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Canon
ASecurityLedger: 025 | source: blader humanizer agent skill | confidence: evidence-based | fold: [[blader humanizer agent skill]] | status: captured.
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- Added September 19, 2026
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[](https://www.skillsdirectory.com/skills/agricidaniel-canon)---
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.md
- 002-ai-ai-bias-large-language-models-favor-communications-generated.md
- 003-style-outweighs-substance-failure-modes-of-llm-judges-in-alignme.md
- 004-judging-the-judges.md
- 005-limits-to-scalable-evaluation-at-the-frontier.md
- 006-llm-evaluators-recognize-and-favor-their-own-generations.md
- 007-when-ai-reviews-its-own-code-recursive-self-training-collapse-in.md
- 008-delving-into-llm-assisted-writing-in-biomedical-publications-thr.md
- 009-em-ergence-of-the-em-dash.md
- 010-pangram-supporting-evidence-page.md
- 011-the-last-fingerprint-how-markdown-training-shapes-llm-prose.md
- 012-saying-more-than-they-know.md
- 013-the-rise-of-verbal-tics-in-llms.md
- 014-idiosyncrasies-in-large-language-models.md
- 015-storyscope.md
- 016-voice-under-revision.md
- 017-people-who-frequently-use-chatgpt-for-writing-tasks-are-accurate.md
- 018-identifying-bias-in-machine-generated-text-detection.md
- 019-gpt-detectors-are-biased-against-non-native-english-writers.md
- 020-new-ai-classifier-for-indicating-ai-written-text.md
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