Mission

I've always been someone who processes the world through patterns, data, and ideas. That's just how I'm wired.

Stubasura is the project space where all of that lives. The analytics, the AI-built websites, the frameworks, the research. Said work all points in one direction: understanding what's actually happening in the world and building something real from it.

Here's the thing about AI though. It's not neutral. The models, the training data, the design choices, all of it carries the biases of whoever built it and whatever it was fed. Most people skip over that part, which is honestly the most important part. Understanding AI means understanding that first.

So a big piece of what I do is understanding the philosophies and biases around AI usage. How to use it honestly, how to account for what it gets wrong, and how to build with it without just blindly trusting it. Said frameworks matter because the tool is only as good as the person wielding it.

And it’s kinda fun too tbh.