Remove machine-like surface signatures from coherent prose without altering meaning or structure.
npx skills add https://github.com/usurobor/cnos --skill naturalize
Please help me install this Agent Skill. Skill: naturalize Source: https://github.com/usurobor/cnos/tree/main/src/packages/cnos.core/skills/naturalize Command: npx skills add https://github.com/usurobor/cnos --skill naturalize
Naturalize removes machine-like surface signatures from coherent prose without altering meaning or structure.
Feed a structurally coherent draft to Naturalize and run the four passes (vocabulary, rhythm, repetition, register) in order to remove surface signatures while preserving meaning and structure.
High-intent search queries and answers about installing and using this skill.
To make AI-generated prose sound natural, apply a targeted editing process that removes machine-like surface signatures. This involves running four sequential passes over the text to adjust vocabulary, rhythm, repetition, and register without altering the underlying meaning or structure.
Common AI writing tells include unnatural vocabulary choices, repetitive rhythms, redundant phrasing, and inconsistent register. You remove these surface signatures by applying a targeted prose-editing process that refines these four elements in order without changing the document's core content.
Yes, you can edit AI-drafted reports without changing meaning or structure by applying a surface-level refinement process. This specifically targets and adjusts stylistic signatures like vocabulary and rhythm while verifying that the original content and structural integrity remain completely intact.
The best way to refine AI-drafted articles for publication is to apply a post-writing surface cleanup. Feed the structurally coherent draft through an ordered four-pass editing sequence covering vocabulary, rhythm, repetition, and register to eliminate machine-like tells.
Yes, AI prose editing works on technical documents like READMEs. The process is designed to clean the surface style of coherent drafts, making it suitable for refining memos, reports, and technical documentation that may have been AI-drafted or human-edited.
You should not use a surface signature removal process if your draft lacks structural coherence or requires substantial content changes. This process is strictly designed to adjust surface style and must not be applied if the underlying meaning or structure needs modification.
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