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Anthropic CCAR-P Exam Syllabus Topics:

SectionWeightObjectives
Claude Models, Prompting & Context Engineering13%- Apply context engineering and context management techniques
- Mitigate prompt injection, leaks, and jailbreak risks
- Design system prompts, templates, and guardrails
- Select appropriate Claude models based on trade-offs
Governance, Safety & Risk Management14%- Address ethical AI considerations and bias mitigation
- Manage data privacy and security compliance
- Implement guardrails and safety controls
- Ensure regulatory compliance (GDPR, HIPAA, etc.)
Developer Productivity & Operational Enablement7%- Support debugging, monitoring, and operational resolution
- Improve developer workflows with AI-assisted tooling
- Configure Claude tools and environments for teams
Solution Design & Architecture17%- Select architectural patterns: workflow, agentic, augmented LLM
- Align solutions to business value pillars
- Translate business problems into Claude-based AI solutions
- Design multi-agent systems and orchestration strategies
- Design end-to-end architectures and feedback loops
Stakeholder Communication & Lifecycle Management14%- Communicate architectural decisions and trade-offs
- Conduct structured discovery and requirement gathering
- Document architectures and support full lifecycle phases
- Manage stakeholder feedback and expectation alignment
Integration19%- Implement Model Context Protocol (MCP) integrations
- Integrate with data pipelines and RAG systems
- Integrate Claude with enterprise systems, APIs, and tools
- Design authentication, authorization, and observability
Evaluation, Testing & Optimization16%- Implement iterative improvement pipelines
- Test accuracy, reliability, latency, and cost
- Optimize performance, prompting, and model selection
- Define evaluation metrics and success criteria

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Anthropic Claude Certified Architect - Professional 認定 CCAR-P 試験問題 (Q108-Q113):

質問 # 108
You are reviewing a peer's Claude Code permission rules for an enterprise rollout. The rules grant unrestricted Bash access to all projects across all developers.
Which response is most appropriate?

正解:D

解説:
Unrestricted Bash access exposes filesystem, credential, process, network, package-management, and potentially infrastructure-administration capabilities across every repository. Option C applies least privilege by identifying the commands genuinely required by approved workflows and permitting only those patterns.
Explicit deny rules should protect destructive commands, sensitive files, credential stores, deployment systems, and other prohibited operations.
Anthropic's permission system supports allow, ask, and deny rules, with deny evaluated before ask and allow.
It also warns that command patterns intended to constrain network utilities can be fragile, so stronger controls such as WebFetch domain restrictions, hooks, and sandbox boundaries may be required. Claude Code Permissions Enterprise configuration should combine managed baseline restrictions with project-specific permissions where necessary. High-impact commands should remain subject to confirmation, and sandboxing should provide operating-system-level filesystem and network containment.
Options A and D deliberately enlarge the attack surface. Option B treats configuration simplicity as more important than enterprise security and fails to account for prompt injection, accidental commands, compromised repositories, or excessive human approval. The configuration should be narrow, auditable, centrally governed, and validated against real development workflows.
Study Guide references/topics: Claude Code permissions; Bash restrictions; least privilege; managed controls; explicit deny rules; sandboxing; enterprise rollout security.


質問 # 109
You are compiling continuity practices that span the deployment lifecycle.
Which two practices belong on the list? (Select two.)
Each correct answer presents a complete solution.

正解:C、E

解説:
Lifecycle continuity depends on preserving validated knowledge and feeding operational learning back into subsequent phases. Carrying the evaluation framework and reference set forward, as stated in Option B, creates a stable baseline across prompt changes, model migrations, retrieval adjustments, and architectural revisions. Rebuilding the evaluation system each time would undermine longitudinal comparison because changes in the test framework could be mistaken for changes in solution performance.
Option D establishes the second essential continuity mechanism: lessons from discovery, design, implementation, deployment, and production monitoring become explicit inputs to the next phase. This closes the feedback loop and prevents recurring defects, invalid assumptions, and operational findings from being lost at organizational handoffs.
Option A is overly mechanical. Stakeholders should receive communications relevant to their responsibilities and decision rights, not indiscriminate notifications at every transition. Option C confuses comprehensive archival with lifecycle continuity; retention must follow business, regulatory, security, and records- management requirements rather than an unconditional "archive everything" policy. Option E is directly contrary to iterative architecture. Decisions should be documented and governed, but material evidence or changed requirements must be allowed to reopen them.
Study Guide references/topics: Lifecycle phases; evaluation continuity; reference datasets; feedback loops; lessons learned; decision records; iterative architecture governance.


質問 # 110
You are evaluating retrieval-strategy claims used by a peer team.
For each claim, select yes if the statement is generally accurate. Otherwise, select no.

正解:

解説:

Explanation:
Yes, Yes, Yes, No, No
Dense vector retrieval represents semantic similarity, making it suitable for matching paraphrases and conceptually related language even when the query and source do not share identical words. Sparse lexical retrieval, including BM25-style matching, retains strong sensitivity to exact tokens and is therefore valuable for identifiers, product codes, technical names, and uncommon terminology.
Structured query retrieval is appropriate when the required operation depends on explicit fields, predicates, joins, counts, grouping, or aggregation over a relational schema. In that situation, generating or invoking a constrained database query is more precise than approximating the operation through semantic similarity.
Hybrid retrieval is not identical to dense retrieval. It combines semantic and lexical candidate sets, typically followed by rank fusion or reranking. Anthropic's contextual-retrieval guidance explains that semantic search captures meaning and paraphrases, while BM25 captures exact terminology; combining them improves coverage. Contextual Retrieval, Contextual Retrieval Cookbook Random sampling is not a relevance strategy. It provides no systematic relationship between the query and selected evidence, producing unstable coverage and preventable hallucination risk. Production Q & A requires deterministic or evaluated relevance mechanisms, access filters, suitable indexes, and measurable retrieval metrics such as recall at k.
Study Guide references/topics: Dense retrieval; sparse retrieval; structured queries; hybrid search; rank fusion; retrieval evaluation; production RAG design.


質問 # 111
You are reviewing a peer's end-to-end design for a Claude-based platform expected to scale to thousands of concurrent users.
For each statement, indicate Yes if it reflects sound architectural practice. Otherwise, select No.

正解:

解説:

Explanation:
* Authentication and authorization run before retrieval so retrieval can filter by identity - Yes
* An asynchronous queue absorbs bursty traffic between intake and the model-invocation layer - Yes
* Tax computation is encoded directly in the system prompt rather than in code - No
* Conversation logs include unredacted government identifiers to maximize tuning signal - No Authentication and authorization must precede retrieval so unauthorized information never enters model context. An asynchronous queue is appropriate for burst absorption, backpressure, controlled concurrency, and retry management at scale. Deterministic tax computation should be implemented in validated code or a controlled calculation tool, not delegated to probabilistic prompt interpretation. Including unredacted government identifiers in conversation logs violates data-minimization principles and creates unnecessary privacy, security, and regulatory exposure. Sensitive fields should be removed, tokenized, or redacted before logging or model use unless specifically required and authorized. The resulting design separates deterministic computation, access control, scalable orchestration, and language reasoning into appropriate architectural layers.


質問 # 112
You are building a feedback-and-alignment routine for a multi-stakeholder deployment.
Which two practices belong in the routine? (Select two.)
Each correct answer presents a complete solution.

正解:B、C

解説:
Alignment is an ongoing governance process rather than a one-time approval. Option D creates a predictable cadence for reassessing objectives, constraints, assumptions, risks, service levels, and success measures as business and technical conditions change. Option E requires disagreements to be surfaced and reconciled explicitly, preserving decision traceability and preventing unresolved conflicts from reappearing during implementation or operation. The routine should document decisions, owners, accepted trade-offs, action items, and conditions that trigger reconsideration. Recording meetings may improve accessibility but does not itself produce alignment. Rotating facilitation is optional and may weaken accountability. Automatically escalating every disagreement to an executive sponsor bypasses normal architectural negotiation and should be reserved for material deadlocks.
Study Guide references/topics: Stakeholder alignment; feedback cadence; assumption management; conflict reconciliation; decision records; lifecycle governance.


質問 # 113
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