Online harm leaves a trace.
It arrives as noise — scattered across systems that never connect.
I build the instruments that find the pattern.
Signal becomes evidence.
Abdullah b. Tariq
Platform accountability, AI governance, and the data systems underneath them.
The whole site, on one screen.
- 01Work→
Six case files — data systems, accountability, civic builds
- 02CivicSec Lab→
The flagship — six modules, one civic risk model
- 03Skills→
One case, four instruments you can drive
- 04Writing→
Ten essays on governance, accountability, digital rights
- 05About→
The throughline — power, information, and tools

I turn digital-harm signal into something institutions can measure, contest, and act on.
1.5M+
listings structured
100K+
seller profiles
290
term GBV taxonomy
500K/day
posts processed
Open to roles and collaborations.
AI governance, trust & safety, platform accountability, data policy, research engineering, and digital rights. If your work turns signals into evidence, let's talk.
