Advanced XRPL Stabilizer

import time
import json
from xrpl.clients import JsonRpcClient
from xrpl.wallet import Wallet
from xrpl.models.transactions import Payment
from xrpl.transaction import submit_and_wait

# Universal Efficiency Constants
GREEN_ENERGY_REWARD_RATE = 0.05  # Bonus XRP for clean energy use
CARBON_TAX_THRESHOLD = 0.85      # Penalize efficiency below 85%

class UniversalPowerhouseAI:
    def __init__(self, node_url="https://s.altnet.rippletest.net:51234"):
        self.client = JsonRpcClient(node_url)
        # In a real app, load your secure wallet seed here
        self.system_wallet = Wallet.create() 
        print(f"Powerhouse Active. System Wallet: {self.system_wallet.classic_address}")

    def analyze_efficiency(self, power_source, output_kw, input_waste_heat):
        """
        AI Logic: Calculates the 'Entropy Score'. 
        Lower waste heat relative to output = Higher Quality Technology.
        """
        efficiency_ratio = output_kw / (output_kw + input_waste_heat)
        
        status = "OPTIMAL" if efficiency_ratio > 0.90 else "DEGRADED"
        print(f"[{power_source}] Efficiency: {efficiency_ratio:.2%}. Status: {status}")
        
        return efficiency_ratio

    def optimize_global_grid(self, devices):
        """
        Coordinates solar systems and generators to ensure 'Cleanest First' priority.
        """
        for device, specs in devices.items():
            eff = self.analyze_efficiency(device, specs['output'], specs['waste'])
            
            if specs['type'] == 'Solar' and eff > 0.95:
                # Reward high-quality solar tech with a micro-payment on XRPL
                self.distribute_incentive(specs['owner'], 1.0) # 1 XRP reward
            
            elif eff < CARBON_TAX_THRESHOLD:
                print(f"Refining Tech: Auto-adjusting {device} to reduce waste...")
                # Simulate AI-driven hardware optimization
                specs['waste'] *= 0.8  

    def distribute_incentive(self, destination, amount_xrp):
        """
        Connects directly to the XRP Ledger to reward clean technology.
        """
        amount_drops = str(int(amount_xrp * 1_000_000))
        payment = Payment(
            account=self.system_wallet.classic_address,
            amount=amount_drops,
            destination=destination,
        )
        # In production, you would sign and submit here:
        # response = submit_and_wait(payment, self.client, self.system_wallet)
        print(f"[XRPL] Reward of {amount_xrp} XRP sent to {destination} for Efficiency.")

# --- UNIVERSAL DATASET ---
universal_nodes = {
    "Anderson_Creek_Solar_Array": {
        "type": "Solar", 
        "output": 500, 
        "waste": 20, 
        "owner": "rPT1S..."
    },
    "Backup_Generator_01": {
        "type": "Generator", 
        "output": 1000, 
        "waste": 450, 
        "owner": "rHb9C..."
    }
}

if __name__ == "__main__":
    ai_core = UniversalPowerhouseAI()
    print("Initiating Universal Optimization Protocol...")
    
    # Run the powerhouse loop
    for _ in range(3):
        ai_core.optimize_global_grid(universal_nodes)
        time.sleep(2)