People argue about whether algorithms are biased or fair. This is a useless debate. The math only reflects the wreckage of the existing economy. You cannot fix the code when the foundation is already gone.

The digital decay has specific features.

• The algorithms do not create inequality. They just make it efficient.
• Economic disparity is now a permanent part of the training data.
• Mathematical fairness is just a way to hide the theft.
• The system uses your history to ensure you stay in your place.

Developers talk about fairness to avoid accountability. They want to tune the weightings so the output looks acceptable. It does not change the fact that the input is poison. The machine is working exactly as intended.