Why simple questions in number theory feel inscrutable?

Systematic methods in Calculus help solve huge swath of problems. On the other hand, reading through a book on Number Theory feels like every problem has been solved ad hoc, with ingenious insight, why?

Guess: Something to do with how numbers are represented in human brain.

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