Content Creation & Writing

Humanizer

Rewrite or edit prose in any language so it reads like edited human writing in the register of books, newspapers and encyclopedias rather than default AI output. A small drafting core — vary every pattern, build density from anchored facts in whole grammar, cap the quotables, put a real writer with real material behind the text, let structure serve content, write each language from inside its idiom and typography, verify what you assert, and aim for the natural distribution of edited prose rather than a perfect scorecard — backed by a three-layer tell catalog, per-language cue files for six languages and a seven-round measured case study shipped as reference files for the diagnostic census.

Publisher / source
Prism-Shadow/penguin-harness (found on GitHub top repositories)
Upstream record
Prism-Shadow/penguin-harness
Version
Version 1
Published
Publication review
Approved for publication
Content fingerprint
46793806b2ab285e01a09a3521eff1b96824e0607f8c0a856670deca97c59429