Humanize

Make prose sound like its author writing clearly, not like a different fashionable voice. Remove generic model habits only when the text supplies evidence for the edit. Preserve facts, calibrated uncertainty, technical terms, personality, and the register required by the format.

Keep the boundary clear

Use this skill for voice preservation and synthetic-writing patterns.

• Use landing-copy, cold-outreach, readme, or ui-copy when the primary job is creating or correcting that format's substance.
• Use remove-ai-slop for rendered interface patterns and cross-route design convergence.
• Use an article-development workflow when the argument, reporting, or structure needs major editorial work before a prose pass.

A request to “humanize,” “de-slop,” preserve voice, or detect AI-like patterns belongs here. A generic “make this better” should stay with the format-specific skill unless the evidence shows voice is the main problem.

Choose the mode

• Edit — return revised prose while preserving the author's position and factual meaning.
• Detect — identify checkable patterns and explain their effect without rewriting.
• Calibrate — derive a compact voice profile from supplied samples for a later or included edit.