Technical Questions — Claude CCA-F — Claude CCA-F

A procurement assistant must distinguish between authorization failures and missing resources. Which approach is BEST?

Q23. Human-in-the-loop systems are MOST important when:

An enterprise AI assistant must block responses containing customer PII before data is logged. Which architecture BEST satisfies this requirement?

Q2. What is the primary advantage of few-shot prompting?

An enterprise AI assistant connects to multiple MCP servers for CRM, analytics, and ticketing workflows. Developers report inconsistent tool discovery across environments. What is the BEST solution?

A financial AI assistant should avoid using real payment APIs during testing workflows. Which design is MOST appropriate?