Hello World — Why I'm Starting This Blog

After nearly a decade at Amazon — building ML inference platforms, designing agent AI systems, co-inventing a patent, and creating everything from a Hindi programming language to a personal AI research lab — I realized something: I've been building constantly, but rarely sharing what I've learned.

This blog changes that.

What to expect

I'll be writing about the things I work on and think about most:

ML Systems at Scale — What it's actually like to build and operate production ML inference services hosting dozens of models. The architecture decisions, the failures, the lessons learned.

Agent AI & LLM Systems — The agent AI space is moving fast. I'll share patterns that work and ones that don't — from orchestration design to latency optimization.

Building Creative Tools — My DGX Research Lab runs 10+ AI services on NVIDIA DGX Spark hardware. I'll write about building voice cloners, song generators, video pipelines, and autonomous agents.

System Design & Architecture — Production service design, monolith-to-microservices decomposition, cross-team alignment. The hard problems that aren't in textbooks.

Why now?

I've spent years building. But the best ideas deserve a wider audience, and some of the hardest-won lessons could help other engineers facing similar challenges.

Plus, I have a patent to talk about, a Hindi programming language to open-source, and a digital twin agent system that needs explaining.

Let's go.