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humanize-korean

Refine AI-generated Korean technical documentation while preserving technical identifiers.

Updated Mar 5, 2026
Search Tags:#documentation#writing#refinement#editing#korean#ai-safety
One-click install
npx skills add https://github.com/hb9397/ai-agent-harness-docs --skill humanize-korean-hb9397
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: humanize-korean
Source: https://github.com/hb9397/ai-agent-harness-docs/tree/main/plugins/ai-agent-harness/runtime/claude/skills/humanize-korean
Command: npx skills add https://github.com/hb9397/ai-agent-harness-docs --skill humanize-korean-hb9397

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill addresses the common issue of AI-generated Korean text sounding mechanical, repetitive, or like a direct translation, ensuring your project documentation maintains a high standard of professional clarity.

Core Features & Use Cases

  • Prose Refinement: Smooths out awkward phrasing, excessive passive voice, and machine-like parallel structures in technical documentation.
  • Context-Aware Guardrails: Protects critical technical data such as file paths, code snippets, version numbers, and requirement IDs from being altered during the editing process.
  • Use Case: When you have a design-doc or implementation guide that is technically accurate but reads like a machine translation, use this skill to propose natural, human-readable improvements while keeping all technical specifications intact.

Quick Start

Use the humanize-korean skill to refine the document at .docs/design-doc.md and propose improvements for review.

Frequently Asked Questions about humanize-korean

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

FAQPage Schema
How do I refine AI-generated Korean technical documentation to sound more natural?▼

You refine AI-generated Korean documentation by applying a prose editing process that targets awkward phrasing and excessive passive voice. This Skill generates proposal-only edits for design documents, ensuring professional clarity without altering structural integrity.

Can I edit Korean design documents without breaking code snippets and file paths?▼

Yes, editing Korean design documents without breaking code snippets requires deterministic token protection. This Skill applies context-aware guardrails that strictly preserve file paths, code snippets, and requirement IDs during the text refinement process.

What is non-destructive proposal-only editing for AI-generated text?▼

Non-destructive proposal-only editing is a refinement mechanism that suggests improvements without directly overwriting your original content. It ensures all changes to AI-generated Korean documentation are reviewed first, maintaining structural integrity and deterministic token protection.

Does this Korean text refinement workflow support change-rate gating?▼

Yes, Korean text refinement workflows support change-rate gating within the AI Agent Harness. This mechanism controls the volume of edits applied during prose refinement, ensuring non-destructive proposal-only editing for design documents and project specifications.

When should I use a specialized tool to humanize Korean project specifications?▼

You should humanize Korean project specifications when your text sounds like a machine translation but is technically accurate. A specialized tool applies proposal-only edits to improve readability while preserving requirement IDs and structural formatting.

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