CCAR-P높은통과율덤프샘플문제 - CCAR-P덤프공부문제

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Anthropic CCAR-P Exam Syllabus Topics:

Section	Objectives
Topic 1: Evaluation and Optimization	- Model and architecture optimization - Evaluation design and acceptance criteria
Topic 2: Enterprise Integration and Production	- Enterprise integration architecture and production readiness - Cost, latency, reliability, and operational design
Topic 3: Governance, Safety, and Risk	- Safety controls and fail-closed system design - Security, compliance, risk management, and governance
Topic 4: Solution Design	- Model, architecture, context, and deployment strategy selection - Claude platform and solution architecture
Topic 5: Stakeholder Engagement and Solution Lifecycle	- Stakeholder discovery and architectural trade-off communication - Solution lifecycle, handoff, adoption, and operational enablement

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시험패스 가능한 CCAR-P높은 통과율 덤프샘플문제 덤프데모문제 보기

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최신 Claude Certified Architect CCAR-P 무료샘플문제 (Q52-Q57):

질문 # 52
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.

A. Capture lessons learned at the end of each phase and surface them as inputs to the next phase.
B. Carry the evaluation framework and reference set forward across iterations rather than rebuilding each time.
C. Maintain a stakeholder register and notify the listed parties at every phase transition event.
D. Archive every phase deliverable in long-term storage to preserve a record of what was produced.
E. Lock decisions made in early phases to prevent revisiting them as later phases begin.

정답：A,B

설명：
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.

질문 # 53
You are integrating AI-assisted tooling into the team's documentation workflow. The team wants generated documentation that stays grounded in the actual code.
Which integration approach best fits this requirement?

A. Generate documentation from the model's training-data recall without reading any of the actual repository code, accepting that the output will not reflect the current implementation.
B. Configure subagents that read the relevant code files via filesystem and code-search tools, generate the documentation, and emit changes through the team's normal review workflow.
C. Disable all filesystem and code-search tools so the subagents cannot read any repository code, accepting that documentation generation will be entirely disconnected from the actual implementation.
D. Have the subagents publish generated documentation directly to the public-facing site without passing through the team's normal review workflow or any human approval step.

정답：B

설명：
Documentation remains grounded only when the generating agent can inspect the authoritative implementation. A purpose-built subagent should receive scoped filesystem and code-search capabilities, identify the relevant modules, interfaces, configuration files, tests, and call sites, and generate documentation from that evidence. This approach minimizes reliance on training-data recall, which cannot represent the repository's current private code or recent changes.
Subagents are useful because repository exploration occurs in their own context, allowing them to return focused findings or proposed edits without filling the main conversation with every file read. Their tool access should follow least privilege: read access to required paths, narrowly controlled write access, and explicit exclusions for secrets or unrelated repositories.
Generated documentation should enter the team's established change-control process as a patch, branch, or pull request. Normal review, automated checks, link validation, example execution, and human approval provide accountability and prevent unverified material from being published. Direct publication bypasses these safeguards, while disabling repository tools makes factual grounding impossible.
Study Guide references/topics: [Claude Code custom subagents](https://docs.anthropic.com/en/docs/claude- code/sub-agents); [codebase exploration workflows] (https://docs.anthropic.com/en/docs/claude-code
/common-workflows); source-grounded generation; least-privilege tools; human review and lifecycle controls.

질문 # 54
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.

A. Capture lessons learned at the end of each phase and surface them as inputs to the next phase.
B. Carry the evaluation framework and reference set forward across iterations rather than rebuilding each time.
C. Maintain a stakeholder register and notify the listed parties at every phase transition event.
D. Archive every phase deliverable in long-term storage to preserve a record of what was produced.
E. Lock decisions made in early phases to prevent revisiting them as later phases begin.

정답：A,B

질문 # 55
You are sequencing decomposed components in an invoice-processing pipeline.
For each of the decomposed components, select the execution layer it belongs to: "Pre-Processing," "Model Stage," or "Post-Processing."

정답：

설명：

Explanation:
Model Stage, Post-Processing, Post-Processing, Model Stage, Pre-Processing, Pre-Processing Pre-processing prepares source material before Claude receives it. Optical character recognition converts scanned invoice images into machine-readable text. Because PII redaction is explicitly performed before model invocation, it also belongs in pre-processing. Additional activities at this layer can include file validation, malware scanning, normalization, page separation, and metadata extraction.
The model stage contains tasks requiring Claude's language-understanding capability. Classifying the invoice type involves interpreting textual and contextual features, while extracting structured invoice fields requires mapping unstructured content into defined business attributes.
Post-processing verifies and commits the model's result. Schema validation confirms that required fields exist, data types are correct, enumerated values are permitted, and structural constraints are satisfied.
Persistence must occur only after validation and any required human review because the system of record should not receive malformed or unapproved model output.
This decomposition separates probabilistic inference from deterministic processing. OCR, redaction, validation, and persistence do not need to be delegated to Claude when conventional components can execute them more predictably. The resulting architecture reduces model workload, strengthens privacy controls, improves auditability, and prevents unvalidated output from directly changing authoritative records.
Study Guide references/topics: Task decomposition; pre-processing; model inference; post-processing; deterministic validation; privacy-by-design; system-of-record protection.

질문 # 56
You are evaluating a Claude-based deployment for adherence to a specific regulation.
Which two steps must be completed BEFORE mapping deployment data flows to specific regulatory clauses?
(Select two.)
Each correct answer presents part of the solution.

A. Document the identified gaps along with recommended remediations and residual risk for sign-off.
B. Inventory the vendor-provided compliance tooling and confirm which compliance affordances are in place.
C. Identify the applicability of the regulation based on data types, jurisdiction, and audience.
D. Schedule the remediation work with the engineering team based on the prioritized gap findings.
E. Compare the in-place controls against the regulatory requirements to identify any compliance gaps.

정답：B,C

설명：
Regulatory assessment must begin by establishing scope. Option B determines whether the regulation applies by examining processed data, affected jurisdictions, users, and deployment purpose. Without this analysis, clause mapping could apply irrelevant obligations or omit applicable ones. Option E establishes the platform's existing compliance capabilities, including audit records, retention controls, access governance, data residency, and compliance-export functionality. Anthropic's Trust Center provides control and certification information, while the Compliance API supports programmatic access to activity and governance records.
Options A and D occur after regulatory clauses have been mapped and gaps identified. Option C follows prioritization and approval of remediation actions.
Study Guide references/topics: Regulatory applicability; compliance affordance inventory; control mapping; gap assessment; residual risk; remediation sequencing.

질문 # 57
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