aria-humanized-writing

Rewrite AI-generated regulatory content for readability while preserving accuracy and disclaimers.

Updated Feb 10, 2026
One-click install
npx skills add https://github.com/henry-1981/Cowork-RA --skill aria-humanized-writing
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: aria-humanized-writing
Source: https://github.com/henry-1981/Cowork-RA/tree/main/aria/skills/humanized-writing
Command: npx skills add https://github.com/henry-1981/Cowork-RA --skill aria-humanized-writing

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill addresses the challenge of making complex AI-generated regulatory information more understandable and actionable for users, without compromising accuracy or safety.

Core Features & Use Cases

  • Readability Improvement: Rewrites AI outputs to enhance flow, sentence structure, and clarity.
  • Preserves Accuracy: Ensures regulatory facts, numeric values, and disclaimer strength remain unchanged.
  • Use Case: When ARIA provides a detailed regulatory assessment, this skill refines the language so a non-expert can easily grasp the key findings and next steps.

Quick Start

Use the humanized writing skill to make the provided regulatory assessment more readable for a general audience.

Frequently Asked Questions about aria-humanized-writing

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I improve the readability of AI-generated regulatory content?

Improving the readability of AI-generated regulatory content involves rewriting the text to enhance flow and sentence structure while preserving critical regulatory facts, numeric values, and safety disclaimers.

What is the best way to simplify complex regulatory assessments for non-experts?

Simplifying complex regulatory assessments for non-experts requires refining the language of AI outputs to enhance clarity and actionability, ensuring that key findings and next steps are easily grasped without compromising safety disclaimers.

Can I rewrite AI outputs without losing original safety disclaimers and numeric values?

Yes, you can rewrite AI outputs without losing original safety disclaimers and numeric values by applying a targeted humanized writing process that preserves regulatory accuracy and disclaimer strength while improving sentence flow.

Does the humanized writing process require specific tools to process regulatory text?

Yes, the humanized writing process requires tools for reading, grepping, and globbing to effectively process and rewrite text content based on specified depth and confidence levels.

How do I make internal infrastructure writing layers more actionable for users?

To make internal infrastructure writing layers more actionable for users, apply a humanized rewriting process to AI outputs that ensures clarity and actionability while strictly maintaining the original regulatory meaning.