AI Applications
AI Copilots Jet Engine Engineering: A Guide for Practitioners
I spent a week in Munich last September inside a test cell at MTU Aero Engines. The noise hits you before your ears adjust. A GE9X spooling up for validation...
AI Global Flood Forecasting Access: A Practitioner's Guide
Last month, a client from a Southeast Asian disaster management agency asked me: “Can we predict where the next flood will hit three days out, with street-...
AI in News Organizations: The Real Revolution Isn't What You Think
I watched a newsroom spend $2 million on an AI content generator last October. Within five months, they'd deactivated it. The stories it produced were factua...
AI Legal Case Backlog: What Works, What Doesn’t, and What I Learned Building It
I spent two years inside the New York State court system’s data pipeline. Not as a lawyer — as an engineer. They had 14 million case records spread acros...
ChatGPT Adoption Expansion 2025: Engineering Reality
I spent the first half of 2025 helping three companies deploy ChatGPT-based systems into production. Two of them nearly failed. The third is now processing 5...
Why Most AI Lung Cancer Screenings Fail (And How MoE Fixes It)
You're building a lung cancer screening system. You've got 50,000 CT scans. You've trained a ResNet-152, a Vision Transformer, maybe a ConvNeXt. And it works...
What Are the Applications of Mixture of Experts? A Practitioner's Guide
I’ll never forget the panic in April 2024. We were scaling a real-time recommendation engine at SIVARO — 200K events per second, dual-encoder models, 200...
What Is a GCP in Healthcare? The Standard That Makes or Breaks AI in Clinical Trials
You're building an AI system that automates adverse event detection in a Phase III oncology trial. The model works. Accuracy hits 97%%. Then the FDA asks: "Ho...
What Is the Salary of AWS? A Practitioner's Guide to Cloud Compensation in 2026
I've been asked this question hundreds of times. Founders, engineers, even my own team at SIVARO. "What is the salary of AWS?" They don't mean the company's ...
Conversational AI Travel Is Finally Not Embarrassing
Four years ago, I sat in a hotel lobby in Bangalore testing a "conversational AI" travel agent for a client. It took seven minutes to book a simple flight fr...
Vector Database Comparison 2026: What Actually Works in Production
I've spent the last six years building data infrastructure at SIVARO. We process 200K events per second. We deploy AI systems that have to stay up when thing...
What Is Azure Used For? A Practitioner’s Guide to Microsoft’s Cloud
I’ve been wrong about Azure more than once. Back in 2019, I told a client that Azure was just “Microsoft’s AWS clone” — a catch-up play with a diff...