and reference them in subsequent questions.
B. Increase the model's temperature parameter to recall lost context.
C. Continuously re-feed the entire codebase into the prompt every 5 turns.
D. Use the - -json-schema flag to aggressively compress output.

答案：A

解題說明：
Context degradation in extended sessions causes models to lose track of earlier details. Using scratchpad files to persist critical intermediate state externally ensures that key findings survive context compression and session boundaries.

問題 #72
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KaoGuTi 考題網剛剛更新的 Anthropic CCA-F 題庫和大家分享了，如果你正在準備 CCA-F 考試的話，可以憑藉這份最新的題庫指定有效的複習計畫。更新後的考題涵蓋了考試中心的正式考試的所有的題目。確保了考生能順利通過 CCA-F 考試，獲得 Anthropic 認證證照。這個考古題是由我們提供的。每個人都有潛能的，所以，當面對壓力時，要相信自己，一切都能處理得好。

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