One can imagine Turing, Godel or Post writing a paper on logic. What provides the "validity" to the content they write?
Turing and Gödel have been brought up in mathematical logic and so would have been unlikely to write about anything else, certainly not logic.
There are only two possible meanings for the notion of validity. Either it is valid because it is factual, or it is valid because it is logical, and of course possibly both.
So Gödel writing about mathematical logic would have been logical because this is what human beings do, and he would have been factual in starting from the a priori of mathematical logic, such as for example the truth-functionality of the conditional. Of course, the a priori of mathematical logic are essentially irrelevant to logic itself, but there would be no conflict there because of these two independent forms of validity.
One proper answer to this question is the a priori "understanding" embedded in their mind. Mind, then, is in a strict sense, a priori in this case. (...) So is logic then an exact theory of mind -an exposition of the a priori thought? How can we characterise relationship between logic and "a priori" nature of mind?
Logic does not work as an understanding. Rather, it is a brain process to arrive at a conclusion given certain premises. As such, we are essentially ignorant of the process itself since we are ignorant as to how our own brain works.
So logic is a priori, but it is not a priori knowledge. It is just something our brain does, like vision and memory.
Language is an apparatus to present logic, it cannot be that logic is about language.
No, language is used to communicate ideas between brains. Initially only shouts and grunts but it has evolved subsequently to become the very sophisticated language we can use today.
As a means to communicate ideas, language can be used to submit our reasonings to other people.
Our logical reasonings, strictly speaking, are about the various fictional worlds represented in our verbal communication.
Logic may not be strictly equated with formal logic:
Indeed, not strictly and in fact not at all. Formal logic is the discipline in which people try to articulate formal models of logic.
the latter is in some sense a proper subset of logic
Certainly not. See above.