Bias is different things though. If most people are cautious but the LLM is carefree, then that is a bias. Or if it recommends planting sorghum over wheat that is a different bias.

In addition bias is not intrinsically bad. It might have a bias toward safety. That's a good thing. If it has a bias against committing crime, that is also good. Or a bias against gambling.