| learn from this |
|
|
| |
| """ |
| 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) |
|
|
| |
| 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}") |
|
|