About

Signal, mostly, in one form or another.

I'm an AI/ML engineer based in Mumbai. I came to machine learning by way of electronics and telecommunication — antennas, breadboards, signal chains — at Vishwakarma Institute of Information Technology, and the habit never quite left: I still think of most of what I build as a signal moving through a system, whether that's a live phone call, a pulse trace on someone's wrist, or a player's guess at a secret a language model is trying to keep. These days that mostly means production speech pipelines at Emitrr, agentic systems that reason over documents, and the occasional paper on models that have to explain themselves.