Network automation is not just a technology problem. Without a shared foundation, consistent processes, and people rowing in the same direction, even the best tools can only get you so far.

I built a local AI-powered IVR using Xfinity, a Cisco ISR4351, Asterisk, Faster-Whisper, Qwen, Ollama, and Coqui XTTS-v2. Then an automated mortgage caller rang it and things got weird.

A real-world tale of Monday morning troubleshooting, rising tickets, and a reminder that the simplest explanation is often hidden behind a trusted system update.