Shoaib Vohra

The boxes were there. The app never drew them.

Otto's Creative Review scores a static design (a poster, an ad, a social post, a slide) against an editable 25-check rubric. The model observes and gives a verdict with evidence per check. The code does the scoring, so the model is...

Otto's Settings and Administration screens had every feature and were still hard to use. Today I shipped the rework.

What was wrong: → Settings stacked 5 card styles and 10 text sizes, plus a five-step wall of setup text above the one list people came to check → Opening a...

My best commit this month deleted 16,808 lines.

I ran an end-to-end security audit on Orbit, my finance side project. The worst find: an old backend I had stopped using was still live in production, and it trusted tokens it shouldn't have. Nothing in the app called it anymore, so...

I pointed Otto's product review at Otto's own website.

Otto is the AI command centre I'm building for product managers. One of its three reviews walks a product in a real browser and files what it finds. The new website was the obvious first test.

What held up and got fixed: → The...