It is also exactly the job of DNNs, to pick up biases. That is literally what they are designed to do.
Even humans need to know about swear words in order to consciously avoid using them, or need to learn about reproduction in order to avoid teenage pregnancies. Not knowing does not make us or the AI better.
For example, what GPT-3 needs is a "conscience", a separate model monitoring and rejecting harmful outputs. If I am not mistaken the demo is already displaying warnings when it goes off into weird places.