Mielke joined the Harry Ransom Center in 1997. Previously, he served as an archivist at the Richard B. Russell Library for Political Research and Studies. Among the collections Mielke has processed at the Ransom Center are the Anthony Burgess papers, the Bob Woodward and Carl Bernstein Watergate papers and the Norman Mailer papers.