Humanize Korean

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Refines AI-generated Korean text by removing mechanical patterns and translation artifacts to produce natural, human-sounding content.

humanize-korean is a specialized Claude Code skill designed to strip away the 'AI signature' from Korean text produced by LLMs like ChatGPT and Claude. It employs a sophisticated 10-category taxonomy to detect and surgically fix over 40 mechanical patterns—such as awkward translation-style phrasing, robotic list structures, and characteristic AI idioms—while strictly preserving all factual data, quotes, and technical terms. By utilizing quantitative metrics and genre-specific rules, it ensures that blogs, reports, and business documents maintain a natural, professional tone without the risk of over-editing or meaning distortion.

Características Principales

01Strict preservation of facts, figures, proper nouns, and direct quotes during rewriting.
02Safety guardrails that prevent over-editing by triggering warnings or rollbacks if change rates exceed thresholds.
03219 GitHub stars
04Detection and removal of 40+ AI-specific Korean linguistic patterns and translation artifacts.
05Quantitative before-and-after metrics via a built-in Python analysis engine for quality assurance.
06Automatic genre detection (Column, Report, Blog, Official) to maintain context-appropriate register.

Casos de Uso

01Localizing translated content by eliminating awkward grammar and excessive English citations.
02Refining business proposals and reports to remove robotic phrasing and repetitive list structures.
03Polishing AI-generated blog posts or newsletters to improve readability and avoid AI detection.