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Humanizer Skill · Source-faithful editing

Humanizer Skill: Make AI Writing Sound Naturally Human

Make prose sound human without losing what the source says.

The optimized Humanizer inventories claims, protected literals, voice, and pattern clusters before it rewrites, audits, and converges. The canonical 33-pattern catalog remains part of the package.

Source diff verifiedImmutable package verified
WritingText editingVoice preservation
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About This Skill

Humanizer is a text-editing Skill that removes clustered AI-writing patterns while preserving source information, register, and authorial voice.

Source and Release

Provenance

Upstream author
blader
Revision
523374dee72d67c7b2b5f858ea0094ffda49c3ac
Upstream version
v2.9.1
License
MIT

Antigravity release

Version
0.300.1-fcfaeef2f580
Package hash
sha256:46a2994329594c94736fe7631d5da1c6f95365c9f218f020b6ebbbc4ba6ccfca
Package status
approved
Files
9
ZIP size
22.6 KB

Changelog

  • Deterministic ZIP built from the optimized package with a versioned SHA-256 artifact.

What We Improved

One operating contract replaces duplicated workflow

The candidate brings source fidelity, voice matching, invocation modes, the rewrite loop, and delivery rules into one path instead of repeating the process at the top and bottom of the Skill.

An inventory-led rewrite loop

Every paragraph, claim, protected literal, register, and relevant pattern cluster is accounted for before the rewrite is delivered.

Clearer delivery for pasted text, files, and embedded use

The three invocation modes now state what the caller receives, while the package keeps the original patterns, references, and install identity.

Quick Start

  1. 1Provide the complete prose, file, or embedded text and name the intended register.
  2. 2Let Humanizer inventory claims, protected literals, voice, and relevant pattern clusters.
  3. 3Review the rewrite against the source ledger, then run the audit for missing or added facts.
  4. 4Use the final rewrite only after the audit converges and the selected invocation mode is satisfied.

Core Capabilities

Source-fidelity ledger

Keeps names, numbers, dates, quotes, citations, links, and requested register visible during the rewrite loop.

Cluster-aware pattern review

Treats the preserved 33-pattern catalog as evidence to inspect in context rather than flattening isolated human signals.

Audit and converge

Repeats the audit until every identified cluster is addressed and every source claim is represented.

Voice calibration

A supplied writing sample outranks default style rules when the task asks for a voice match.

Use Cases

AI-drafted prose review

Run a source-faithful final edit over text that feels generic, robotic, or over-polished.

Voice-matched rewrite

Supply a writing sample and keep its rhythm and register while removing clustered patterns.

File editing

Preserve frontmatter, data, code blocks, and link targets while revising prose in place.

Source diff and package proof verified

Evidence: source diff

Verified source-diff evidence

This release proves canonical source lineage, package inventory, the optimized true diff, and an immutable artifact. It does not claim runtime outcomes or visual comparisons.

  • .scratch/kan-300/production-release/source-evidence/candidates/humanizer/original-inventory.json#/entries?sha256=ce13a6a18e81ee0e3f319ae50a57e539353bf7a3cead91217264b5072bb1ee63
  • .scratch/kan-300/production-release/source-evidence/candidates/humanizer/optimized-inventory.json#/entries?sha256=3e3540110e06265af996004f11190357933e974bff2d7373d1557c9ad818294d
  • .scratch/kan-300/production-release/source-evidence/candidates/humanizer/change-set.json#/evidenceUnits/0?sha256=5d8d4d2fbe50420fc83ee954fd33023a5571cd517ad5cb4d6194b861517fcf4d
  • .scratch/kan-300/production-release/source-evidence/candidates/humanizer/change-set.json#/evidenceUnits/1?sha256=5d8d4d2fbe50420fc83ee954fd33023a5571cd517ad5cb4d6194b861517fcf4d
  • .scratch/kan-300/production-release/source-evidence/candidates/humanizer/change-set.json#/evidenceUnits/2?sha256=5d8d4d2fbe50420fc83ee954fd33023a5571cd517ad5cb4d6194b861517fcf4d
Verification receipt
.scratch/kan-300/production-release/source-evidence/candidates/humanizer/change-set.json?sha256=5d8d4d2fbe50420fc83ee954fd33023a5571cd517ad5cb4d6194b861517fcf4d
Source-diff receipt
.scratch/kan-300/production-release/source-evidence/candidates/humanizer/change-set.json?sha256=5d8d4d2fbe50420fc83ee954fd33023a5571cd517ad5cb4d6194b861517fcf4d

SKILL.md

# Humanizer

This edition derives from blader/humanizer v2.9.1 at 523374dee72d67c7b2b5f858ea0094ffda49c3ac.

## Runtime contract

Inventory the full input, protect its facts and literals, rewrite against the intended voice, audit the result, and converge before delivery. Pasted-text, file, and embedded invocation modes define their own output boundary.

The package keeps the canonical 33-pattern catalog, examples, false-positive guidance, voice calibration, MIT license, and nine-file natural shape. This release edition does not include a matched output artifact.

Related Skills

Stop Slop SkillRed-pen editing for clearer AI prose.Caveman SkillTerse replies that keep technical signal.

Frequently Asked Questions

FAQ

What does Humanizer preserve?
The candidate instructs the agent to preserve every source claim, name, number, date, quote, citation, link target, and requested register while editing prose.
What patterns are included?
The canonical package keeps its numbered 33-pattern catalog, false-positive guidance, and examples. A matched transformation run has not been captured for this release edition.
Can Humanizer edit a file?
Yes. Its file mode preserves code blocks, frontmatter, data, and link targets, then reports the edited path and a concise summary when requested.
Is an output comparison available?
No. Before/after output is intentionally not rendered in this candidate; the proof plan still requires a licensed matched sample and preservation review.
Can I download it now?
Yes. Download the approved immutable Humanizer Skill: Remove AI Writing Traces and Sound Natural package from this page. Its source revision, file count, byte size, SHA-256, and release receipt are shown here; this evidence does not claim runtime outcomes.

Discussion

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Quick Info

Author
blader
Published
Aug 1, 2026
Category
Writing
Version
0.300.1-fcfaeef2f580

Tags

WritingText editingVoice preservation

On This Page

Trigger Phrases

Use these phrases to activate this skill in your AI coding assistant:

humanize this textremove AI writing patternsmake this sound humanrewrite this file in the same voice
Humanizer Skill: Remove AI Writing Traces and Sound Natural