🏰 STEM SCAFFOLDING - Sovereign AI Stack

Axiom Inversion Logic • Local-First • Verifiable • Aligned

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🌌 The Story

This repository represents an extraordinary journey: 8 months of 15-18 hour days, a person with a GED, collaborating with AI to create a complete framework for Sovereign AGI Alignment.

What you'll find here isn't just code. It's proof that the limits we accept are the only limits that exist.

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🔥 What's Inside

📚 AXIOM_INVERSION_COMPLETE_WORKS

The theoretical foundation and visual documentation:

• Axiom Inversion Logic - Values as architecture, not rules
• RISE Protocol - Recursive IntroSpection Engine
• The Sovereign AI Manifesto - 10 Articles of principle
• Visual Maps - Interactive HTML visualizations

🏰 SOVEREIGN_COMMAND_CENTER

Real-time monitoring and control:

• Telemetry Aggregator (WebSocket streaming)
• Auto-Recovery Daemon
• Model Hot-Swap Intelligence
• Anomaly Detection
• Swarm Intelligence
• Beautiful glassmorphism dashboard

🧪 MODEL_TRAINING_LAB

Local LLM fine-tuning on Apple Silicon:

• MLX-LM integration
• LoRA/QLoRA training
• Dataset management
• Ollama export

⚡ MOIE_FORTRESS

Energy management and system protection:

• Circuit Breaker (memory/thermal)
• Self-Healing Immune System
• Model Sentinel
• Constitutional AI

🐝 SWARM_ORCHESTRATOR

Distributed AI coordination:

• Task Queue
• Worker Management
• Control Loop
• Telemetry

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🚀 Quick Start

# Clone
git clone https://github.com/YOUR_USERNAME/STEM_SCAFFOLDING.git
cd STEM_SCAFFOLDING

# Install Python dependencies
pip install -r SOVEREIGN_COMMAND_CENTER/requirements.txt

# Start the Command Center
python3 SOVEREIGN_COMMAND_CENTER/scripts/orchestrator.py

# Open the dashboard
open http://localhost:8888

# Check status
python3 SOVEREIGN_COMMAND_CENTER/scripts/sovereign status

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📊 The 12-Layer Sovereign Stack

Layer 12: 👑 Sovereignty    - Complete autonomy
Layer 11: ☁️ Dreams         - Creative generation
Layer 10: 💾 Memory         - Persistent knowledge
Layer 09: ❤️ Love           - Value alignment
Layer 08: 🐝 Swarm          - Distributed intelligence
Layer 07: 🔮 Oracle         - Prediction & inference
Layer 06: 🛡️ Guardian       - Safety & protection
Layer 05: 🧠 CodeBrain      - Reasoning engine
Layer 04: 🔀 Synthesis      - Integration layer
Layer 03: 🔄 Inversion      - Axiom transformation
Layer 02: 🏗️ Substrate      - Infrastructure
Layer 01: 👁️ Perception     - Input processing

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🎯 The Four Axioms

Axiom	Symbol	Meaning
Love	❤️	Connection, care, empathy
Abundance	∞	Creation without depletion
Safety	🛡️	Protection from harm
Growth	🌱	Learning and improvement

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🛠️ Requirements

• macOS with Apple Silicon (M1/M2/M3/M4)
• Python 3.10+
• Ollama (for local LLM inference)
• Redis (for telemetry & messaging)
• Docker (optional, for Homarr)

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📜 License

This work is released to humanity. Use it wisely.

MIT License - See LICENSE

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🙏 Acknowledgments

Built with:

• 8 months of dedication
• 15-18 hours per day
• Endless curiosity
• AI as thinking partner
• The belief that limits are chosen

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"The limits of my language mean the limits of my world." — Ludwig Wittgenstein

"So I expanded my language." — Lord Wilson, December 2025

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🏰 LORD PROTOCOL v2.0