The phrase’s exact derivation is unknown, though there are a few theories. One is that the expression is inspired by the centrality of actual brass tacks in furniture and upholstery. Another is that brass tacks is simply a bit of rhyming wordplay derived from facts. In any case, the phrase was widespread in its modern sense by the early 20th century.