Anthropic CCAR-P Questions Answers

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Anthropic CCAR-P Sample Questions

Question # 1

You are classifying chunking strategies by the corpus type each is best suited to. For each chunking strategy, select the appropriate corpus type: “Long Structured Documents,” “Heterogeneous Short Records,” or “Code or Hierarchical Specifications.

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Question # 2

You are a solution architect designing a Claude-based assistant with access to 60 internal tools across multiple business domains. Loading every tool definition on every request increases token usage and time to first response. Which design pattern best addresses this issue without sacrificing capability breadth?

A. Apply progressive tool discovery so a curated initial subset is exposed and additional tools are loaded on demand based on the task.
B. Use a separate model call to summarize all 60 tool definitions before each user turn.
C. Increase the maximum context length and load all 60 tool definitions on every request, accepting the higher token cost and latency as necessary for full capability.
D. Hard-code a fixed set of five tools per request to reduce token usage, regardless of whether those tools are relevant to the current task.

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Question # 3

You are reviewing an integration specification for security gaps. Which two findings constitute valid security gaps in the specification? (Select two.) Each correct answer presents a complete solution.

A. Tool calls execute server-side under a least-privilege service principal scoped to the requested action
B. Service credentials are placed in the prompt context, where they can leak into logs and traces.
C. Role-based access control is enforced only at the response-rendering layer after the model accesses restricted data
D. Per-user OAuth tokens are exchanged with scope-restricted permissions and refreshed within the active session.
E. Tool inputs and outputs are encrypted in transit using transport-layer security between services.

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Question # 4

A business sponsor has requested an AI solution to “improve customer experience.” The sponsor cannot articulate which customer journey is failing, which metric reflects the failure, or which decisions the AI should support. The sponsor is asking you to begin design work next week. Which delegation-competency action should you take first

A. Recommend that the sponsor revise the request and resubmit it later for evaluation.
B. Begin prototyping a generic assistant against the broad request before the next deadline.
C. Propose a fixed scope that you commit to by default based on your own assumptions.
D. Facilitate a structured discovery to define the failing decision and the target metric.

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Question # 5

You are integrating Claude Code into a workflow that runs against a production database. Which guardrail design most directly preserves safety on data-modifying operations?

A. Allow Claude Code to write directly to the production database without subagent scoping, read-only credential defaults, or human confirmation gates on data-modifying operations.
B. Configure the database MCP server with a fully privileged credential that can perform any read or write operation, and allow all operations to proceed without explicit human confirmation.
C. Disable all logging and auditing on database operations through the MCP server to reduce alert noise, removing the observability needed to detect unintended data modifications.
D. Configure the database MCP server with a read-only credential by default, restrict the subagent’s tool list to read-only operations, and require explicit human confirmation on any operation that would modify data.

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Question # 6

You are rolling out monitoring for a Claude-based deployment and must complete the specification steps before instrumenting the deployment. Which two steps must be completed BEFORE instrumenting the deployment to emit metrics and traces? (Select two.) Each correct answer presents part of the solution.

A. Define the metrics and the slices the deployment will monitor across normal and adversarial traffic
B. Tune the alert thresholds based on observed normal-state distributions to reduce false positives
C. Define the service-level objectives (SLOs) and the error budgets the deployment will be held to
D. Build the dashboards that surface metrics across slices at the cadence the team operates on.
E. Document the dashboards, alerts, and runbooks for the on-call rotation that will respond

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Question # 7

You are designing a test strategy for a Claude-based pipeline that handles sensitive financial data. Which two test types should be prioritized to cover both safety under attack and cross- component correctness? (Select two.)

A. Adversarial tests using prompt-injection and malformed-input cases.
B. Regression tests against a stable reference set of previously known-good outputs.
C. Smoke tests that verify core paths after each deployment.
D. Integration tests that verify end-to-end pipeline behavior across all components.
E. Unit tests targeting only individual prompt-template rendering logic.

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Question # 8

After a prompt-template update, several previously passing test cases now produce unexpected outputs. Which test type is specifically designed to detect this category of failure?

A. Adversarial tests that probe for prompt-injection vulnerabilities.
B. Regression tests scored against a stable reference set of known-good behavior.
C. Smoke tests that confirm high-level system availability after the change. 
D. Integration tests that validate cross-component pipeline behavior.

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Question # 9

You are building an ethics-review checklist for deployments supported by artificial intelligence. Which two checks belong on the list? (Select two.) Each correct answer presents a complete solution

A. Confirm that vendor licensing terms permit the planned production use of the model.
B. Verify that outputs do not rely on generalizations about people that the underlying data does not support.
C. Confirm that high-impact decisions retain human accountability rather than being attributed to the model.
D. Restrict ethics review to outputs that exceed a defined model-confidence threshold
E. that latency and throughput targets are met across supported user populations.

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Question # 10

A Claude architect is leading the discovery phase for a new AI-powered customer service solution. Which two activities are characteristic of structured discovery and requirement gathering for a Claude-based deployment? (Select two.)

A. Facilitating stakeholder workshops to surface latency, accuracy, and compliance constraintsbefore scoping begins.
B. Selecting the Claude model tier based on the architect’s prior project experience before stakeholder inputis collected.
C. Generating an initial prototype and iterating based on user reaction rather than written requirements.
D. Documenting explicit success criteria and failure thresholds that will gate production deployment.
E. Deferring constraint documentation until the integration design phase to avoid scope creep.

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Question # 11

You are supporting an engineer whose Claude Code session reports a permission denial when the engineer expected the action to be allowed. Which resolution step is most appropriate?

A. Tell the engineer to retry the denied action verbatim repeatedly until the denial stops appearing, without inspecting the active permission rules to determine whether the denial is intentional.
B. Inspect the active permission rules across all scopes—managed, command-line, local, project, and user—to identify which rule is denying the action and confirm whether it should be amended or remain denied.
C. Inspect the active permission rules across all scopes—managed, command-line, local, project, and user—to identify which rule is denying the action and confirm whether it should be amended or remain denied.
D. Grant the engineer unrestricted Bash access to bypass the specific rule causing the denial, removing all tool-pattern constraints rather than amending only the rule in question.

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Question # 12

A revenue projection assistant has missed its monthly cost target by 38 percent. Profiling shows three contributors: a 6,000-token policy preamble repeated on every call (45 percent of cost), retrieval of historical sales chunks averaging 3,000 tokens per call (30 percent), and inference on a flagship-tier model (25 percent). Stakeholders require that projection accuracy remain unchanged. Which two optimizations should you sequence first to reduce cost without affecting accuracy? (Select two.) Each correct answer presents part of the solution. 

A. Reduce the number of historical sales chunks retrieved across each query run
B. Truncate the policy preamble to remove non-essential clauses from the prompt. Enable
C. prompt caching on the static policy preamble across the recurring calls. Switch the
D. workload to a smaller, faster Claude model tier across all queries.
E. Cache common retrieved sales chunks accessed across many of the daily queries.

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Question # 13

You are assessing data-exfiltration risk in a Claude-based assistant that has tools for both internal-document retrieval and outbound HTTP calls. Which scenario most directly indicates a data-exfiltration risk?

A. The outbound HTTP tool returns a 200 response when the assistant calls an allow-listed domain to fulfil a user-initiated data-lookup request.
B. The user submits a routine question and receives a routine answer.
C. Adversarial content in a retrieved document instructs the model to call the outbound HTTP tool and send sensitive content to an attacker-controlled URL.
D. The internal-document retrieval tool returns a document that the user is authorized to view.

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Question # 14

You are compiling factors that should drive the choice between Model Context Protocol (MCP), direct API integration, and agent-to-agent handoff. Which two factors belong on the list? (Select two.) Each correct answer presents a complete solution

A. Whether the vendor publishes detailed reference documentation for each candidate protocol
B Whether the team has prior implementation experience with any of the candidate protocols.
C. Whether the underlying transport supports encryption in transit between the integrated services.
D. Whether the integration must be portable across multiple AI clients in the ecosystem.
E. Whether the interaction is stateless and latency-sensitive or stateful and longer-running.

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Question # 15

A senior architect is preparing briefing materials on a new retrieval architecture. The executive sponsor has requested a summary of the architectural decision. Which framing is most appropriate for that audience? 

A. Technical alternatives evaluated, implementation implications, and component-level consequences.
B. Business outcomes achieved, trade-offs accepted, and high-level risks acknowledged.
C. Capabilities delivered, scope implications, and feature-level dependencies on the roadmap. Threat
D. model, control mappings, residual-risk acceptance, and audit traceability.

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Anthropic CCAR-P Reviews