A photo of a black hole with glowing light rings around it, highlighting the event horizon, against a dark space background.

Learning to build risk systems for emerging frontiers.

I’m Saif, a London-based learner in transition. I used to work at KPMG; now I’m teaching myself how to design systems for the space economy.

My main project is A.I.O.N. an AI-assisted underwriting workbench for space insurance and frontier risk. It takes structured mission data and turns it into explainable risk bands, pricing factors, and parametric ideas that real underwriters could interrogate, not just a single black-box score.

AION isn’t a company; it’s my live research lab. I’m using it to learn the basics of risk maths, regulation, and systems design by building actual tools that could one day sit on an underwriter’s desk.

This site is my public notebook, a place to track build logs, reading notes, and weekly “connections” across space, AI, finance, and philosophy. It’s proof-of-work rather than a polished portfolio.

Explore Experiments
Read My Journal
View Books & Notes