#Automation

#Automation

Wi‑Fi has become a foundation of modern business, powering everything from office work and schools to hospitals, factories, retail systems and connected devices. As more devices come online, wireless networks are being asked to handle more traffic, more users and more demanding applications. That pressure is pushing companies to look beyond faster speeds and focus more on reliability, automation and smarter network management.

I worked at a startup at the time, our team used this ancient bug tracker. May have been Bugzilla. The point being that tool was not particularly configurable. You either got notifications or you did not get notifications. If you configure for notifications, you got notifications. You touch a bug, you get an email. Somebody touches a bug, they get an email. Somebody else touches a bug, you get 10 emails. Get the idea. The team decided, this is not tenable. We need a concise daily report that shows you the life of our bugs for the day.

“We're not short of capability,” she explained to us, “we're weighed down by our own past.” Legacy workflows persist, old assumptions guide decisions, and “the way we've always done it” shapes strategy. In a market transformed by real-time data and automation, these habits quietly erode competitiveness.

Our results show that testing computer networks with automatically generated digital twins can achieve high accuracy and significantly faster speeds than traditional simulator-based testing.