Muhammad Taha
Software Engineer building AI-powered products with LLMs
I built Aegis, a Flood Prediction and Disaster Assistance System. It forecasts floods in Pakistan's river systems and helps people as water rises.
It's a PWA, so it works on a phone with nothing to install.
The goal was simple: when someone is scared and the water is coming up,...
Architected and developed an AI tutoring platform that encourages conceptual learning through collaborative multi-agent workflows instead of answer-focused interactions. Designed a four-agent architecture (Supervisor, Teacher, Critic, and Librarian) with adaptive Socratic...
Engineered an AI legal reasoning framework to improve the reliability of LLM-generated legal responses through evidence-grounded reasoning. Designed an evidence-verification pipeline using a causal cross-attention gating mechanism to validate generated responses against...
A website can look polished and still leave you confused.
The problem is not always the color palette, typography, or animations. Sometimes it is the missing button, the headline that sounds impressive but says very little, or the layout that makes you work to understand what the...
I think good AI development is less about simply adding an LLM to an application and more about building a system that actually solves a user problem reliably. The interesting part for me is everything around the model — structuring the data, designing the workflow, using RAG...