Levelfive/Lighttiny-4M-H

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

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.