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Fluent Korean
Fluent Korean: This collection of output styles guides LLMs and coding agents to write clear and fluent Korean instead of broken machine-Korean.
Fluent Korean provides specialized output styles that instruct LLMs and coding agents to generate natural, clear Korean text. It addresses common issues in AI-generated Korean, such as dropped particles, unnatural telegraphic phrasing, and incorrect vocabulary usage. The tool offers two specific variants: one optimized for coding agents and another for general text generation without coding instructions. Users implement these by adding the style text to system prompts, project guidelines, or configuration files within Claude Code and other LLM environments. It prioritizes semantic clarity and grammatical accuracy over ornamental prose. Developed by a Korean-literature major, the instructions help maintain coherence in multi-agent environments where Korean quality otherwise degrades.
Fluent Korean at a glance
Key features
- Correction of dropped particles and endings
- Removal of telegraphic noun strings
- Implementation of specific coding and non-coding style variants
- Integration via system prompts or project configuration files
- Reduction of meaning loss in multi-agent workflows
Use it for
- Improving readability of LLM reports
- Ensuring quality in multi-agent coding tasks
- Standardizing Korean output for AI coding assistants
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