I still remember walking into a hyperscale data center outside Bengaluru last year—the humming of thousands of servers, the blast of cold air, and the distinctive smell of electronics at work. What struck me most wasn’t the impressive technology, but a simple dashboard on the wall showing real-time power consumption. “We’re obsessed with that number,”...
Edge Computing in Industrial Settings – Processing Data Where It’s Created
I was standing on the factory floor of a major automotive plant outside Chennai last month when something remarkable happened. A robotic arm suddenly adjusted its movement pattern—without any human intervention. The plant manager noticed my surprise and explained, “That’s edge computing in action. The system detected a potential alignment issue and corrected itself in...
Digital Twins in Manufacturing – Creating Virtual Replicas for Real-World Optimization
I remember the first time I saw a digital twin in action at a manufacturing plant in Bangalore. What looked like a simple 3D model on a screen was actually a living, breathing virtual replica of the entire assembly line, complete with real-time data flowing in from hundreds of sensors. The plant manager smiled at...
Data Center Resilience – Ensuring Uptime Through Intelligent Infrastructure Management
Three months ago, I was woken at 2 AM by an alert on my phone. A cooling system in our east wing was showing anomalous behavior—nothing critical yet, but our predictive system had detected a pattern that historically preceded failure. Instead of waiting for an actual outage, our automated systems had already begun migrating workloads...
Automation vs Augmentation – How AI is Transforming Manufacturing Workforces
Last week, I visited a bearing manufacturing plant outside Pune where two striking scenes unfolded side by side. In one section, robotic arms performed precision welding with superhuman consistency, no humans in sight. In the adjacent bay, technicians wearing AR headsets worked alongside collaborative robots, their movements synchronized in a choreographed dance of production. Same...