Writing with AI is extremely lossy as far as human judgement, which is one reason writers are frustrated by it.
Memory is getting better in self-contained systems, but the human judgment you feed the harness, and the diffs along the way, aren't encoded automatically, and need to be backed by a system like git, and then translated into a skill.