Ask HN: How do we create AI that's accountable?

I suspect that the way is through Natural Language and Machine Learning algorithms. Language shapes society, it can shape bots too. Algorithms compute and reach a decision, they can have inference steps that make the decision ready to be questioned. (Read DNC by Deepmind) What do you guys think?