CClaude Cert Prep
P1 · 8 questions

Solution Design & ArchitectureAttempt 1

CCAR-P P1 practice. Some items are “select all that apply” — they tell you how many to pick and are graded all-or-nothing. Commit before revealing, then read every explanation.

0 of 8 answered
  1. P1 · Q1Agent vs workflow vs single-shot
    A team must extract five fixed fields from uploaded invoices. The document layout is stable and the extraction target never changes. Which design pattern is most appropriate?
  2. P1 · Q2Batch API fit
    Which statement about the Batch API is correct?
  3. P1 · Q3Statelessness and where state lives
    The model API is stateless between calls. Where should durable conversation history and business records be kept?
  4. P1 · Q4Orchestration topologies
    A research assistant must gather facts from four independent sources and merge them into one summary. Each source lookup is self-contained and none depends on another's output. Results must be returned to the user within two seconds. Which topology is most appropriate?
  5. P1 · Q5HITL insertion points
    An agent can issue refunds automatically. Small refunds are routine, but any refund above a regulator-defined threshold must be reviewed by a human before it is sent. What is the best way to insert human oversight?
  6. P1 · Q6Idempotency and retries
    A payment-charging tool call sometimes times out even though the charge actually succeeded downstream. The orchestrator retries on timeout. Customers are being double-charged. What is the best fix?
  7. P1 · Q7Multi-agent vs single-agent-with-toolsSelect 2
    Which two statements correctly describe trade-offs between a multi-agent system and a single agent equipped with tools? (Select 2)
  8. P1 · Q8Graceful degradation and fallbackSelect 2
    A production assistant depends on a live pricing tool that occasionally fails. Which two design choices best preserve graceful degradation? (Select 2)