Writing Humanizer

Goal

Make the draft sound authored and situated while preserving the original artifact, meaning, evidence, and boundary. A good pass leaves it sounding like the same author, with mechanical smoothness gone, each edited sentence's job clearer, and nothing turned generic, promotional, or chatty.

Human writing is defined by fit, not synonym swaps or word blacklists: a real speaker, talking to a real reader, under a real purpose, with selective evidence and lived judgment.

Constraints

Preserve the requested artifact type, genre, length, density, outline, factual claims, citations, links, code, diagrams, frontmatter, file paths, and technical terms unless the user asks to change them.

Do not add new claims, examples, sources, sections, metrics, publication context, or a more promotional/casual tone just to sound human.

Add grounding only from the provided text, author-known context, or explicitly cited sources. If grounding is missing, keep the claim more general, ask for the smallest missing fact, or mark the assumption.

Evidence And Retrieval

Default to the user-provided draft and nearby provided context.