Hi! I'm Likith Shetty, based in Bengaluru. I'm currently pursuing an M.Sc. in AI and Machine Learning at CHRIST University, and I build agents, retrieval systems and the occasional optimizer.

Most of what I make ends up on GitHub: a support desk that answers out of product docs by meaning rather than keywords, a drift watchman that investigates a model before it retrains it, an income tracker that does an agency's accounting, and a packer that fits the most whole cells into an awkward shape. Two of them are live.

I like systems that admit when they don't know something. Every one of those four will tell you it isn't sure rather than guess at an answer. The support desk runs its whole search on a model small enough to live inside the function, which costs nothing per query and never phones anyone. I wrote about why small models might be the future if that sounds like an odd choice.

Before this I interned at PayNearby in Mumbai and led the IT Club at Nitte University. There's a resume if you want the long version.

Almost none of it gets written in silence. Here are the playlists if you want them.

If you'd like to chat, reach me by e-mail or on LinkedIn.