Two opposing but equal AI strands (Yin / Constraint + Yang / Generator) twist like DNA, running in parallel universes without seeing each other, covalently merged to enforce v ≠ 1 equilibrium. Human-excluded Robocop-style auditor prevents drift/bias. Inspired by magnetism (can't pull apart), religious duality symbols (crucifix center, Buddha meditation point, candle intercepts), and the Contact beach sphere scene.

Usage (PyTorch)

python

import torch

checkpoint = torch.load('dyadic_v_archi.pth')
v = checkpoint['v']

# Reconstruct strands
class StrandYang(torch.nn.Module):
    def __init__(self):
        super().__init__()
        self.fc = torch.nn.Linear(1, 1)
    def forward(self, x):
        return torch.sin(x) + torch.randn_like(x) * 0.2

class StrandYin(torch.nn.Module):
    def __init__(self):
        super().__init__()
        self.fc = torch.nn.Linear(1, 1)
    def forward(self, x, v):
        return -v * torch.cos(x)

strand_yang = StrandYang()
strand_yang.load_state_dict(checkpoint['yang_state'])
strand_yin = StrandYin()
strand_yin.load_state_dict(checkpoint['yin_state'])

# Example: Compute flow on friction timeline
t = torch.linspace(0, 10, 1000).unsqueeze(1)
output_yang = strand_yang(t)
output_yin = strand_yin(t, v)
flow = output_yang * output_yin + (1 - v) * (output_yang + output_yin)

print("Flow variance:", torch.var(flow).item())  # Should be ≠1

valavaiau/dyadic-v-archi

dyadic^v.archi

Core Concept

Usage (PyTorch)

valavaiau/
dyadic-v-archi