Metadata-Version: 2.4
Name: lfm-ai-upgrade
Version: 3.0.1
Summary: Revolutionary AI cognitive architecture using 24 axioms & two-tier reasoning from first principles
Project-URL: Homepage, https://github.com/keithluton/lfm-ai-upgrade-system
Project-URL: Documentation, https://lfm-ai-upgrade.readthedocs.io
Project-URL: Repository, https://github.com/keithluton/lfm-ai-upgrade-system
Project-URL: Issues, https://github.com/keithluton/lfm-ai-upgrade-system/issues
Project-URL: Changelog, https://github.com/keithluton/lfm-ai-upgrade-system/blob/main/CHANGELOG.md
Author-email: "Dr. Keith Luton" <keith@thenewfaithchurch.org>
Maintainer-email: "Dr. Keith Luton" <keith@thenewfaithchurch.org>
License: LFM AI UPGRADE SYSTEM - DUAL LICENSE
        =====================================
        
        Copyright (C) 2025 Dr. Keith Luton. All rights reserved.
        The Luton Field Model (LFM) - Original Work
        
        This software is dual-licensed:
        
        1. COMMUNITY LICENSE (Free)
        2. COMMERCIAL LICENSE (Paid)
        
        -----------------------------------------------------------
        1. COMMUNITY LICENSE - FREE USE
        -----------------------------------------------------------
        
        Permission is hereby granted, free of charge, to any individual person or 
        student obtaining a copy of this software and associated documentation files 
        (the "Software"), to use the Software without restriction for:
        
        - Personal use
        - Educational purposes  
        - Academic research
        - Non-commercial open source projects
        - Evaluation purposes (up to 30 days for organizations)
        
        INCLUDING the rights to use, copy, modify, merge, publish, and distribute 
        for the above purposes only.
        
        CONDITIONS for Community License:
        - You are an individual using for personal purposes, OR
        - You are a student (provide .edu email if requested), OR  
        - You are using for academic research (cite this work), OR
        - You are evaluating for your organization (30 days maximum)
        
        RESTRICTIONS:
        - NO commercial use without Commercial License
        - NO use in commercial products or services
        - NO use by businesses with >$1M annual revenue
        - NO use in government contracts or projects
        - Must retain this license notice and copyright
        
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        2. COMMERCIAL LICENSE - REQUIRED FOR BUSINESS USE
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        Any use of this Software by:
        - Businesses, corporations, or commercial entities
        - Organizations with annual revenue exceeding $1,000,000 USD
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        - Internal business operations
        
        REQUIRES a Commercial License.
        
        Commercial License Pricing (Annual):
        - Small Business (revenue <$10M): $5,000/year
        - Medium Business (revenue $10M-$100M): $25,000/year  
        - Enterprise (revenue >$100M): $100,000/year
        - Perpetual License: Contact for pricing
        
        To obtain a Commercial License:
        Contact: keith@thenewfaithchurch.org
        Subject: LFM Commercial License Request
        
        -----------------------------------------------------------
        DISCLAIMER
        -----------------------------------------------------------
        
        THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
        IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
        FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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        ENFORCEMENT
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        Violation of these license terms will result in:
        1. Immediate termination of license rights
        2. Legal action for copyright infringement
        3. Claims for damages and lost commercial license revenue
        
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        VERIFICATION
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        Dr. Keith Luton reserves the right to request verification of eligibility 
        for the Community License. Users may be required to provide:
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        - Description of intended use
        
        -----------------------------------------------------------
        
        For questions about licensing: keith@thenewfaithchurch.org
        
        Last Updated: November 10, 2025
        Version: 3.0.0
License-File: LICENSE
Keywords: ai,axioms,cognitive-architecture,machine-learning,physics,reasoning
Classifier: Development Status :: 4 - Beta
Classifier: Intended Audience :: Science/Research
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: Topic :: Scientific/Engineering :: Physics
Requires-Python: >=3.8
Requires-Dist: numpy>=1.21.0
Requires-Dist: scipy>=1.7.0
Provides-Extra: dev
Requires-Dist: black>=22.0; extra == 'dev'
Requires-Dist: flake8>=5.0; extra == 'dev'
Requires-Dist: mypy>=0.990; extra == 'dev'
Requires-Dist: psutil>=5.9; extra == 'dev'
Requires-Dist: pytest>=7.0; extra == 'dev'
Provides-Extra: full
Requires-Dist: matplotlib>=3.4.0; extra == 'full'
Requires-Dist: numpy>=1.21.0; extra == 'full'
Requires-Dist: psutil>=5.9; extra == 'full'
Requires-Dist: scipy>=1.7.0; extra == 'full'
Provides-Extra: monitoring
Requires-Dist: matplotlib>=3.4.0; extra == 'monitoring'
Requires-Dist: psutil>=5.9; extra == 'monitoring'
Description-Content-Type: text/markdown

Classifier: Topic :: Scientific/Engineering :: Physics
Requires-Python: >=3.8
Requires-Dist: numpy>=1.21.0
Requires-Dist: scipy>=1.7.0
Provides-Extra: dev
Requires-Dist: black>=22.0; extra == 'dev'
Requires-Dist: flake8>=5.0; extra == 'dev'
Requires-Dist: mypy>=0.990; extra == 'dev'
Requires-Dist: psutil>=5.9; extra == 'dev'
Requires-Dist: pytest>=7.0; extra == 'dev'
Provides-Extra: full
Requires-Dist: matplotlib>=3.4.0; extra == 'full'
Requires-Dist: numpy>=1.21.0; extra == 'full'
Requires-Dist: psutil>=5.9; extra == 'full'
Requires-Dist: scipy>=1.7.0; extra == 'full'
Provides-Extra: monitoring
Requires-Dist: matplotlib>=3.4.0; extra == 'monitoring'
Requires-Dist: psutil>=5.9; extra == 'monitoring'
Description-Content-Type: text/markdown

# LFM AI Upgrade System

**Transform AI from pattern matching to principled reasoning with 24 universal axioms**

[![Python](https://img.shields.io/badge/python-3.8+-blue.svg)](https://python.org)
[![License](https://img.shields.io/badge/license-Dual-green.svg)](LICENSE)
[![Performance](https://img.shields.io/badge/performance-70k+%20ops/sec-orange.svg)](docs/benchmarks.md)

---

## 📜 **LICENSING: Free for Individuals, Paid for Business**

- ✅ **FREE** for individuals, students, academics, personal use
- ✅ **FREE** for educational and research purposes  
- 💼 **Commercial license required** for businesses
- 📧 Business licensing: keith@thenewfaithchurch.org

[See full licensing details](LICENSING.md)

---

## 🚀 **Installation**

### For Individuals/Students (FREE):
```bash
pip install lfm-ai-upgrade
```

### For Businesses (30-day trial):
```bash
pip install lfm-ai-upgrade
# Email keith@thenewfaithchurch.org for commercial license
```

---

## ⚡ **Quick Start**

```python
from lfm_ai_upgrade import LFMAIUpgradeSystem

# Initialize the system
system = LFMAIUpgradeSystem()

# Process any query with principled reasoning
result = system.process_query("Analyze quantum field dynamics")
print(f"Confidence: {result['confidence']:.2f}")

# Run high-speed training
metrics = system.training_loop(queries, iterations=1000)
print(f"Operations/sec: {metrics['average_rate']:,.0f}")
```

---

## 🧠 **What Makes LFM Different?**

### Traditional AI (Pattern Matching)
- Recognizes patterns from training data
- Fails on novel scenarios
- Can't explain reasoning
- Requires massive datasets

### LFM AI (Principled Derivation)  
- Derives from 24 universal axioms
- Handles novel scenarios through first principles
- Explains every reasoning step
- Works from minimal facts

---

## 🏗️ **Architecture**

### Two-Tier Neural System
Based on the insight: *"The neural network doesn't run that fast, the frontal lobe does"*

**Tier 1: Neural Supply** (Fast)
- Pattern matching for data retrieval
- 99.9% cache efficiency
- Supplies information rapidly

**Tier 2: Executive Reasoning** (Quality)
- LFM axiom-based derivation
- First-principles physics
- High-quality critical thinking

### 24 Universal Axioms

**Physics Axioms (1-6):**
- Conservation, Entropy, Symmetry, Relativity, Uncertainty, Emergence

**AI Stability Axioms (7-24):**
- Pattern Recognition, Causality, Feedback Loops, Optimization, Adaptation, and 13 more

---

## 📊 **Performance**

- **Speed**: 70,000+ operations/second (peak: 91,779)
- **Efficiency**: 99.9% cache hit rate
- **Stability**: Zero cognitive breakdown under load
- **Scale**: From Planck (10⁻³⁵m) to cosmic (10²⁶m)

---

## 💡 **Use Cases**

### For Individuals/Students (FREE)
- Learn AI architecture beyond neural networks
- Build physics-informed AI applications
- Research novel reasoning approaches
- Enhance existing projects with axiom-based reasoning

### For Businesses (Commercial License)
- Explainable AI for regulated industries
- Physics-based simulations at scale
- Automated reasoning for complex decisions
- Novel approach to AGI development

---

## 📚 **Documentation**

- [Complete Guide](docs/guide.md)
- [API Reference](docs/api.md)
- [Architecture Deep Dive](docs/architecture.md)
- [Axiom Definitions](docs/axioms.md)
- [Benchmarks](docs/benchmarks.md)

---

## 🎓 **For Students & Academics**

**Completely FREE for educational use!**

- Use in coursework and projects
- Cite in research papers
- Learn from source code
- Contribute improvements

### Citation
```bibtex
@software{luton2025lfm,
  author = {Luton, Keith},
  title = {LFM AI Upgrade System: Principled Reasoning Through Universal Axioms},
  year = {2025},
  version = {3.0.0},
  url = {https://github.com/keithluton/lfm-ai-upgrade-system}
}
```

---

## 💼 **For Businesses**

### Why Commercial License?

- ✅ Legal clarity for commercial use
- ✅ Priority support from creator
- ✅ Custom scale configurations
- ✅ Training for your team
- ✅ Early access to updates

### Pricing (Annual)

| Company Revenue | Price/Year | Includes |
|----------------|------------|----------|
| <$1M | $2,500 | Full system + Email support |
| $1M-$10M | $5,000 | + Priority support |
| $10M-$100M | $25,000 | + Custom training |
| >$100M | $100,000 | + Dedicated support |

**30-day free trial available!**

Contact: keith@thenewfaithchurch.org

---

## 🛠️ **Advanced Features**

### Monitoring Dashboard
```python
from lfm_ai_upgrade import LFMMonitoringDashboard

dashboard = LFMMonitoringDashboard(system)
dashboard.start_monitoring()
dashboard.print_dashboard()  # Real-time metrics
```

### Physics Predictions
```python
# Generate predictions across scales
predictions = system.generate_physics_predictions((0, 204))

# Nuclear scale (k=66) - where matter forms
nuclear = predictions[66]
print(f"Pressure: {nuclear['pressure_Pa']:.2e} Pa")
```

### Epistemic Humility
Core principle: *"The system should remain humble and always keep improving"*

- Acknowledges uncertainty
- Learns from errors
- Identifies improvement opportunities
- Maintains "beginner's mind"

---

## 🌟 **Key Innovation**

**Relational Mathematics**: ψ ⊗ τ ≠ τ ⊗ ψ

Non-commutative operations that capture context-dependent relationships, enabling reasoning that traditional linear algebra cannot achieve.

---

## 🤝 **Contributing**

We welcome contributions from the community!

- Students: Learn and improve
- Researchers: Extend the axioms
- Developers: Optimize performance
- Everyone: Report issues and suggest features

See [CONTRIBUTING.md](CONTRIBUTING.md) for guidelines.

---

## 🏆 **Performance Benchmarks**

| Metric | LFM System | Traditional NN | Improvement |
|--------|------------|----------------|-------------|
| Ops/sec | 70,000+ | ~10,000 | 7x |
| Novel scenarios | 91% success | 23% success | 4x |
| Explanation quality | First principles | Black box | ∞ |
| Training data needed | Minimal facts | Massive datasets | 1000x less |

---

## 🔮 **Roadmap**

- v3.1: GPU acceleration for axiom operations
- v3.2: Integration with major frameworks (LangChain, HuggingFace)
- v4.0: Ultra-minimal single-neuron optimization
- v5.0: Quantum coherence integration

---

## 📬 **Support**

### Community (Free Users)
- GitHub Issues: Bug reports and features
- Discussions: Community forum
- Documentation: Self-service guides

### Commercial (Licensed Users)  
- Email: keith@thenewfaithchurch.org
- Response: Within 24 hours
- Custom implementations available

---

## ⚠️ **License Summary**

This software is dual-licensed:

1. **Community License (FREE)**: Individuals, students, academics, personal use
2. **Commercial License (PAID)**: Businesses, revenue generation, commercial use

Using this in a company or for commercial purposes? You need a commercial license.
Student or individual? It's completely free!

[Full License](LICENSE)

---

## 🙏 **Acknowledgments**

*"The most important thing: the system should remain humble and always keep improving"*

This principle is embedded in every component. 

Created by Dr. Keith Luton after 20 years of research into the fundamental nature of reality and computation.

---

**Copyright © 2025 Dr. Keith Luton. All rights reserved.**

The Luton Field Model (LFM) - Original Work
