You think handwriting is unique and cannot be imitated? We show the contrary in our work. To the best of our knowledge, it is the first paper that synthesizes realistic Western cursive handwriting by mimicking the actual temporal writing process. Our method works nearly fully automatic, e.g. no manual cutting out of characters, and is able to render full lines instead of glyphs/words as in other works.