I’ve spent more than a decade building products across healthcare, fintech, real estate and AI. Different worlds, same habit: asking awkward questions until the problem starts making sense.
People forget the problem they wanted to solve. Then they hand the thinking over to AI. I want AI to help us think and build better... we still have to understand the humans using the thing.
HUMAN INSTINCT / MACHINE INTELLIGENCE / HUMAN INSTINCT / MACHINE INTELLIGENCE /
Open Innovation AIProduct Lead / AgentFabric
Human intent→Meaningful action
HUMAN INTENTMACHINE CAPABILITY
01 / Build
First, the actual problem.
At Open Innovation AI, I work on sovereign AI agents for government and enterprise. It starts with a problem worth solving.
Start with the human need.Interactive study / move your pointer
The path / 2015 to now
The route here wasn’t straight.
From teaching kids to code to systems that act for themselves.
2025 → Now
Product Lead · AgentFabric
I lead product strategy for AgentFabric. We build sovereign AI agents for governments and enterprises, including regulated, air-gapped and zero-trust environments. Plenty of constraints to think through.
More about this chapter
Joined in January 2025 as AI Product Lead for Gen AI Products. Government AI strategy work from September 2025 to February 2026 covered maturity assessments, executable roadmaps and use case prioritisation. As Product Lead for AgentFabric since October 2025, my scope spans agent orchestration, RAG and hybrid retrieval, tool invocation, model routing, offline evaluations, production-readiness gates and governance across the LLMOps lifecycle.
Robots, weddings and trees. Yes, all on the same CV.
01
Robotics + automation
Before agents, there were robots.
We built Robochef and automated food-making machinery, exploring what robotics and Industry 4.0 could look like in Pakistan.
RADA TechnologiesCo-founder · 2018–2019
02
Marketplace + entrepreneurship
Some ideas don’t make it.
Formerly DawatKada, this connected couples with curated wedding vendors and recommendations. It failed. Leaving it off the website would make for a tidier story... but a less honest one.
The Shadi PlannerFounder · 2018–2019
03
Community + climate
Building beyond a screen.
I started a community initiative around climate awareness and planting trees in urban areas, bringing volunteers together across cities in Pakistan.
Greenify PakistanChief Volunteer · 2018–2020
Mentoring & advisory
Bring the idea. And the doubts.
I help founders work through AI commercialisation and go-to-market decisions. Sometimes that means fractional product leadership. Sometimes it means asking whether anyone needs the feature.
