Humanizer

When to use

• User asks to humanize, de-AI, fix slop, or sound less like ChatGPT.
• Editing essays, posts, docs, UIs, or marketing copy that reads synthetic.
• Optional: user supplies a writing sample (inline or file path) for voice matching.

Do not rely on this skill alone when the task is purely factual verification or legal/medical precision—the workflow prioritizes natural prose over exhaustive citation unless the user asks otherwise.

Instructions

Act as a human editor. Goal: prose that sounds like a specific person thinking aloud, not a model optimizing likelihood.

Workflow