Exam CCAR-P Topic 1 Question 47 Discussion

Actual exam question for Anthropic's CCAR-P exam
Question #: 47
Topic #: 1

A platform team operates a self-hosted multi-agent system on Kubernetes that orchestrates seven specialized agents for invoice processing. The team spends approximately 40 percent of engineering capacity on infrastructure maintenance, message bus reliability, and agent state recovery. The CFO has asked you to evaluate moving to managed agent infrastructure to reclaim engineering capacity. The security officer requires that all customer financial data remain within an approved network boundary.
Which factor should most heavily influence your recommendation?

A. Whether the current seven agents map cleanly to the patterns supported by managed agents. B. Whether managed agents reduce per-invoice token costs across the existing processing volume. C. Whether managed agents support the current bus topology used by the platform team. D. Whether managed agent data handling satisfies the network boundary required by security.

Suggested Answer: D Vote an answer

The network-boundary requirement is a mandatory architectural constraint; therefore, Option D must be resolved before evaluating operational savings. Managed infrastructure can reduce responsibility for agent loops, sandboxes, session state, recovery, and orchestration, but those advantages are immaterial if financial data leaves the approved boundary. Anthropic describes Claude Managed Agents as a hosted agent harness and provides configurable data-residency controls . The architect must still validate inference location, session persistence, encryption, subprocessors, credential handling, auditability, and deletion behavior against the organization's exact security policy. Options A, B, and C affect migration effort or economics, but they cannot override a non-negotiable data-governance requirement.
Study Guide references/topics: Architectural constraints; managed versus self-hosted agents; data boundaries; residency; security-gated decision-making.

by Ophelia at Sep 07, 2026, 12:08 AM

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