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# LightTiny 4M - Level 5 Field Dynamics Model
## Overview
LightTiny is a proof-of-concept implementation of the LIGHTBRAIN architecture
using Level 5 Pure Field Dynamics.
## Architecture
**5-Layer Compression:**
1. **Field Configuration Storage** - Substrate field, attractors, coupling maps
2. **Pattern Propagation Router** - Token embeddings, field projections
3. **Resonance Tiers** - Sparse activation management
4. **Field Dynamics Engine** - Field evolution parameters
5. **Bridge + API** - Pattern to token mapping
## Model Statistics
- Total Configurations: 3,997,696
- Total Parameters: 7,102,464
- Memory: 27.09 MB
- Vocab Size: 8000
- Field Size: 256 x 488
- Regions: 32
## Key Features
- **Sparse Activation**: Only 5.0% of field active at any time
- **No Backprop Training**: Uses resonance alignment (Hebbian-like learning)
- **Pure Field Dynamics**: Parameters are field configurations, not weights
## Usage
```python
from lightTiny.model.field_model import LightTinyModel
model = LightTinyModel.load("exports/lighttiny-4m")
result = model.generate_token([2], temperature=0.8)
print(result.token_id)
```
## License
Research use only.
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