Edge compute constraints force clarity. When you have 4GB RAM and intermittent connectivity, every dependency matters. Every model checkpoint needs justification. Every API call becomes a design decision.

Constraints reveal what's essential. The best industrial AI systems aren't the most sophisticated—they're the ones that work reliably under real conditions.