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Levelfive/
Lighttiny-4M-H

Name: Lighttiny-4M-H
Rating: 2.5 (5 reviews)

lighttiny

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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:

Field Configuration Storage - Substrate field, attractors, coupling maps
Pattern Propagation Router - Token embeddings, field projections
Resonance Tiers - Sparse activation management
Field Dynamics Engine - Field evolution parameters
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.

Levelfive/Lighttiny-4M-H