compressed-system-prompts

Installation
SKILL.md

Compressed System Prompts (Prompt Minification Protocol)

Overview

Many production system prompts suffer from Rhetorical Bloat: long-winded, repetitive paragraphs written in conversational English ("You are a polite, helpful AI assistant. It is very important that you always strive to write clean, maintainable code, and please make sure to never introduce bugs or hallucinations...").

Rhetorical bloat dilutes attention weights, increases baseline turn latency, and wastes thousands of input tokens on every single turn.

The Compressed System Prompt Protocol minifies natural language instructions into high-density imperative grammar and structured XML tags, reducing system prompt token count by 70% while increasing model adherence and determinism.


Rhetorical Bloat vs. Minified Imperative Grammar

Installs
1
GitHub Stars
2
First Seen
Oct 23, 2026