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I build products thatsurvive constraints

I build, observe, and keep learning what holds up in the real world.

Feb 2026 // 8 min read

Why Your Mental Model of AI is Probably Wrong

Most teams still misunderstand how LLMs work. An LLM isn't a brain. It's a very fast clerk with a 2 million page desk and a 5-second attention span. Here's what actually breaks AI products in 2026 and how to build around it.

Aug 2024 // 4 min read

Intro to Insurance: The Basics

This article is first part of a long series into the insurance space in India. In this article, we'll just be focusing on what is insurance, what are the principles of insurance, and what are the different types of insurance.

I often work in environments where speed and uncertainty collide. Over time, I’ve become more interested in the structure behind decisions than the surface outcome. I’m curious about how systems behave under pressure and how small assumptions compound at scale.

This site is a place to think out loud about those ideas, test them in real projects, and refine them as I learn.

If something here resonates, feel free to reach out.