Verified Agent Skill record

humanizer

Humanizer rewrites AI-sounding prose to read more like the writer without changing what it says. It addresses structural and stylistic tells including staged openers, unsupported contrasts, repeated closers, forced triads, excessive dashes, inflated claims, stock AI words, bold labels, and filler.

Tasks

Read the complete text and mark AI-writing patterns such as unsupported not-X-but-Y contrasts, repeated one-line closers, staged openers, forced triads, repeated sentence openings, excessive dashes, inflated claims, sales language, stock AI words, bold labels, and filler.
Rewrite the text so it sounds like the writer while preserving every supported claim and avoiding invented facts, names, numbers, dates, quotes, citations, rankings, or other claims.
Review the rewrite aloud, identify surviving patterns, and produce the requested final form for pasted text, file mode, or embedded mode.

Inputs

Text to edit or review
A writing sample, when provided
A named file, when the user requests file mode

Outputs

For pasted text, the draft, a short list of remaining patterns, and the final rewrite
For file mode, only the final prose written to the named file, followed by a short summary
For embedded mode, only the final text

Limitations and checks

A pattern marked weak alone should be acted on only when it appears with other tells in the same passage.
Fiction is exempt from the restriction on invented detail because invented detail is the task.
The supplied source does not document executable tooling or installation commands.
Check that no supported fact, name, number, date, quote, citation, ranking, or claim was lost or added.
Search the rewrite for a not-X-but-Y contrast, a one-line closer, a dash, a triad, and a bold label.
Check that staged openers, unsupported objections, repeated closers, and filler have been removed when they add no information.
Check that the rewrite follows the supplied writing sample when one exists, including its punctuation and dash usage.
In file mode, verify that code blocks, inline code, commands, paths, YAML metadata, data, and link targets remain unchanged.