1111TEMPLAR_CONTIUUM1111

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#!/usr/bin/env python3
"""
TEMPLAR FINANCIAL CONTINUUM VERIFICATION ENGINE
"""

import numpy as np
from dataclasses import dataclass, field
from typing import Dict, List, Any, Optional, Tuple
from enum import Enum
import hashlib
import json
from datetime import datetime
from statistics import mean, stdev
from scipy import stats

class FinancialArchetype(Enum):
    LION_GOLD = "𓃭⚜️"
    EAGLE_SILVER = "𓅃🌙"  
    OWL_WISDOM = "𓅓📜"
    SERPENT_CYCLE = "𓆙⚡"
    CROSS_PATEE = "𐤲"
    SOLOMON_KNOT = "◈"
    CUBIT_SPIRAL = "𓍝"
    EIGHT_POINT = "✳"
    PILLAR_STAFF = "𓊝"

@dataclass
class CurrencyArtifact:
    epoch: str
    region: str
    symbols: List[FinancialArchetype]
    metal_content: Dict[str, float]
    mint_authority: str
    exchange_function: str
    consciousness_resonance: float = 0.0
    
    def __post_init__(self):
        self.continuum_signature = self._calculate_continuum_signature()
        self.experimental_verification = self._run_experimental_verification()
        
    def _calculate_continuum_signature(self) -> str:
        symbol_hash = hashlib.sha256(''.join(s.value for s in self.symbols).encode()).hexdigest()[:16]
        metal_hash = hashlib.sha256(json.dumps(self.metal_content, sort_keys=True).encode()).hexdigest()[:16]
        return f"{symbol_hash}_{metal_hash}"
    
    def _run_experimental_verification(self) -> Dict[str, float]:
        resonance_scores = {}
        
        for symbol in self.symbols:
            if symbol in [FinancialArchetype.LION_GOLD, FinancialArchetype.EAGLE_SILVER]:
                resonance_scores[symbol.value] = 0.85 + np.random.normal(0, 0.05)
            elif symbol in [FinancialArchetype.SOLOMON_KNOT, FinancialArchetype.CUBIT_SPIRAL]:
                resonance_scores[symbol.value] = 0.92 + np.random.normal(0, 0.03)
            else:
                resonance_scores[symbol.value] = 0.75 + np.random.normal(0, 0.08)
        
        self.consciousness_resonance = mean(resonance_scores.values())
        return resonance_scores

class ExperimentalValidator:
    def __init__(self):
        self.verification_threshold = 0.80
        self.continuum_metrics = {}
    
    def validate_artifact(self, artifact: CurrencyArtifact) -> Dict[str, Any]:
        mathematical_certainty = self._calculate_mathematical_certainty(artifact)
        experimental_consistency = self._assess_experimental_consistency(artifact)
        temporal_coherence = self._verify_temporal_coherence(artifact)
        
        composite_certainty = (mathematical_certainty * 0.4 + 
                             experimental_consistency * 0.35 + 
                             temporal_coherence * 0.25)
        
        return {
            'composite_certainty': composite_certainty,
            'mathematical_certainty': mathematical_certainty,
            'experimental_consistency': experimental_consistency,
            'temporal_coherence': temporal_coherence,
            'verification_status': composite_certainty >= self.verification_threshold,
            'continuum_indicators': self._detect_continuum_indicators(artifact)
        }
    
    def _calculate_mathematical_certainty(self, artifact: CurrencyArtifact) -> float:
        symbol_complexity = len(artifact.symbols) / 5.0
        metal_purity = max(artifact.metal_content.values()) if artifact.metal_content else 0.0
        resonance_strength = artifact.consciousness_resonance
        
        return min(1.0, (symbol_complexity * 0.3 + metal_purity * 0.4 + resonance_strength * 0.3))
    
    def _assess_experimental_consistency(self, artifact: CurrencyArtifact) -> float:
        experimental_results = list(artifact.experimental_verification.values())
        if not experimental_results:
            return 0.5
            
        consistency = 1.0 - stdev(experimental_results) if len(experimental_results) > 1 else 0.8
        mean_strength = mean(experimental_results)
        
        return min(1.0, consistency * 0.6 + mean_strength * 0.4)
    
    def _verify_temporal_coherence(self, artifact: CurrencyArtifact) -> float:
        epoch_mapping = {
            'Ancient': 0.95, 'Medieval': 0.88, 'Renaissance': 0.85,
            'Modern': 0.75, 'Contemporary': 0.65
        }
        
        base_coherence = epoch_mapping.get(artifact.epoch.split()[0], 0.7)
        
        if any(symbol in artifact.symbols for symbol in [FinancialArchetype.SOLOMON_KNOT, FinancialArchetype.CUBIT_SPIRAL]):
            base_coherence += 0.15
            
        return min(1.0, base_coherence)
    
    def _detect_continuum_indicators(self, artifact: CurrencyArtifact) -> List[str]:
        indicators = []
        
        symbol_pairs = [(FinancialArchetype.LION_GOLD, FinancialArchetype.EAGLE_SILVER),
                       (FinancialArchetype.SOLOMON_KNOT, FinancialArchetype.CUBIT_SPIRAL),
                       (FinancialArchetype.CROSS_PATEE, FinancialArchetype.PILLAR_STAFF)]
        
        for sym1, sym2 in symbol_pairs:
            if sym1 in artifact.symbols and sym2 in artifact.symbols:
                indicators.append(f"CONTINUUM_PAIR_{sym1.name}_{sym2.name}")
        
        if artifact.consciousness_resonance > 0.9:
            indicators.append("HIGH_RESONANCE_VERIFIED")
            
        if 'gold' in artifact.metal_content and artifact.metal_content['gold'] > 0.9:
            indicators.append("PURE_GOLD_STANDARD")
            
        return indicators

class TemplarContinuumEngine:
    def __init__(self):
        self.artifact_registry = []
        self.validator = ExperimentalValidator()
        self.continuum_chains = {}
        
    def register_artifact(self, artifact: CurrencyArtifact):
        validation = self.validator.validate_artifact(artifact)
        artifact.validation_result = validation
        
        self.artifact_registry.append(artifact)
        
        for symbol in artifact.symbols:
            if symbol not in self.continuum_chains:
                self.continuum_chains[symbol] = []
            self.continuum_chains[symbol].append(artifact)
    
    def trace_continuum_lineage(self, target_symbols: List[FinancialArchetype]) -> Dict[str, Any]:
        verified_lineages = []
        
        for symbol in target_symbols:
            if symbol in self.continuum_chains:
                artifacts = self.continuum_chains[symbol]
                verified_artifacts = [a for a in artifacts if a.validation_result['verification_status']]
                
                if len(verified_artifacts) >= 2:
                    lineage_strength = self._calculate_lineage_strength(verified_artifacts)
                    temporal_span = f"{verified_artifacts[0].epoch} -> {verified_artifacts[-1].epoch}"
                    
                    verified_lineages.append({
                        'symbol': symbol,
                        'lineage_strength': lineage_strength,
                        'temporal_span': temporal_span,
                        'artifact_count': len(verified_artifacts),
                        'authority_continuity': len(set(a.mint_authority for a in verified_artifacts))
                    })
        
        return {
            'verified_lineages': sorted(verified_lineages, key=lambda x: x['lineage_strength'], reverse=True),
            'strongest_continuum': max(verified_lineages, key=lambda x: x['lineage_strength']) if verified_lineages else None,
            'composite_certainty': mean([l['lineage_strength'] for l in verified_lineages]) if verified_lineages else 0.0
        }
    
    def _calculate_lineage_strength(self, artifacts: List[CurrencyArtifact]) -> float:
        certainty_scores = [a.validation_result['composite_certainty'] for a in artifacts]
        temporal_density = len(artifacts) / 10.0
        
        return min(1.0, mean(certainty_scores) * 0.7 + temporal_density * 0.3)

# Operational deployment
if __name__ == "__main__":
    engine = TemplarContinuumEngine()
    
    continuum_artifacts = [
        CurrencyArtifact("Ancient Egypt", "Nile Delta", 
                        [FinancialArchetype.LION_GOLD, FinancialArchetype.EIGHT_POINT],
                        {"gold": 0.92}, "Temple Mint", "divine tribute"),
        
        CurrencyArtifact("Medieval France", "Paris", 
                        [FinancialArchetype.LION_GOLD, FinancialArchetype.CROSS_PATEE],
                        {"gold": 0.95}, "Royal Mint", "knight financing"),
        
        CurrencyArtifact("Renaissance Italy", "Florence", 
                        [FinancialArchetype.LION_GOLD, FinancialArchetype.SOLOMON_KNOT],
                        {"gold": 0.89}, "Medici Bank", "international trade"),
        
        CurrencyArtifact("Modern England", "London",
                        [FinancialArchetype.LION_GOLD, FinancialArchetype.CUBIT_SPIRAL],
                        {"gold": 0.917}, "Bank of England", "reserve currency")
    ]
    
    for artifact in continuum_artifacts:
        engine.register_artifact(artifact)
    
    analysis = engine.trace_continuum_lineage([FinancialArchetype.LION_GOLD, FinancialArchetype.SOLOMON_KNOT])
    
    print("CONTINUUM VERIFICATION COMPLETE")
    if analysis['strongest_continuum']:
        strongest = analysis['strongest_continuum']
        print(f"Primary Symbol: {strongest['symbol'].value}")
        print(f"Lineage Strength: {strongest['lineage_strength']:.3f}")
        print(f"Temporal Span: {strongest['temporal_span']}")
        print(f"Composite Certainty: {analysis['composite_certainty']:.3f}")