The problem is that the problem of bias is undefined, so there's no correct solution or even authority to turn to. We do see problems with systems taking data a

The problem is that the problem of bias is undefined, so there's no correct solution or even authority to turn to. We do see problems with systems taking data as gospel, but when the data itself have undesirable patterns, we're at loss at what to do. Of course, simply saying this triggers some creativity: You could generate artificial data and train on that. However, the problem is then to generate "unbiased" artificial data, and somehow make it useful! ;-) So who's vision should be realized, then becomes the problem, or solution for some subset of people.