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Ledger: 025 | source: blader humanizer agent skill | confidence: evidence-based | fold: [[blader humanizer agent skill]] | status: captured.

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  • Added September 19, 2026
ai-agentsgitdocumentation

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Scanned September 19, 2026

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SKILL.md
---
type: "canon"
title: "025. blader humanizer agent skill"
domain: "detection and repair of AI slop in prose, code, documentation, and agent output, grounded in corpus evidence rather than authorship detection"
status: "active"
created: "2026-07-28"
updated: "2026-07-28"
tags:
  - "#domain/detection-and-repair-of-ai-slop-in-prose-code-documentation-and"
  - "#type/canon"
  - "#confidence/evidence-based"
confidence: "evidence-based"
related:
  - "[[blader humanizer agent skill]]"
  - "[[Index]]"
  - "[[Dashboard]]"
  - "[[CONVENTIONS]]"
  - "[[Tag Taxonomy]]"
  - "[[Source Intake Workflow]]"
  - "[[Research Refresh Workflow]]"
  - "[[Claim Verification Flow]]"
  - "[[Synthesis Workflow]]"
  - "[[Reporting Workflow]]"
  - "[[Source Manifest Guide]]"
  - "[[Best Practices Kernel]]"
  - "[[Health Scorecard]]"
  - "[[Action Roadmap]]"
  - "[[Weekly Report]]"
  - "[[Approval Queue]]"
source_urls:
  - "https://github.com/blader/humanizer"
---

# 025. blader humanizer agent skill

Ledger: 025 | source: blader humanizer agent skill | confidence: evidence-based | fold: [[blader humanizer agent skill]] | status: captured.

## What It Says

- The main branch declares version 3.0.0 and an MIT license
- The skill now enumerates 25 patterns, with the first five permitting an edit on one sighting and weak-alone patterns requiring corroborating tells in the same passage
- Its rewrite instructions preserve supported claims and forbid adding unsupported facts, but this remains a prompt instruction rather than an external verification mechanism
- Section 8 bars em and en dashes unless the supplied writer sample uses them, while exempting code, commands, paths, and URLs
- File mode says to preserve code blocks, inline code, commands, paths, YAML metadata, data, and link targets

## Source

Source: [blader humanizer agent skill](https://github.com/blader/humanizer); type supporting; retrieved 2026-09-11; refresh_due 2026-10-11.

## Brain Hooks

- Folded concept: [[blader humanizer agent skill]]
- Source ledger: `references/source-ledger.json`
- Verification path: [[Claim Verification Flow]]

Files in this skill

  • 001-measuring-ai-slop-in-text.md1.7 KB
  • 002-ai-ai-bias-large-language-models-favor-communications-generated.md2.2 KB
  • 003-style-outweighs-substance-failure-modes-of-llm-judges-in-alignme.md1.8 KB
  • 004-judging-the-judges.md1.6 KB
  • 005-limits-to-scalable-evaluation-at-the-frontier.md1.7 KB
  • 006-llm-evaluators-recognize-and-favor-their-own-generations.md1.7 KB
  • 007-when-ai-reviews-its-own-code-recursive-self-training-collapse-in.md1.8 KB
  • 008-delving-into-llm-assisted-writing-in-biomedical-publications-thr.md2.1 KB
  • 009-em-ergence-of-the-em-dash.md1.9 KB
  • 010-pangram-supporting-evidence-page.md1.7 KB
  • 011-the-last-fingerprint-how-markdown-training-shapes-llm-prose.md1.9 KB
  • 012-saying-more-than-they-know.md1.5 KB
  • 013-the-rise-of-verbal-tics-in-llms.md1.9 KB
  • 014-idiosyncrasies-in-large-language-models.md1.7 KB
  • 015-storyscope.md1.5 KB
  • 016-voice-under-revision.md1.7 KB
  • 017-people-who-frequently-use-chatgpt-for-writing-tasks-are-accurate.md2 KB
  • 018-identifying-bias-in-machine-generated-text-detection.md1.8 KB
  • 019-gpt-detectors-are-biased-against-non-native-english-writers.md1.8 KB
  • 020-new-ai-classifier-for-indicating-ai-written-text.md1.9 KB

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