An agent's writing usually picks up cruft from the conversation that produced it: hedges, meta-commentary about what was asked, preamble, restated context. A reader who never saw that conversation should understand the result fully, with nothing in it that refers back to something they weren't part of.
essence strips an AI coding agent's writing down to what the reader needs.