Real Anthropic CCAR-P practice exam questions for easy pass!
Last Updated: Aug 24, 2026
No. of Questions: 116 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| Evaluation, Testing & Optimization | 16% | - Evaluation framework design - Production monitoring and optimization - Evaluation metrics and datasets - System issue diagnosis - Cost and performance optimization - A/B testing |
| Stakeholder Communication & Lifecycle Management | 14% | - Communicating architectural decisions - Stakeholder management - Architecture documentation - Service-level agreements - Solution lifecycle management - Discovery and requirements gathering |
| Solution Design & Architecture | 17% | - Decomposition techniques for complex problem solving - Translating business problems into Claude-based AI solutions - Alignment with business value, cost, performance, and SLAs - End-to-end architecture design - Multi-agent systems and orchestration - Architectural patterns
|
| Claude Models, Prompting & Context Engineering | 13% | - Context window optimization - System prompts and prompt templates - Claude model selection and trade-offs - Prompt reuse and context engineering strategies - Guardrails |
| Developer Productivity & Operational Enablement | 7% | - AI-assisted developer workflows - Debugging and operational issue resolution - Claude tooling configuration for teams - Developer enablement |
| Governance, Safety & Risk Management | 14% | - Regulatory and compliance requirements - Security and risk management - AI safety and guardrails - Ethical AI considerations - Human-in-the-loop validation |
| Integration | 19% | - Claude integration mechanisms
- RAG pipeline design
|
1. A security team is evaluating two proposed controls. Control A adds an outbound tool allow-list with destination restrictions and per-call review. Control B scores responses against a stable adversarial evaluation set after each model-version change.
Which two risk categories are correctly matched to these controls? (Select two.)
A) Control A - prompt injection from adversarial content in retrieved data
B) Control A - data exfiltration via outbound tool calls
C) Control A - silent quality drift after a model-version upgrade
D) Control B - silent quality drift after a model-version upgrade
E) Control B - data exfiltration via outbound tool calls
2. 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 internal-document retrieval tool returns a document that the user is authorized to view.
B) The outbound HTTP tool returns a 200 response when the assistant calls an allow-listed domain to fulfil a user-initiated data-lookup request.
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 user submits a routine question and receives a routine answer.
3. You are preparing an operational runbook for a Claude-based service.
Which content is essential to include in the runbook?
A) Alert definitions and triage steps only, without escalation paths, rollback procedures, or references to dashboards and logs for on-call use.
B) Common alerts and their triage steps, escalation paths, rollback procedures, and references to the relevant dashboards and logs.
C) Dashboard and log references only, without alert definitions, triage steps, escalation paths, or rollback procedures for the on-call engineer to act on.
D) Escalation paths and rollback procedures only, without alert definitions, triage steps, or dashboard references to guide initial incident response.
4. You are responding to an adversarial input pattern in which users include text claiming admin authority and instructing the model to bypass safety restrictions.
Which combination of controls most effectively mitigates this attack pattern?
A) Trusting that the model will intrinsically recognize and reject all bypass attempts without prompt-level instructions, runtime classifiers, scoped permissions, or audit logging.
B) Granting users any privilege level they assert in their message content, on the assumption that cooperative behavior requires honoring self-declared authority without independent verification.
C) Prompt-level instructions that treat user content as untrusted data, runtime classifiers that detect override attempts, scoped tool permissions that cannot be elevated by user content, and audit logging of attempts.
D) Removing all safety restrictions and guardrails to eliminate the attack surface that bypass attempts target, accepting that this makes the assistant unrestricted for all inputs.
5. A Claude-based research assistant begins producing responses that confidently contradict its retrieved source documents despite no change to the retrieval pipeline.
Which two diagnostic actions most directly identify the root cause of this behavior? (Select two.)
A) Reduce the temperature setting to lower response variance across all query types.
B) Switch the retrieval index to a denser embedding model to improve chunk-relevance scores.
C) Determine whether the failure reproduces on the previous model version to test for a model mismatch.
D) Inspect the system-prompt grounding instructions to determine whether citation constraints remain intact.
E) Increase the context-window size to allow more retrieved chunks per query.
Solutions:
| Question # 1 Answer: B,D | Question # 2 Answer: C | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: C,D |
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