Prepare with Anthropic : CCAR-P exam braindumps as your best preparation materials

A Claude architect observes that after a recent model-version upgrade, grounded responses began including claims not supported by the retrieved source documents.
Which mitigation is most directly targeted at this failure mode?

• A. Score each new model version against a stable adversarial evaluation set.
• B. Replace the shared API key with per-user OAuth tokens to restrict data access.
• C. Treat retrieved data as untrusted and apply input classifiers at ingestion time.
• D. Constrain responses to source-supported content, require citations, and add a verification step.

An operations engineer reports that a Claude-based pipeline began returning malformed JSON responses after a scheduled maintenance window, causing downstream processing failures.
Which two investigative steps most directly isolate the root cause? (Select two.)

• A. Increase the max_tokens limit to determine whether output truncation is causing incomplete JSON structures.
• B. Compare the current system prompt and output schema configuration against the last known good version from before the maintenance window.
• C. Replay a set of premaintenance requests against the current configuration and inspect the raw model output before downstream parsing.
• D. Switch to a different Claude model tier to rule out provider-side changes as a contributing factor.
• E. Clear the prompt cache and resubmit all pending requests to eliminate stale cached prefixes.

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. 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.
• B. 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.
• C. 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.
• D. 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.

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

You are classifying token-management tactics by where each tactic applies in the request lifecycle: "Input Preparation," "Prompt Construction," or "Output Handling."