talk-normal

name	talk-normal
slug	talk-normal
description	Stop LLM slop. A curated system prompt that cuts verbose, corporate-sounding LLM output by 56-71% (measured) while preserving information. Works bilingually (English + Chinese). Installs into your AGENTS.md as an always-on behavior modifier.
version	0.6.2
tags	["prompt","anti-slop","concise","system-prompt","chinese","bilingual","always-on"]
homepage	https://github.com/hexiecs/talk-normal
license	MIT

talk-normal

A curated system prompt that stops your LLM from writing like a LinkedIn post. Measured: 71% character reduction on GPT-4o-mini, 56% on GPT-5.4, across 10 prompts in English and Chinese, without losing information.

What this skill does

When invoked, this skill installs the talk-normal rules into your workspace's file as an always-on behavior modifier. After install, every reply your OpenClaw agent produces follows the rules in . The rules live between and markers so they do not conflict with your existing rules in .