Strategy
Managing AI Dependency Velocity with AI Canary Environments
AI dependencies change rapidly, risking app stability. Use a small, independent "canary" app to test upgrades before main deployment. Pair with AI agents for validation and strong production monitoring to catch issues early and minimize disruption.