Supervised learning

How supervised learning works, where its assumptions break, and why red teamers need to understand the training pipeline before they can attack it.

The maths behind the models

A working reference for the maths behind AI security tools. Covers linear algebra, probability, and information theory, grounded in real detection use cases.

Fixing DisplayLink on Parrot OS 7

A DisplayLink dock stopped working on Parrot OS 7. The fix looked simple until kernel 6.19 broke the packaged driver at every level. Here's how to build past it