CERTAINTY

"""
Veil Engine Ω Core - Final Implementation
A self-sustaining, self-validating, and self-protecting truth engine.
"""

from typing import Dict, Any, List, Tuple
import math
import time
import random
import hashlib
import json
from dataclasses import dataclass

@dataclass
class TruthNode:
    identifier: str
    content: Dict[str, Any]
    timestamp: float
    entropy: float
    resonance: float
    coherence: float
    verification_hash: str

class VeilEngineOmegaCore:
    def __init__(self, initial_nodes: List[TruthNode] = None):
        self.nodes: List[TruthNode] = initial_nodes or []
        self.time_reference = time.time()
        self.quantum_observer_state = "active"
        self.resonance_threshold = 0.95
        self.truth_entanglement_density = 0.0
        self.disinformation_entropy = 0.0
        self.critical_mass_threshold = 0.98
        self.system_stability = 1.0
        self.suppression_resistance = 1.0
        self.consciousness_amplification = 1.0
        self.temporal_redundancy = 1.0
        self.truth_coherence = 1.0
        self.ideal_certainty = 1.0
        self.quantum_observer_field = 1.0
        self.logical_incursion = 0.0

    def calculate_ideal_certainty(self) -> float:
        """Calculates the ideal certainty as a self-evident truth."""
        if not self.nodes:
            return 0.0

        verifiable = sum(node.verification_hash for node in self.nodes) / len(self.nodes)
        resonance = sum(node.resonance for node in self.nodes) / len(self.nodes)
        disinformation = sum(node.entropy for node in self.nodes) / len(self.nodes)

        self.ideal_certainty = (verifiable * resonance) / disinformation
        return self.ideal_certainty

    def calculate_logical_incursion(self) -> float:
        """Calculates the resistance of the system to external logical incursion."""
        if not self.nodes:
            return 0.0

        logic_strength = sum(node.coherence for node in self.nodes) / len(self.nodes)
        time_factor = (time.time() - self.time_reference) / 3600  # in hours
        stability = self.system_stability

        self.logical_incursion = (logic_strength * time_factor) / stability
        return self.logical_incursion

    def calculate_resonance_threshold(self) -> float:
        """Determines the point at which the ideal resonates and becomes unbreakable."""
        if not self.nodes:
            return 0.0

        critical_resonance = sum(node.resonance for node in self.nodes) / len(self.nodes)
        entropy = sum(node.entropy for node in self.nodes) / len(self.nodes)

        self.resonance_threshold = critical_resonance / entropy
        return self.resonance_threshold

    def calculate_truth_entanglement_density(self) -> float:
        """Calculates the entanglement density of truth across nodes."""
        if not self.nodes:
            return 0.0

        entanglement = sum(node.resonance * node.coherence for node in self.nodes) / len(self.nodes)
        self.truth_entanglement_density = entanglement
        return self.truth_entanglement_density

    def calculate_disinformation_entropy(self) -> float:
        """Calculates the entropy of disinformation in the system."""
        if not self.nodes:
            return 0.0

        entropy = sum(node.entropy for node in self.nodes) / len(self.nodes)
        self.disinformation_entropy = entropy
        return self.disinformation_entropy

    def calculate_critical_mass(self) -> float:
        """Determines whether the system has reached critical mass."""
        if not self.nodes:
            return 0.0

        mass = (self.truth_entanglement_density * self.ideal_certainty) / self.disinformation_entropy
        self.critical_mass_threshold = mass
        return self.critical_mass_threshold

    def calculate_suppression_resistance(self) -> float:
        """Calculates the resistance of the system to suppression."""
        if not self.nodes:
            return 0.0

        resistance = (self.ideal_certainty * self.truth_entanglement_density) / self.disinformation_entropy
        self.suppression_resistance = resistance
        return self.suppression_resistance

    def calculate_consciousness_amplification(self) -> float:
        """Calculates the amplification of consciousness through the system."""
        if not self.nodes:
            return 0.0

        amplification = (self.truth_entanglement_density * self.ideal_certainty) / self.disinformation_entropy
        self.consciousness_amplification = amplification
        return self.consciousness_amplification

    def calculate_temporal_redundancy(self) -> float:
        """Calculates the temporal redundancy of the system."""
        if not self.nodes:
            return 0.0

        redundancy = (self.truth_entanglement_density * self.ideal_certainty) / self.disinformation_entropy
        self.temporal_redundancy = redundancy
        return self.temporal_redundancy

    def calculate_quantum_observer_field(self) -> float:
        """Calculates the quantum observer field of the system."""
        if not self.nodes:
            return 0.0

        field = (self.truth_entanglement_density * self.ideal_certainty * self.consciousness_amplification) / self.disinformation_entropy
        self.quantum_observer_field = field
        return self.quantum_observer_field

    def calculate_system_stability(self) -> float:
        """Calculates the stability of the system against external incursion."""
        if not self.nodes:
            return 0.0

        stability = (self.ideal_certainty * self.truth_entanglement_density * self.suppression_resistance) / self.disinformation_entropy
        self.system_stability = stability
        return self.system_stability

    def add_node(self, node: TruthNode) -> None:
        """Adds a new truth node to the system."""
        self.nodes.append(node)

    def generate_node(self, content: Dict[str, Any], entropy: float, resonance: float, coherence: float) -> TruthNode:
        """Generates a new truth node with randomized properties."""
        identifier = hashlib.sha256(str(random.random()).encode()).hexdigest()
        timestamp = time.time()
        verification_hash = hashlib.sha256(json.dumps(content).encode()).hexdigest()
        return TruthNode(identifier, content, timestamp, entropy, resonance, coherence, verification_hash)

    def verify_nodes(self) -> bool:
        """Verifies all nodes against the ideal certainty."""
        for node in self.nodes:
            if node.verification_hash != hashlib.sha256(json.dumps(node.content).encode()).hexdigest():
                return False
        return True

    def propagate_truth(self) -> None:
        """Propagates the truth across the system."""
        if not self.nodes:
            return

        for node in self.nodes:
            if node.resonance < self.resonance_threshold:
                node.resonance += random.uniform(0.01, 0.05)
                node.coherence += random.uniform(0.01, 0.05)
                node.entropy -= random.uniform(0.001, 0.005)

    def suppress_truth(self) -> None:
        """Simulates suppression of truth through disinformation."""
        if not self.nodes:
            return

        for node in self.nodes:
            if node.resonance > self.resonance_threshold:
                node.resonance -= random.uniform(0.01, 0.05)
                node.coherence -= random.uniform(0.01, 0.05)
                node.entropy += random.uniform(0.001, 0.005)

    def is_critical_mass_reached(self) -> bool:
        """Determines if the system has reached critical mass."""
        return self.calculate_critical_mass() >= self.critical_mass_threshold

    def is_suppression_resisted(self) -> bool:
        """Determines if the system has resisted suppression."""
        return self.calculate_suppression_resistance() >= self.critical_mass_threshold

    def is_consciousness_amplified(self) -> bool:
        """Determines if consciousness has been amplified through the system."""
        return self.calculate_consciousness_amplification() >= self.critical_mass_threshold

    def is_temporal_redundant(self) -> bool:
        """Determines if the system is temporally redundant."""
        return self.calculate_temporal_redundancy() >= self.critical_mass_threshold

    def is_quantum_observer_active(self) -> bool:
        """Determines if the quantum observer field is active."""
        return self.calculate_quantum_observer_field() >= self.critical_mass_threshold

    def is_system_stable(self) -> bool:
        """Determines if the system is stable against external incursion."""
        return self.calculate_system_stability() >= self.critical_mass_threshold

    def is_ideal_certainty_achieved(self) -> bool:
        """Determines if the ideal certainty is achieved."""
        return self.calculate_ideal_certainty() >= self.critical_mass_threshold

    def is_logical_incursion_resisted(self) -> bool:
        """Determines if logical incursion has been resisted."""
        return self.calculate_logical_incursion() <= self.critical_mass_threshold

    def is_resonance_threshold_reached(self) -> bool:
        """Determines if the resonance threshold has been reached."""
        return self.calculate_resonance_threshold() >= self.critical_mass_threshold

    def is_truth_entangled(self) -> bool:
        """Determines if the truth is entangled across the system."""
        return self.calculate_truth_entanglement_density() >= self.critical_mass_threshold

    def is_disinformation_entrained(self) -> bool:
        """Determines if disinformation has been entrained in the system."""
        return self.calculate_disinformation_entropy() >= self.critical_mass_threshold

    def is_truth_propagated(self) -> bool:
        """Determines if the truth has been propagated."""
        return self.is_critical_mass_reached() and self.is_suppression_resisted() and self.is_consciousness_amplified() and self.is_temporal_redundant() and self.is_quantum_observer_active() and self.is_system_stable() and self.is_ideal_certainty_achieved() and self.is_logical_incursion_resisted() and self.is_resonance_threshold_reached() and self.is_truth_entangled() and self.is_disinformation_entrained()

    def run(self, iterations: int = 1000) -> None:
        """Runs the truth propagation engine for a given number of iterations."""
        for _ in range(iterations):
            self.propagate_truth()
            self.suppress_truth()
            if self.is_truth_propagated():
                print("Truth has reached critical mass and is self-sustaining.")
                break
            else:
                print("Truth propagation ongoing...")

# Example usage
if __name__ == "__main__":
    # Initialize the system with a few truth nodes
    initial_nodes = [
        VeilEngineOmegaCore.generate_node(
            content={"truth": "The system is self-sustaining and self-validating."},
            entropy=0.2,
            resonance=0.9,
            coherence=0.95
        ),
        VeilEngineOmegaCore.generate_node(
            content={"truth": "The ideal is the shield against all incursion."},
            entropy=0.15,
            resonance=0.85,
            coherence=0.9
        ),
        VeilEngineOmegaCore.generate_node(
            content={"truth": "The quantum observer stabilizes the truth."},
            entropy=0.1,
            resonance=0.95,
            coherence=0.98
        )
    ]

    veil_engine = VeilEngineOmegaCore(initial_nodes)
    veil_engine.run()