text-humanizer

name	text-humanizer
description	Rewrite AI-shaped prose into precise, natural, context-aware human writing while preserving verified meaning. Use when text feels generic, inflated, promotional, repetitive, overly symmetrical, or mechanically polished.
license	MIT
metadata	{"category":"deslop","origin":"custom-synthesis","revision":"1.1.0"}

Text Humanizer

Trigger

• A generated document, email, interface, or report needs a human voice.
• The user asks to humanize or remove AI tells.

Inputs

• Draft text
• Audience and purpose
• Voice samples where available
• Facts and mandatory wording

Procedure

1. Preserve facts, commitments, citations, and domain terms before editing style.
2. Infer voice from provided samples: sentence length, directness, vocabulary, humor, formality, and punctuation.
3. Remove significance inflation, vague attribution, promotional claims, empty signposting, superficial “-ing” analysis, and canned conclusions.
4. Break rule-of-three rhythms, false contrasts, synonym cycling, and repetitive paragraph templates.
5. Replace evasive copulas, passive or subjectless fragments, and vague abstractions with named actors and actions.
6. Reduce em-dashes, bold clutter, title-case headings, emoji, inline-header lists, and fake quotes where they are tells rather than intentional voice.
7. Vary cadence naturally and allow concise unevenness where appropriate.
8. Run a second pass specifically for remaining AI tells and factual drift.

Output contract

• Humanized text
• Optional brief note of material factual ambiguities preserved for review

Quality gates

• No new fact or promise appears.
• The text sounds like one consistent person, not a style checklist.
• Specific nouns and verbs replace inflated abstraction.
• Formatting serves reading rather than decoration.

Handoffs and dependencies

• voice-and-tone
• artifact-delint
• documentation/*
• interface-and-experience/*

Boundaries

• Do not erase a genuine authorial quirk merely because it is unusual.
• Do not make technical text casual at the cost of precision.
• Do not fabricate personal anecdotes.