The strongest systems I see focus on selecting the right evidence, examples, tools, and constraints. Which context decision improved quality the most?

Without an explicit uncertainty behavior, models tend to fill gaps. What refusal, clarification, or escalation pattern works in your domain?

Examples quietly define tone, edge cases, and priorities. How do you review and version them when product behavior changes?

Share something that sounded smart but proved brittle, verbose, or hard to evaluate—and the simpler pattern that replaced it.

Treating prompts as production artifacts made changes less mysterious for our team. What does your prompt review workflow look like?