# ==============================================================================
# COPYRIGHT NO ONE EVERYWHERE LLC (WYOMING HOLDING COMPANY)
# PROJECT: SOVEREIGN STACK
# This artifact is entirely proprietary and cryptographically proven.
# Open-Source usage requires explicit permission from Brandon Scott Schneider.
# ==============================================================================
import sys
import os
sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), "..")))
from math_harness_compat import xp, AnyArray

# --- PHYSICAL PARAMETERS ---
LAYERS = 100
ATTENUATION_PER_LAYER_DB = 0.05  # Estimated signal loss per layer
INITIAL_SNR_DB = 60.0            # High-fidelity DAC output
RECYCLING_EFFICIENCY = 0.85      # [T] Primitive recovery effectiveness

def simulate_100_layer_manifold(use_geometric_amps=False):
    print(f"--- 100-LAYER PASSIVE MANIFOLD SIMULATION (Amps: {use_geometric_amps}) ---")
    
    current_snr = INITIAL_SNR_DB
    current_amplitude = 1.0  # normalized
    
    layer_stats = []
    
    for layer in range(1, LAYERS + 1):
        # 1. Attenuation
        current_amplitude *= (10**(-ATTENUATION_PER_LAYER_DB / 20))
        
        # 2. Thermal Recycling [T]
        # Recycles a portion of the "lost" energy back into the amplitude
        loss = 1.0 - (10**(-ATTENUATION_PER_LAYER_DB / 20))
        recovery = loss * RECYCLING_EFFICIENCY
        current_amplitude += recovery * 0.1 # Small boost from heat recovery
        
        # 3. Geometric Amplification
        # Every 10 layers, use constructive interference to "re-strobe" the signal
        if use_geometric_amps and (layer % 10 == 0):
            current_amplitude *= 1.25 # Constructive interference boost
            
        # SNR Calculation (Simple decay model)
        current_snr -= (ATTENUATION_PER_LAYER_DB * 1.5) # Noise floor rising
        
        layer_stats.append((layer, current_amplitude, current_snr))
        
        if layer % 25 == 0 or layer == LAYERS:
            print(f"Layer {layer:03d}: Amplitude = {current_amplitude:.4f} | SNR = {current_snr:.2f} dB")

    # VERDICT
    if current_snr < 10.0:
        print("\nVERDICT: SIGNAL DECOHERENCE (SNR < 10dB). Manifold too deep.")
    else:
        print("\nVERDICT: SIGNAL COHERENT. Resonant state maintained.")

if __name__ == "__main__":
    simulate_100_layer_manifold(use_geometric_amps=False)
    print("\n" + "="*50 + "\n")
    simulate_100_layer_manifold(use_geometric_amps=True)