Waleed yaseen

Retrieval was right. The answer was wrong.

I spent part of today stress-testing a small document Q&A prototype with synthetic policy documents. I deliberately added two versions of the same refund policy: an older one with a 30-day window and a newer one with 14 days.

The...

Before adding AI to your SaaS, write the failure contract.Most AI feature briefs describe what should happen when the model works.Production problems begin when it doesn’t.Before adding AI to an existing SaaS product, I think the team should define: 1. LatencyHow long can the...

Ilmversity is an AI-enabled learning and school-management platform that brings admissions, student records, scheduling, attendance, fees, communication, and reporting into one connected product.

MY CONTRIBUTION I worked on the full-stack engineering behind operational and...

A unified research workspace built around AI-powered transcription of historical documents and difficult handwriting. The experience brings document viewing, transcription, analysis, organization, and export into a single interface, allowing researchers to move from an original...