Hi, I'm Saral.

I'm a data scientist by day, a curious person by night, and someone who has too many browser tabs open at all times.

I talk to machines on weekdays and write about things I'll regret later on weekends. The weekday work is models, systems, and the economics of how things actually behave. The weekend work is essays: research-backed, slightly uncomfortably honest, and written until the idea sits still.

Here, I write what is on my mind. All of my work written after 20th September 2026 has no usage of AI. I own all the facts, quotes, words, commas, etc. that is in my article written after that.

I verify all the facts personally and make sure the content is as enriched as possible.

Welcome to the chaos. — Saral