LLMs and the Truth™

The Economist covers It doesn’t take much to make machine-learning algorithms go awry. Will we see a core of knowledge built that considered “The Truth”, and then all other input data is evaluated on how likely that’s true based on the givens? LLMs judging what is fed to their younger siblings?