Create CERTAINTY

CERTAINTY

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+"""
+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()