rune-prompt-amplification

Transforms any flat prompt into a structured 8-layer XML prompt using RUNE's semantic engine — delivering ~45% higher quality AI responses. Built on Spinoza's philosophical framework by NeuraByte Labs.

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Install skill "rune-prompt-amplification" with this command: npx skills add mrsarac/rune-prompt-amplification

RUNE — Prompt Amplification Framework

RUNE transforms flat, ambiguous prompts into structured XML prompts validated by Spinoza's philosophical framework — resulting in outputs that are ~45% higher quality than raw prompting.

The 8 Layers

LayerNamePurpose
L0System CoreRole, persona, behavioral rules
L1Context IdentityDomain knowledge, target audience
L2Intent ScopeTask definition, output format
L3GovernanceConstraints, ethical boundaries
L4Cognitive EngineThinking strategy (CoT, ToT)
L5Capabilities DomainTools, integrations, capabilities
L6QAValidation criteria, quality control
L7Output MetaFormat, style, length, language

Requirements

  • Python 3.11+
  • RUNE repo cloned locally
  • RUNE_API_KEY in ~/.secrets

Usage

# Pipe a prompt
echo "Write a blog post about AI" | bash main.sh

# Pass as argument
bash main.sh "Explain quantum entanglement to a 12-year-old"

Setup

# 1. Clone RUNE repo
git clone https://github.com/mrsarac/master-prompts ~/Documents/GitHub/rune

# 2. Add API key to ~/.secrets
echo "export RUNE_API_KEY=your_key" >> ~/.secrets

# 3. Test
echo "Hello" | bash main.sh

Source

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