Lacewing Journal
Category: AI humanization
Everything we have published in this topic. Sources cited, numbers checked, and our own products criticised where they deserve it.
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Editing AI drafts properly: eight tells, three passes, forty minutes
The eight characteristic failures of model output, what to do about each, and a three-pass workflow that produces writing worth reading rather than text that passes a check.
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What AI humanizers actually do to your writing
Four distinct techniques sold under one word. What the research says about whether each defeats detection, what each costs you in meaning and terminology, and why the leading independent leaderboard is owned by the tool it ranks first.