In my opinion the root problem is a lack of recognition on what the assumptions and intentions are on either side. You can correctly apply logic to flawed assumptions and end up in some weird places. Similarly you can take the same set of facts and use different intentions to construct seemingly rational arguments out of them which end up at incompatible outcomes. Real world facts tend to be vague and messy, and are largely unsuitable for reasoning with.