CCDV-F: Claude Certified Developer — Foundations

You are designing an agent to process vendor invoices. The work involves a small number of well-understood steps, but occasionally an invoice arrives in an unexpected format, requiring the system to decide whether to reroute it, request clarification, or flag it for human review.

The most appropriate architecture for this system is...