It's not about personal opinions. Or rather it is, but not in an obvious way.
Human minds are clearly not consistent. Human minds are a loose collection of cobbled-together heuristics.
Logic is one of those heuristics. It has limits because ultimately "logic" ends up being not a personal opinion, but a personal experience of the truth - or otherwise - of a proposition.
Developed and trained minds have generated a heuristic of independent consensus about truths and experience, and strategies for increasing the correlation between the truth experience and the reality experience.
Less developed untrained minds have a much more naive and subjective experience of "truth."
But both work on the same foundation - a nebulous and indefinable subjective experience that is associated with truth, and is typically mistaken as the definition of it.
It's impossible to "prove" truth, because the experience of deciding whether or not something is true is absolutely subjective.
Any attempt to make an objective definition will always be filtered through that subjectivity and reduced to either having that experience or not having it.
We're back to qualia, as usual. No one knows what "having an experience" really means. Until that question is answered, there are no tools for dealing with the rest.
You can argue "But what about the scientific method, and mathematical proofs?" Same answer - they're practices that generate the truth experience in trained minds. They have a better predictive record and are better at finding consistent patterns than the disjointed heuristics of untrained minds. But they still don't - and can't - prove "truth" in any kind of ultimate definitive guaranteed-to-be-objective way.
They certainly can't guarantee that the truth experience is never biased, contingent, limited, naive, circumstantial, or possibly even just plain wrong.
The implications for AI are obvious. If a machine is better at finding consistent patterns, it will appear smarter than a human. It will still be smarter even if it makes errors that are obvious to a human, because at the same time it won't be making errors that humans do make, and which are similarly "obviously wrong" to the AI.
It's the hit rate that matters, not idealised philosophical perfection.