Two weeks ago, I sat in a city planning meeting that would have been unrecognizable a decade earlier. Instead of arguing over traffic models or debating flood maps, we were all gathered around a holographic display of our city’s Digital Twin. The planning director turned to me and whispered, “Remember when we used to make...
Machine Learning for Predictive Equipment Maintenance in Industrial Settings
Three months ago, I stood in a steel mill watching a maintenance team disassemble a massive rolling machine that had failed without warning. Production had stopped completely. Workers stood idle. The plant manager estimated the cost at ₹15 lakh per hour of downtime—and they were looking at a 36-hour repair. “This is exactly why we...
Invisible Green – Process Optimization’s Hidden Sustainability
Last Tuesday, I killed three meetings with a single line of code. As our company’s sustainability lead, I wasn’t focusing on installing new solar panels or switching to electric vehicles. Instead, I was finalizing an algorithm that would eliminate unnecessary cross-country flights by optimizing our quarterly planning process. Carbon savings? Nearly 75 tons annually—with not...
Intelligent Healthcare Environments – IoT Solutions for Next-Generation Medical Facilities
The moment I walked into Apollo Hospital’s new smart ward in Hyderabad last month, I knew I was witnessing healthcare’s future. A patient had just shifted slightly in her bed, and before any nurse noticed, the bed had already adjusted itself to prevent pressure ulcers. Meanwhile, a doctor miles away was reviewing her real-time vitals...
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...