style-harmonizer

To remove generator voice from academic prose, you refine stylistic consistency by targeting repetitive sentence structures and slot phrases, ensuring meaning and citation integrity remain intact. This process eliminates stylistic tics like count-based openers and reused discourse stems in Markdown sections.

The best way to polish flagged Markdown sections is to run a style harmonizer that removes count-based openers and reused discourse stems. It updates the Markdown files directly while explicitly preserving all factual claims, citation keys, and evidence anchors.

Yes, you can use a prose harmonizer on sections identified in a self-loop TODO file. The tool specifically operates on flagged sections within `output/WRITER_SELFLOOP_TODO.md` and updates the corresponding files in the `sections/*.md` directory.

No, prose harmonization does not change citation keys or evidence anchoring. The process ensures meaning preservation by focusing exclusively on stylistic consistency and naturalness, leaving factual claims and citation integrity completely unchanged.

You should apply a style harmonizer after your draft is structurally sound but still reads like it was written by a machine. It refines the language flow to sound more natural and professional without altering core arguments or evidence.

AI-generated text sounds unnatural after structural edits due to subtle, repetitive generator voice and slot phrases. A style harmonizer targets these specific style smells, such as reused discourse stems, to make the prose flow naturally.