[Chris2048]

is the take-away: bias is not in the initial conditions of the net, but in the implementation of the neurons and its structure;

closing my eyes makes my eyes insensitive to the state of the room, it does not make the room empty;

randomizing my network makes it insensitive to the biases of the AI, it does not mean there are no biases.

I'm finding it hard to figure this one out...

[AnimalMuppet]

Bias is in the initial conditions of the net. It's just not deliberately biased by the author. But it still has bias. "Closing your eyes" to the initial content/state of the net does not make the initial state go away.

[GFischer]

Thank you both for the explanations, I saw the top comment (the Koan) and I didn't know what to make of it :)