Coding agents are scaling fast. How do teams keep up?

The rapid adoption of AI-assisted development has created a "visibility gap," where AI-generated code can pass initial tests but introduce complex, undocumented errors that only manifest under real-world production conditions. To manage this risk, engineering teams must shift toward "AI Observability" by integrating real-time production telemetry directly into developer workflows to bridge the gap between automated code generation and system monitoring.