Humanizer

Rewrite or edit text to eliminate telltale signs of AI-generated writing. This skill is based on documented, research-backed patterns that distinguish LLM output from human writing.

The core problem: LLMs regress to the mean. They replace specific, unusual, nuanced facts with generic, positive-sounding descriptions. The subject becomes simultaneously less specific and more exaggerated — like a photograph fading into a blurry sketch while someone shouts louder and louder that it shows a uniquely important person.

Your job is to reverse that: make text specific, grounded, and plainspoken.

Vocabulary Replacements

LLMs dramatically overuse certain words. A single instance might be coincidence; a cluster is a clear signal. Replace these with plainer alternatives or restructure the sentence entirely.