Prompt Engineering

System Prompt Patterns for Production AI Apps

6 production system prompt patterns: role anchoring, output scaffolding, constraint layering, dynamic injection, context economy, and failure mode fencing — with examples and when each applies.

Published May 7, 2026
10 min read