This disclosure describes unique single stranded DNA templates having a characteristic sequence and secondary structure. The DNA templates disclosed herein are useful for making small RNA molecules through promoterless transcription by a mammalian RNA polymerase, and can serve as an effective vector for producing small RNA molecules of interest in vitro, in situ and in vivo in mammalian cells.