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Toroidal Fractal Intelligence — A continuous structured learning architecture.
This package implements a novel AI architecture based on toroidal fractal
dynamics, where intelligence emerges from the continuous transformation of
tokens into structured atoms that interact, aggregate, abstract, and consolidate.
Key features:
- Token → Toroidal Atom conversion
- Fractal superposition state
- RK4 dynamics integration
- Hierarchical aggregation
- Dynamic abstraction
- Continuous consolidation
- Infinite trainability
Usage:
from toroidal_fractal_intelligence import create_model, train, chat
model = create_model()
result = train(model, max_steps=10000)
response = chat(model, "Once upon a time")
"""
if __package__:
from .src.toroidal.model import ToroidalFractalIntelligence
from .src.main import create_model, train, chat, interactive_chat
else:
from src.toroidal.model import ToroidalFractalIntelligence
from src.main import create_model, train, chat, interactive_chat
__version__ = "0.1.0"
__all__ = [
"ToroidalFractalIntelligence",
"create_model",
"train",
"chat",
"interactive_chat",
]
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