Major humanization model and rewrite-rule upgrade
We upgraded the model workflow and rebuilt the core rewriting rules, delivering a clear improvement in naturalness, meaning preservation, tone control, and long-form consistency.
We upgraded the model workflow and rebuilt the core rewriting rules, delivering a clear improvement in naturalness, meaning preservation, tone control, and long-form consistency.
- Updated model routing and context handling so each transformation responds more precisely to the purpose, tone, and structure of the source text.
- Reworked the core rewriting rules to reduce mechanical transitions, repetitive sentence patterns, shallow synonym swaps, and unnecessarily inflated academic language.
- Improved sentence rhythm and paragraph flow while preserving the writer's original claims, qualifications, citations, numbers, quoted material, and technical terms.
- Retuned long-form processing to keep voice and terminology more consistent across essays, reports, research sections, and other multi-paragraph drafts.
- The combined changes produce a noticeably more natural, coherent, and usable result with less manual cleanup after conversion.
