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hexiecs/talk-normal

A system prompt that makes any LLM respond in a direct, concise style instead of verbose corporate-speak.

1.8k stars Shell LLMOps · Eval
talk-normal
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This repository provides a single system prompt designed to transform verbose, AI-sounding LLM responses into direct, informative answers. The tool removes filler, fluff, and over-structured formatting. It works universally across major LLM providers including GPT, Claude, Gemini, and LLaMA, requiring no model fine-tuning or infrastructure changes—just prepending the system prompt to existing workflows.

Frequently asked

What is hexiecs/talk-normal?
A system prompt that makes any LLM respond in a direct, concise style instead of verbose corporate-speak.
Is talk-normal open source?
Yes — hexiecs/talk-normal is open source, released under the MIT license.
What language is talk-normal written in?
hexiecs/talk-normal is primarily written in Shell.
How popular is talk-normal?
hexiecs/talk-normal has 1.8k stars on GitHub.
Where can I find talk-normal?
hexiecs/talk-normal is on GitHub at https://github.com/hexiecs/talk-normal.

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