@muneebsultan·Karachi, Pakistan·Joined September 2026
Shipping AI systems that have to survive real traffic writing about the parts that don't show up in the demo.
About
I'm a Data Scientist | AI Engineer based in Karachi, building production Generative AI and streaming ML systems for a live electronic-trading platform — things like a multi-agent trading assistant serving real users, not a demo. I spend most of my time on the unglamorous half of AI engineering: evals, observability, and the infrastructure that keeps a system alive after launch day. I write here about what that actually looks like in practice.