Apo's Letters
The human urge to unreasonably seek.
Writing
About
JAN 27
How I Built a UCL Simulator
A group-chat argument about Arsenal, City, and Europe's other Champions League contenders turned into a project: a data-driven rating and simulation model built to settle the debate.
DEC 13
How Important is a Manager?
A debate about sacking Ruben Amorim turns into a look at what the data actually says about how much Premier League managers matter — and why firing them rarely fixes what is broken.