About

Curious by default.

I’m Adam, 17, based in Casablanca. I build software and study how intelligent systems make decisions—especially when they should slow down, defer or let a person take over.

A thread through the work

I started by building products. Preparly showed me what it means when something reaches people beyond the team that made it. That led to questions about reliability, uncertainty and decision-making. Research made those questions harder to ignore. Aurels is where I am trying to build with the answers in mind.

I like turning ideas into something concrete quickly, then treating the result as evidence rather than a verdict. Sometimes the best next move is to improve it. Sometimes it is to put it in the archive and take the question somewhere more useful.

Outside the terminal

Long-distance running and triathlon training, reading about technology, economics and systems, design, and building unnecessary side projects because I am curious.

/ A small working method

The point is not to collect identities. It is to keep following a useful question.

01

Make it real

Build enough of an idea to learn from the behaviour it creates.

02

Notice the limits

Look for the failure condition, not just the demo that works.

03

Carry the lesson forward

Let the next thing be more deliberate because of the last one.