Now
A snapshot of current projects, priorities, and what I'm thinking about — updated as things change.
Last updated June 28, 2026
Refining the AI table extraction pipeline based on feedback from teachers testing it on real grade sheets. Focused on accuracy and handling messy, low-quality scans.
Live and stable. Occasionally shipping small fixes based on student feedback. No major changes planned — it does its job.
Taking on a small number of client projects — custom web apps, internal tools, and SaaS MVPs. If that's you, reach out.
Going deeper on structured prompting and evaluation for AI features that need to be reliable, not just impressive in a demo.
Writing
started seeing youtubers installs pkgs and dependencies (when i started learning ReactJs, this point was the first difficult step), i stuck there, so i moved to termux to learn some basic Linux CLI and Nodejs and its package manager npm.
A teacher friend showed me a stack of photographed grade sheets and asked if there was a faster way. There wasn't — so I built one.
The catch? I didn't even have a computer. The last time I'd touched one was around this same period—the school computer, for an exam project. A stupid Python program that took two numbers and added or multiplied them.