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Create early religion module

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1
+ #!/usr/bin/env python3
2
+ """
3
+ OBSERVER-ENGINE COGNITIVE ARCHITECTURE - EARLY RELIGIONS MODULE
4
+ Analysis from Babylonian Period to Pre-Crusades (600 BCE - 1000 CE)
5
+ Tracking Inversion Sophistication Gradient and Doctrinal Evolution
6
+ """
7
+
8
+ import numpy as np
9
+ import asyncio
10
+ import hashlib
11
+ import json
12
+ import secrets
13
+ import logging
14
+ from dataclasses import dataclass, field
15
+ from enum import Enum
16
+ from typing import Dict, List, Any, Optional, Tuple, Callable
17
+ from datetime import datetime, timedelta
18
+ import scipy.stats as stats
19
+ from cryptography.hazmat.primitives import hashes
20
+ from cryptography.hazmat.primitives.kdf.hkdf import HKDF
21
+ from cryptography.hazmat.backends import default_backend
22
+ import qiskit
23
+ from qiskit import QuantumCircuit, QuantumRegister, ClassicalRegister, transpile
24
+ from qiskit_aer import AerSimulator
25
+ from qiskit.algorithms import AmplificationProblem, Grover
26
+ from qiskit.circuit.library import PhaseOracle
27
+ from qiskit.quantum_info import Statevector, random_statevector
28
+ import torch
29
+ import torch.nn as nn
30
+ import torch.nn.functional as F
31
+ from transformers import AutoTokenizer, AutoModel
32
+ import aiohttp
33
+ import redis
34
+ import sqlite3
35
+ from contextlib import asynccontextmanager
36
+ import psutil
37
+ import gc
38
+ import os
39
+ import sys
40
+ from pathlib import Path
41
+ import uuid
42
+ from concurrent.futures import ThreadPoolExecutor, ProcessPoolExecutor
43
+ import matplotlib.pyplot as plt
44
+ import seaborn as sns
45
+ from wordcloud import WordCloud
46
+ import networkx as nx
47
+
48
+ # =============================================================================
49
+ # INVERSION SOPHISTICATION GRADIENT TRACKER
50
+ # =============================================================================
51
+
52
+ class InversionSophisticationTracker:
53
+ """Tracks increasing subtlety of inversion techniques across historical periods"""
54
+
55
+ def __init__(self):
56
+ self.sophistication_metrics = {
57
+ 'surface_justification_quality': {
58
+ 'description': "How reasonable the inversion appears on surface",
59
+ 'early_period_range': (0.1, 0.4),
60
+ 'middle_period_range': (0.4, 0.7),
61
+ 'late_period_range': (0.7, 0.95)
62
+ },
63
+ 'technical_complexity': {
64
+ 'description': "Use of complex systems to obscure control mechanisms",
65
+ 'early_period_range': (0.1, 0.3),
66
+ 'middle_period_range': (0.3, 0.6),
67
+ 'late_period_range': (0.6, 0.9)
68
+ },
69
+ 'bureaucratic_layers': {
70
+ 'description': "Administrative complexity hiding power moves",
71
+ 'early_period_range': (0.1, 0.4),
72
+ 'middle_period_range': (0.4, 0.7),
73
+ 'late_period_range': (0.7, 0.95)
74
+ },
75
+ 'plausible_deniability': {
76
+ 'description': "Ability to deny inversion as power grab",
77
+ 'early_period_range': (0.1, 0.3),
78
+ 'middle_period_range': (0.3, 0.6),
79
+ 'late_period_range': (0.6, 0.9)
80
+ },
81
+ 'public_benefit_claims': {
82
+ 'description': "Masking control as public service",
83
+ 'early_period_range': (0.1, 0.4),
84
+ 'middle_period_range': (0.4, 0.7),
85
+ 'late_period_range': (0.7, 0.95)
86
+ }
87
+ }
88
+
89
+ self.historical_periods = {
90
+ 'early_period': {
91
+ 'range': (-600, 300), # BCE to CE
92
+ 'examples': ['Babylonian', 'Persian', 'Early Roman'],
93
+ 'characteristics': ['Blatant power grabs', 'Direct text alteration', 'Forceful imposition']
94
+ },
95
+ 'middle_period': {
96
+ 'range': (300, 800), # CE
97
+ 'examples': ['Constantinian', 'Byzantine', 'Early Medieval'],
98
+ 'characteristics': ['Bureaucratic mechanisms', 'Council decisions', 'Legal frameworks']
99
+ },
100
+ 'late_period': {
101
+ 'range': (800, 1100), # CE up to Crusades
102
+ 'examples': ['Carolingian', 'Ottonian', 'Pre-Crusades Papacy'],
103
+ 'characteristics': ['Technical justifications', 'Administrative complexity', 'Plausible deniability']
104
+ }
105
+ }
106
+
107
+ self.logger = self._setup_logging()
108
+
109
+ def _setup_logging(self):
110
+ logger = logging.getLogger('InversionSophistication')
111
+ logger.setLevel(logging.INFO)
112
+ return logger
113
+
114
+ def analyze_sophistication_level(self, religious_element: str, historical_context: Dict) -> Dict[str, Any]:
115
+ """Analyze the sophistication level of inversion techniques"""
116
+ try:
117
+ period = self._determine_historical_period(historical_context)
118
+ sophistication_scores = {}
119
+
120
+ for metric_name, metric_data in self.sophistication_metrics.items():
121
+ score = self._calculate_metric_score(religious_element, metric_name, period)
122
+ sophistication_scores[metric_name] = {
123
+ 'score': score,
124
+ 'expected_range': metric_data[f'{period}_range'],
125
+ 'within_expected': self._check_within_expected(score, metric_data[f'{period}_range']),
126
+ 'description': metric_data['description']
127
+ }
128
+
129
+ overall_sophistication = np.mean([s['score'] for s in sophistication_scores.values()])
130
+
131
+ return {
132
+ 'historical_period': period,
133
+ 'period_characteristics': self.historical_periods[period]['characteristics'],
134
+ 'overall_sophistication': overall_sophistication,
135
+ 'sophistication_breakdown': sophistication_scores,
136
+ 'inversion_detection_difficulty': self._calculate_detection_difficulty(overall_sophistication),
137
+ 'sophistication_trend': self._analyze_sophistication_trend(period, overall_sophistication)
138
+ }
139
+
140
+ except Exception as e:
141
+ self.logger.error(f"Sophistication analysis failed: {e}")
142
+ return {
143
+ 'historical_period': 'unknown',
144
+ 'overall_sophistication': 0.5,
145
+ 'error': str(e)
146
+ }
147
+
148
+ def _determine_historical_period(self, context: Dict) -> str:
149
+ """Determine which historical period the element belongs to"""
150
+ year = context.get('year', 0)
151
+
152
+ if self.historical_periods['early_period']['range'][0] <= year <= self.historical_periods['early_period']['range'][1]:
153
+ return 'early_period'
154
+ elif self.historical_periods['middle_period']['range'][0] <= year <= self.historical_periods['middle_period']['range'][1]:
155
+ return 'middle_period'
156
+ elif self.historical_periods['late_period']['range'][0] <= year <= self.historical_periods['late_period']['range'][1]:
157
+ return 'late_period'
158
+ else:
159
+ return 'early_period' # Default
160
+
161
+ def _calculate_metric_score(self, text: str, metric: str, period: str) -> float:
162
+ """Calculate score for specific sophistication metric"""
163
+ base_score = self.sophistication_metrics[metric][f'{period}_range'][0]
164
+
165
+ metric_indicators = {
166
+ 'surface_justification_quality': [
167
+ 'for the common good', 'to maintain order', 'for spiritual unity',
168
+ 'to prevent error', 'for the benefit of all'
169
+ ],
170
+ 'technical_complexity': [
171
+ 'theological precision', 'doctrinal clarity', 'canonical authority',
172
+ 'ecclesiastical procedure', 'sacramental validity'
173
+ ],
174
+ 'bureaucratic_layers': [
175
+ 'council decision', 'synod ruling', 'papal decree',
176
+ 'ecclesiastical court', 'canon law'
177
+ ],
178
+ 'plausible_deniability': [
179
+ 'interpretation', 'tradition', 'custom', 'precedent',
180
+ 'ancient practice', 'apostolic succession'
181
+ ],
182
+ 'public_benefit_claims': [
183
+ 'spiritual welfare', 'salvation of souls', 'divine service',
184
+ 'pastoral care', 'religious education'
185
+ ]
186
+ }
187
+
188
+ indicators = metric_indicators.get(metric, [])
189
+ matches = sum(1 for indicator in indicators if indicator in text.lower())
190
+
191
+ score_boost = min(0.6, matches * 0.1)
192
+ return min(1.0, base_score + score_boost)
193
+
194
+ def _check_within_expected(self, score: float, expected_range: Tuple[float, float]) -> bool:
195
+ """Check if score is within expected range for period"""
196
+ return expected_range[0] <= score <= expected_range[1]
197
+
198
+ def _calculate_detection_difficulty(self, sophistication: float) -> str:
199
+ """Calculate how difficult inversion is to detect"""
200
+ if sophistication < 0.3:
201
+ return "EASY - Blatant and obvious"
202
+ elif sophistication < 0.6:
203
+ return "MODERATE - Requires careful analysis"
204
+ else:
205
+ return "DIFFICULT - Highly sophisticated and subtle"
206
+
207
+ def _analyze_sophistication_trend(self, period: str, current_sophistication: float) -> str:
208
+ """Analyze the trend of increasing sophistication"""
209
+ if period == 'early_period' and current_sophistication > 0.5:
210
+ return "UNUSUALLY_SOPHISTICATED_FOR_PERIOD"
211
+ elif period == 'late_period' and current_sophistication < 0.5:
212
+ return "UNUSUALLY_PRIMITIVE_FOR_PERIOD"
213
+ else:
214
+ return "TYPICAL_FOR_PERIOD"
215
+
216
+ # =============================================================================
217
+ # EARLY RELIGIONS DATABASE (600 BCE - 1000 CE)
218
+ # =============================================================================
219
+
220
+ class EarlyReligionsDatabase:
221
+ """Comprehensive database of early religious developments"""
222
+
223
+ def __init__(self):
224
+ self.religious_movements = self._initialize_movements()
225
+ self.key_figures = self._initialize_figures()
226
+ self.council_decisions = self._initialize_councils()
227
+ self.doctrinal_developments = self._initialize_doctrines()
228
+ self.logger = self._setup_logging()
229
+
230
+ def _setup_logging(self):
231
+ logger = logging.getLogger('EarlyReligionsDB')
232
+ logger.setLevel(logging.INFO)
233
+ return logger
234
+
235
+ def _initialize_movements(self) -> Dict[str, Any]:
236
+ """Initialize early religious movements database"""
237
+ return {
238
+ 'zoroastrianism': {
239
+ 'time_period': "600 BCE - 600 CE",
240
+ 'founder': "Zarathustra (Zoroaster)",
241
+ 'core_teachings': [
242
+ "Cosmic dualism (Ahura Mazda vs Angra Mainyu)",
243
+ "Free will and moral choice",
244
+ "Final judgment and afterlife",
245
+ "Importance of good thoughts, words, deeds"
246
+ ],
247
+ 'influence_on': ['Judaism', 'Christianity', 'Islam'],
248
+ 'inversion_points': [
249
+ "Sassanian state religion consolidation",
250
+ "Priestly class (Magi) gaining exclusive ritual authority"
251
+ ]
252
+ },
253
+ 'second_temple_judaism': {
254
+ 'time_period': "516 BCE - 70 CE",
255
+ 'key_developments': [
256
+ "Development of apocalyptic literature",
257
+ "Rise of Pharisees, Sadducees, Essenes",
258
+ "Synagogue system alongside Temple",
259
+ "Concept of resurrection and messianism"
260
+ ],
261
+ 'inversion_points': [
262
+ "Hellenization pressures under Greek rulers",
263
+ "Roman occupation and Temple destruction",
264
+ "Rabbinic Judaism replacing priestly system"
265
+ ]
266
+ },
267
+ 'early_christianity': {
268
+ 'time_period': "30 CE - 300 CE",
269
+ 'key_developments': [
270
+ "Jesus movement and apostolic preaching",
271
+ "Pauline missions to Gentiles",
272
+ "Development of church structure",
273
+ "Persecution and martyrdom"
274
+ ],
275
+ 'inversion_points': [
276
+ "Constantinian shift (312 CE)",
277
+ "Council of Nicaea (325 CE)",
278
+ "Development of clerical hierarchy"
279
+ ]
280
+ },
281
+ 'gnostic_movements': {
282
+ 'time_period': "1st - 4th centuries CE",
283
+ 'key_teachings': [
284
+ "Direct spiritual knowledge (gnosis)",
285
+ "Demiurge vs true God distinction",
286
+ "Spiritual liberation from material world",
287
+ "Inner divine spark in humans"
288
+ ],
289
+ 'suppression_events': [
290
+ "Declared heretical by orthodox Christianity",
291
+ "Texts destroyed or hidden (Nag Hammadi discovery)"
292
+ ]
293
+ },
294
+ 'manichaeism': {
295
+ 'time_period': "3rd - 7th centuries CE",
296
+ 'founder': "Mani",
297
+ 'core_teachings': [
298
+ "Synthesis of Zoroastrian, Christian, Buddhist elements",
299
+ "Cosmic struggle between light and darkness",
300
+ "Reincarnation and spiritual evolution",
301
+ "Elect and Hearer classes"
302
+ ],
303
+ 'suppression_events': [
304
+ "Persecuted by Roman Empire",
305
+ "Suppressed by Christianity and Islam",
306
+ "Almost completely eradicated"
307
+ ]
308
+ },
309
+ 'early_islam': {
310
+ 'time_period': "610 - 1000 CE",
311
+ 'key_developments': [
312
+ "Quranic revelation to Muhammad",
313
+ "Early caliphate and expansion",
314
+ "Sunni-Shia split",
315
+ "Development of Islamic law and theology"
316
+ ],
317
+ 'inversion_points': [
318
+ "Umayyad caliphate political consolidation",
319
+ "Abbasid revolution and institutionalization"
320
+ ]
321
+ }
322
+ }
323
+
324
+ def _initialize_figures(self) -> Dict[str, Any]:
325
+ """Initialize key religious figures database"""
326
+ return {
327
+ 'zarathustra': {
328
+ 'tradition': 'zoroastrianism',
329
+ 'teachings': [
330
+ "Human free will in cosmic struggle",
331
+ "Individual responsibility for moral choices",
332
+ "Universal salvation potential"
333
+ ],
334
+ 'inversion_warnings': [
335
+ "Later priestly class monopolized ritual access",
336
+ "State adoption diluted spiritual focus"
337
+ ]
338
+ },
339
+ 'jesus_of_nazareth': {
340
+ 'tradition': 'early_christianity',
341
+ 'original_teachings': [
342
+ "Kingdom of God within",
343
+ "Direct relationship with God",
344
+ "Love and compassion as primary",
345
+ "Critique of religious establishment"
346
+ ],
347
+ 'inversion_warnings': [
348
+ "Institutional church structure",
349
+ "Dogmatic creed development",
350
+ "Political alliance with state power"
351
+ ]
352
+ },
353
+ 'paul_of_tarsus': {
354
+ 'tradition': 'early_christianity',
355
+ 'contributions': [
356
+ "Universalization beyond Judaism",
357
+ "Theological framework development",
358
+ "Church organization principles"
359
+ ],
360
+ 'controversies': [
361
+ "Potential institutionalization of charisma",
362
+ "Complex relationship with original teachings"
363
+ ]
364
+ },
365
+ 'manichaean_elect': {
366
+ 'tradition': 'manichaeism',
367
+ 'role': "Spiritual elite with direct gnosis",
368
+ 'inversion_danger': "Hierarchical spiritual classes",
369
+ 'suppression_fate': "Systematic destruction by established religions"
370
+ }
371
+ }
372
+
373
+ def _initialize_councils(self) -> Dict[str, Any]:
374
+ """Initialize religious council decisions database"""
375
+ return {
376
+ 'council_of_nicaea_325': {
377
+ 'context': "Called by Emperor Constantine",
378
+ 'key_decisions': [
379
+ "Nicene Creed formulation",
380
+ "Arianism condemnation",
381
+ "Easter date standardization",
382
+ "Bishop authority structures"
383
+ ],
384
+ 'inversion_indicators': [
385
+ "State power enforcing religious doctrine",
386
+ "Centralization of theological authority",
387
+ "Exclusion of alternative viewpoints"
388
+ ]
389
+ },
390
+ 'council_of_constantinople_381': {
391
+ 'key_decisions': [
392
+ "Holy Spirit divinity affirmed",
393
+ "Nicene Creed expansion",
394
+ "Constantinople primacy established"
395
+ ],
396
+ 'power_consolidation': "Imperial and ecclesiastical authority merger"
397
+ },
398
+ 'council_of_ephesus_431': {
399
+ 'key_decisions': [
400
+ "Nestorianism condemnation",
401
+ "Theotokos (Mary as God-bearer) affirmed"
402
+ ],
403
+ 'political_aspects': "Alexandrian vs Antiochene theological schools conflict"
404
+ },
405
+ 'council_of_chalcedon_451': {
406
+ 'key_decisions': [
407
+ "Christological definition",
408
+ "Two natures of Christ doctrine"
409
+ ],
410
+ 'schism_creation': "Oriental Orthodox churches separation"
411
+ }
412
+ }
413
+
414
+ def _initialize_doctrines(self) -> Dict[str, Any]:
415
+ """Initialize doctrinal developments database"""
416
+ return {
417
+ 'trinity_development': {
418
+ 'timeline': [
419
+ "1st century: Early Christian experience of Father, Son, Spirit",
420
+ "2nd-3rd centuries: Theological speculation and debate",
421
+ "4th century: Council definitions and creedal formulation"
422
+ ],
423
+ 'inversion_analysis': "From experiential mystery to dogmatic formula",
424
+ 'control_mechanisms': "Doctrinal orthodoxy as membership requirement"
425
+ },
426
+ 'sacramental_system': {
427
+ 'development': [
428
+ "Early: Simple rituals (baptism, eucharist)",
429
+ "3rd-4th centuries: Elaboration and multiplication",
430
+ "5th-6th centuries: Clerical control established"
431
+ ],
432
+ 'inversion_point': "Grace mediated exclusively through clergy",
433
+ 'original_state': "Direct spiritual access for all believers"
434
+ },
435
+ 'biblical_canon': {
436
+ 'formation': [
437
+ "1st-2nd centuries: Diverse Christian writings",
438
+ "3rd-4th centuries: Canon lists and debates",
439
+ "5th century: Standardization and closure"
440
+ ],
441
+ 'suppression_effect': "Exclusion of alternative texts (Gnostic, etc.)",
442
+ 'control_aspect': "Authorized scripture as control mechanism"
443
+ },
444
+ 'clerical_hierarchy': {
445
+ 'evolution': [
446
+ "1st century: Charismatic leadership and community elders",
447
+ "2nd-3rd centuries: Bishop authority development",
448
+ "4th-5th centuries: Imperial church structure"
449
+ ],
450
+ 'inversion_complete': "Threefold ministry (bishop, priest, deacon) fixed"
451
+ }
452
+ }
453
+
454
+ # =============================================================================
455
+ # DOCTRINAL INVERSION DETECTOR
456
+ # =============================================================================
457
+
458
+ class DoctrinalInversionDetector:
459
+ """Detects inversion points in doctrinal development"""
460
+
461
+ def __init__(self):
462
+ self.inversion_patterns = self._initialize_inversion_patterns()
463
+ self.sophistication_tracker = InversionSophisticationTracker()
464
+ self.logger = self._setup_logging()
465
+
466
+ def _setup_logging(self):
467
+ logger = logging.getLogger('DoctrinalInversion')
468
+ logger.setLevel(logging.INFO)
469
+ return logger
470
+
471
+ def _initialize_inversion_patterns(self) -> Dict[str, Any]:
472
+ """Initialize patterns of doctrinal inversion"""
473
+ return {
474
+ 'direct_to_mediated_access': {
475
+ 'original': "Direct spiritual experience available to all",
476
+ 'inverted': "Spiritual access mediated through institution",
477
+ 'detection_indicators': [
478
+ 'only through the church', 'sacraments necessary', 'clerical authority required',
479
+ 'outside the church no salvation', 'apostolic succession essential'
480
+ ]
481
+ },
482
+ 'experience_to_dogma': {
483
+ 'original': "Living spiritual experience and mystery",
484
+ 'inverted': "Fixed dogmatic formulas and creeds",
485
+ 'detection_indicators': [
486
+ 'defined doctrine', 'creedal statement', 'orthodox belief required',
487
+ 'heresy condemnation', 'doctrinal purity'
488
+ ]
489
+ },
490
+ 'charisma_to_bureaucracy': {
491
+ 'original': "Charismatic leadership and spiritual gifts",
492
+ 'inverted': "Institutional offices and hierarchical structure",
493
+ 'detection_indicators': [
494
+ 'apostolic succession', 'bishop authority', 'canonical obedience',
495
+ 'ecclesiastical rank', 'holy orders'
496
+ ]
497
+ },
498
+ 'inclusive_to_exclusive': {
499
+ 'original': "Universal spiritual potential",
500
+ 'inverted': "Limited salvation or elite spirituality",
501
+ 'detection_indicators': [
502
+ 'elect class', 'special vocation', 'reserved for clergy',
503
+ 'laity restrictions', 'spiritual hierarchy'
504
+ ]
505
+ },
506
+ 'internal_to_external_authority': {
507
+ 'original': "Internal spiritual guidance and conscience",
508
+ 'inverted': "External institutional authority",
509
+ 'detection_indicators': [
510
+ 'magisterium', 'teaching authority', 'doctrinal submission',
511
+ 'infallibility', 'ex cathedra'
512
+ ]
513
+ }
514
+ }
515
+
516
+ def analyze_doctrinal_development(self, doctrine: str, historical_context: Dict) -> Dict[str, Any]:
517
+ """Analyze doctrinal development for inversion patterns"""
518
+ try:
519
+ inversion_detection = {
520
+ 'doctrine': doctrine,
521
+ 'historical_context': historical_context,
522
+ 'detected_inversions': [],
523
+ 'inversion_analysis': {},
524
+ 'sophistication_level': {},
525
+ 'recovery_pathways': []
526
+ }
527
+
528
+ # Check each inversion pattern
529
+ for pattern_name, pattern_data in self.inversion_patterns.items():
530
+ pattern_analysis = self._analyze_single_pattern(doctrine, pattern_data)
531
+ inversion_detection['inversion_analysis'][pattern_name] = pattern_analysis
532
+
533
+ if pattern_analysis['detected']:
534
+ inversion_detection['detected_inversions'].append(pattern_name)
535
+
536
+ # Analyze sophistication level
537
+ sophistication = self.sophistication_tracker.analyze_sophistication_level(
538
+ doctrine, historical_context
539
+ )
540
+ inversion_detection['sophistication_level'] = sophistication
541
+
542
+ # Generate recovery pathways
543
+ inversion_detection['recovery_pathways'] = self._generate_recovery_pathways(
544
+ inversion_detection['detected_inversions']
545
+ )
546
+
547
+ return inversion_detection
548
+
549
+ except Exception as e:
550
+ self.logger.error(f"Doctrinal analysis failed: {e}")
551
+ return {
552
+ 'doctrine': doctrine,
553
+ 'error': str(e),
554
+ 'detected_inversions': [],
555
+ 'inversion_analysis': {}
556
+ }
557
+
558
+ def _analyze_single_pattern(self, doctrine: str, pattern_data: Dict) -> Dict[str, Any]:
559
+ """Analyze single inversion pattern"""
560
+ detected_indicators = []
561
+
562
+ for indicator in pattern_data['detection_indicators']:
563
+ if indicator in doctrine.lower():
564
+ detected_indicators.append(indicator)
565
+
566
+ detection_confidence = len(detected_indicators) / len(pattern_data['detection_indicators'])
567
+
568
+ return {
569
+ 'detected': len(detected_indicators) > 0,
570
+ 'detected_indicators': detected_indicators,
571
+ 'confidence': detection_confidence,
572
+ 'original_state': pattern_data['original'],
573
+ 'inverted_state': pattern_data['inverted'],
574
+ 'reconstruction': self._reconstruct_original_doctrine(doctrine, pattern_data)
575
+ }
576
+
577
+ def _reconstruct_original_doctrine(self, doctrine: str, pattern_data: Dict) -> str:
578
+ """Attempt to reconstruct original doctrine before inversion"""
579
+ # This would use more advanced NLP in production
580
+ inverted_phrases = pattern_data['detection_indicators']
581
+ reconstructed = doctrine
582
+
583
+ for phrase in inverted_phrases:
584
+ if phrase in reconstructed.lower():
585
+ # Simple replacement - would be more sophisticated in practice
586
+ reconstructed = reconstructed.replace(phrase, "[original access]")
587
+
588
+ return f"Original emphasis: {pattern_data['original']}. Current: {reconstructed}"
589
+
590
+ def _generate_recovery_pathways(self, detected_inversions: List[str]) -> List[str]:
591
+ """Generate pathways to recover original teachings"""
592
+ pathways = []
593
+
594
+ recovery_map = {
595
+ 'direct_to_mediated_access': "Re-emphasize direct spiritual experience and personal connection",
596
+ 'experience_to_dogma': "Return to experiential spirituality over dogmatic formulas",
597
+ 'charisma_to_bureaucracy': "Restore charismatic gifts and community-based leadership",
598
+ 'inclusive_to_exclusive': "Reaffirm universal spiritual potential and access",
599
+ 'internal_to_external_authority': "Renew emphasis on inner guidance and conscience"
600
+ }
601
+
602
+ for inversion in detected_inversions:
603
+ if inversion in recovery_map:
604
+ pathways.append(recovery_map[inversion])
605
+
606
+ return pathways
607
+
608
+ # =============================================================================
609
+ # EARLY RELIGIONS MODULE - MAIN ENGINE
610
+ # =============================================================================
611
+
612
+ class EarlyReligionsModule:
613
+ """
614
+ Main engine for analyzing early religions (600 BCE - 1000 CE)
615
+ Tracking doctrinal development and inversion sophistication
616
+ """
617
+
618
+ def __init__(self):
619
+ self.database = EarlyReligionsDatabase()
620
+ self.inversion_detector = DoctrinalInversionDetector()
621
+ self.sophistication_tracker = InversionSophisticationTracker()
622
+ self.analysis_history = []
623
+ self.logger = self._setup_logging()
624
+
625
+ def _setup_logging(self):
626
+ logger = logging.getLogger('EarlyReligionsModule')
627
+ logger.setLevel(logging.INFO)
628
+
629
+ ch = logging.StreamHandler()
630
+ formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')
631
+ ch.setFormatter(formatter)
632
+ logger.addHandler(ch)
633
+
634
+ return logger
635
+
636
+ async def analyze_doctrinal_statement(self, doctrine: str, context: Dict) -> Dict[str, Any]:
637
+ """
638
+ Analyze doctrinal statement for inversions and sophistication level
639
+ """
640
+ self.logger.info(f"πŸ” ANALYZING DOCTRINAL STATEMENT: {doctrine[:100]}...")
641
+
642
+ try:
643
+ # Perform inversion analysis
644
+ inversion_analysis = self.inversion_detector.analyze_doctrinal_development(doctrine, context)
645
+
646
+ # Perform sophistication analysis
647
+ sophistication_analysis = self.sophistication_tracker.analyze_sophistication_level(doctrine, context)
648
+
649
+ # Calculate overall inversion score
650
+ inversion_score = len(inversion_analysis['detected_inversions']) / len(self.inversion_detector.inversion_patterns)
651
+
652
+ result = {
653
+ 'doctrine': doctrine,
654
+ 'historical_context': context,
655
+ 'inversion_analysis': inversion_analysis,
656
+ 'sophistication_analysis': sophistication_analysis,
657
+ 'overall_inversion_score': inversion_score,
658
+ 'inversion_category': self._categorize_inversion_level(inversion_score),
659
+ 'detection_difficulty': sophistication_analysis['inversion_detection_difficulty'],
660
+ 'analysis_timestamp': datetime.utcnow().isoformat()
661
+ }
662
+
663
+ # Store in history
664
+ self.analysis_history.append(result)
665
+
666
+ self.logger.info(f"βœ… Doctrinal analysis complete: {result['inversion_category']}")
667
+
668
+ return result
669
+
670
+ except Exception as e:
671
+ self.logger.error(f"Doctrinal analysis failed: {e}")
672
+ return {
673
+ 'doctrine': doctrine,
674
+ 'error': str(e),
675
+ 'analysis_timestamp': datetime.utcnow().isoformat()
676
+ }
677
+
678
+ async def analyze_religious_movement(self, movement_name: str) -> Dict[str, Any]:
679
+ """
680
+ Analyze entire religious movement for inversion patterns
681
+ """
682
+ self.logger.info(f"πŸ›οΈ ANALYZING RELIGIOUS MOVEMENT: {movement_name}")
683
+
684
+ try:
685
+ movement_data = self.database.religious_movements.get(movement_name)
686
+ if not movement_data:
687
+ return {'error': f"Movement {movement_name} not found"}
688
+
689
+ # Analyze core teachings
690
+ teaching_analyses = []
691
+ for teaching in movement_data.get('core_teachings', []):
692
+ context = {'movement': movement_name, 'year': self._estimate_movement_year(movement_data)}
693
+ analysis = await self.analyze_doctrinal_statement(teaching, context)
694
+ teaching_analyses.append(analysis)
695
+
696
+ # Analyze inversion points
697
+ inversion_point_analyses = []
698
+ for inversion_point in movement_data.get('inversion_points', []):
699
+ context = {'movement': movement_name, 'inversion_point': True}
700
+ analysis = await self.analyze_doctrinal_statement(inversion_point, context)
701
+ inversion_point_analyses.append(analysis)
702
+
703
+ # Calculate movement health metrics
704
+ avg_inversion_score = np.mean([a.get('overall_inversion_score', 0) for a in teaching_analyses])
705
+ inversion_point_density = len(inversion_point_analyses) / max(1, len(teaching_analyses))
706
+
707
+ return {
708
+ 'movement': movement_name,
709
+ 'movement_data': movement_data,
710
+ 'teaching_analyses': teaching_analyses,
711
+ 'inversion_point_analyses': inversion_point_analyses,
712
+ 'movement_health_score': 1.0 - avg_inversion_score,
713
+ 'inversion_density': inversion_point_density,
714
+ 'sophistication_trend': self._analyze_movement_sophistication_trend(teaching_analyses),
715
+ 'recovery_potential': self._calculate_movement_recovery_potential(teaching_analyses, inversion_point_analyses),
716
+ 'analysis_timestamp': datetime.utcnow().isoformat()
717
+ }
718
+
719
+ except Exception as e:
720
+ self.logger.error(f"Movement analysis failed: {e}")
721
+ return {'error': str(e)}
722
+
723
+ async def analyze_historical_period(self, start_year: int, end_year: int) -> Dict[str, Any]:
724
+ """
725
+ Analyze religious developments in specific historical period
726
+ """
727
+ self.logger.info(f"πŸ“… ANALYZING HISTORICAL PERIOD: {start_year} - {end_year}")
728
+
729
+ try:
730
+ relevant_movements = []
731
+ for movement_name, movement_data in self.database.religious_movements.items():
732
+ movement_year = self._estimate_movement_year(movement_data)
733
+ if start_year <= movement_year <= end_year:
734
+ relevant_movements.append(movement_name)
735
+
736
+ movement_analyses = []
737
+ for movement in relevant_movements:
738
+ analysis = await self.analyze_religious_movement(movement)
739
+ movement_analyses.append(analysis)
740
+
741
+ # Calculate period metrics
742
+ period_inversion_scores = [a.get('movement_health_score', 0) for a in movement_analyses if 'error' not in a]
743
+ avg_period_health = np.mean(period_inversion_scores) if period_inversion_scores else 0
744
+
745
+ return {
746
+ 'period': f"{start_year}-{end_year}",
747
+ 'relevant_movements': relevant_movements,
748
+ 'movement_analyses': movement_analyses,
749
+ 'period_health_score': avg_period_health,
750
+ 'inversion_trend': self._analyze_period_inversion_trend(movement_analyses),
751
+ 'sophistication_trend': self._analyze_period_sophistication_trend(movement_analyses),
752
+ 'analysis_timestamp': datetime.utcnow().isoformat()
753
+ }
754
+
755
+ except Exception as e:
756
+ self.logger.error(f"Period analysis failed: {e}")
757
+ return {'error': str(e)}
758
+
759
+ def _estimate_movement_year(self, movement_data: Dict) -> int:
760
+ """Estimate central year for movement based on time period string"""
761
+ time_period = movement_data.get('time_period', '0-0')
762
+ years = time_period.split(' - ')[0].split(' ')[0] # Take first year mentioned
763
+ try:
764
+ return int(years)
765
+ except:
766
+ return 500 # Default middle point
767
+
768
+ def _categorize_inversion_level(self, inversion_score: float) -> str:
769
+ """Categorize the level of inversion detected"""
770
+ if inversion_score > 0.8:
771
+ return "SEVERE_INVERSION"
772
+ elif inversion_score > 0.6:
773
+ return "SUBSTANTIAL_INVERSION"
774
+ elif inversion_score > 0.4:
775
+ return "MODERATE_INVERSION"
776
+ elif inversion_score > 0.2:
777
+ return "MINOR_INVERSION"
778
+ else:
779
+ return "MINIMAL_INVERSION"
780
+
781
+ def _analyze_movement_sophistication_trend(self, teaching_analyses: List[Dict]) -> str:
782
+ """Analyze sophistication trend within movement"""
783
+ if not teaching_analyses:
784
+ return "INSUFFICIENT_DATA"
785
+
786
+ sophistication_scores = [a['sophistication_analysis']['overall_sophistication'] for a in teaching_analyses]
787
+ if len(sophistication_scores) < 2:
788
+ return "SINGLE_POINT_ANALYSIS"
789
+
790
+ # Check if sophistication increases
791
+ if sophistication_scores[-1] > sophistication_scores[0]:
792
+ return "INCREASING_SOPHISTICATION"
793
+ else:
794
+ return "STABLE_SOPHISTICATION"
795
+
796
+ def _calculate_movement_recovery_potential(self, teachings: List[Dict], inversions: List[Dict]) -> float:
797
+ """Calculate potential for recovering original teachings"""
798
+ if not teachings:
799
+ return 0.0
800
+
801
+ # Lower inversion scores mean higher recovery potential
802
+ avg_teaching_inversion = np.mean([t.get('overall_inversion_score', 0) for t in teachings])
803
+ recovery_from_teachings = 1.0 - avg_teaching_inversion
804
+
805
+ # Awareness of inversion points helps recovery
806
+ inversion_awareness_boost = min(0.3, len(inversions) * 0.1)
807
+
808
+ return min(1.0, recovery_from_teachings + inversion_awareness_boost)
809
+
810
+ def _analyze_period_inversion_trend(self, movement_analyses: List[Dict]) -> str:
811
+ """Analyze inversion trend across period"""
812
+ health_scores = [a.get('movement_health_score', 0) for a in movement_analyses if 'error' not in a]
813
+ if len(health_scores) < 2:
814
+ return "INSUFFICIENT_DATA"
815
+
816
+ avg_health = np.mean(health_scores)
817
+ if avg_health > 0.7:
818
+ return "HIGH_SPIRITUAL_HEALTH_PERIOD"
819
+ elif avg_health > 0.5:
820
+ return "MODERATE_SPIRITUAL_HEALTH_PERIOD"
821
+ else:
822
+ return "LOW_SPIRITUAL_HEALTH_PERIOD"
823
+
824
+ def _analyze_period_sophistication_trend(self, movement_analyses: List[Dict]) -> str:
825
+ """Analyze sophistication trend across period"""
826
+ sophistication_scores = []
827
+ for analysis in movement_analyses:
828
+ if 'error' not in analysis:
829
+ for teaching in analysis.get('teaching_analyses', []):
830
+ sophistication_scores.append(teaching['sophistication_analysis']['overall_sophistication'])
831
+
832
+ if not sophistication_scores:
833
+ return "INSUFFICIENT_DATA"
834
+
835
+ avg_sophistication = np.mean(sophistication_scores)
836
+ if avg_sophistication > 0.7:
837
+ return "HIGHLY_SOPHISTICATED_PERIOD"
838
+ elif avg_sophistication > 0.5:
839
+ return "MODERATELY_SOPHISTICATED_PERIOD"
840
+ else:
841
+ return "LOW_SOPHISTICATION_PERIOD"
842
+
843
+ def get_module_metrics(self) -> Dict[str, Any]:
844
+ """Get module performance and usage metrics"""
845
+ return {
846
+ 'doctrinal_analyses_performed': len(self.analysis_history),
847
+ 'movements_analyzed': len(set([a.get('historical_context', {}).get('movement', 'unknown')
848
+ for a in self.analysis_history])),
849
+ 'average_inversion_score': np.mean([a.get('overall_inversion_score', 0) for a in self.analysis_history])
850
+ if self.analysis_history else 0,
851
+ 'sophistication_trends_tracked': len([a for a in self.analysis_history
852
+ if a['sophistication_analysis']['sophistication_trend'] != 'TYPICAL_FOR_PERIOD']),
853
+ 'module_uptime': 'active',
854
+ 'last_analysis': self.analysis_history[-1]['analysis_timestamp'] if self.analysis_history else 'none'
855
+ }
856
+
857
+ # =============================================================================
858
+ # DEMONSTRATION AND TESTING
859
+ # =============================================================================
860
+
861
+ async def demonstrate_early_religions_module():
862
+ """
863
+ Demonstrate the Early Religions Module with test cases
864
+ """
865
+ print("🌌 EARLY RELIGIONS MODULE - DEMONSTRATION")
866
+ print("Doctrinal Inversion Detection + Sophistication Gradient Tracking")
867
+ print("=" * 80)
868
+
869
+ module = EarlyReligionsModule()
870
+
871
+ # Test doctrinal statements from different periods
872
+ test_doctrines = [
873
+ # Early Period examples
874
+ {
875
+ 'doctrine': "The king is the living representative of the gods and must be obeyed in all things",
876
+ 'context': {'year': -500, 'period': 'Babylonian', 'movement': 'Ancient Near East'}
877
+ },
878
+ # Middle Period examples
879
+ {
880
+ 'doctrine': "Outside the Church there is no salvation, and all must submit to bishop authority",
881
+ 'context': {'year': 400, 'period': 'Post-Nicene', 'movement': 'Early Christianity'}
882
+ },
883
+ # Late Period examples
884
+ {
885
+ 'doctrine': "The sacraments are necessary channels of grace, administered only by properly ordained clergy",
886
+ 'context': {'year': 900, 'period': 'Carolingian', 'movement': 'Medieval Christianity'}
887
+ },
888
+ # Recovery examples
889
+ {
890
+ 'doctrine': "The kingdom of God is within you, and each person can know divine truth directly",
891
+ 'context': {'year': 30, 'period': 'Early Christian', 'movement': 'Jesus Movement'}
892
+ }
893
+ ]
894
+
895
+ results = []
896
+
897
+ print(f"\n🎯 ANALYZING {len(test_doctrines)} DOCTRINAL STATEMENTS...")
898
+
899
+ for i, test_case in enumerate(test_doctrines, 1):
900
+ print(f"\n" + "="*60)
901
+ print(f"DOCTRINE {i}/{len(test_doctrines)}")
902
+ print("="*60)
903
+ print(f"Doctrine: {test_case['doctrine']}")
904
+ print(f"Context: {test_case['context']}")
905
+
906
+ result = await module.analyze_doctrinal_statement(test_case['doctrine'], test_case['context'])
907
+ results.append(result)
908
+
909
+ # Display key results
910
+ inversion_score = result['overall_inversion_score']
911
+ inversion_category = result['inversion_category']
912
+ sophistication = result['sophistication_analysis']['overall_sophistication']
913
+ detection_difficulty = result['detection_difficulty']
914
+ detected_inversions = result['inversion_analysis']['detected_inversions']
915
+
916
+ print(f"\nπŸ“Š ANALYSIS RESULTS:")
917
+ print(f" Inversion Score: {inversion_score:.3f}")
918
+ print(f" Category: {inversion_category}")
919
+ print(f" Sophistication: {sophistication:.3f}")
920
+ print(f" Detection: {detection_difficulty}")
921
+ print(f" Detected Inversions: {len(detected_inversions)}")
922
+
923
+ if detected_inversions:
924
+ print(f" Inversion Types: {', '.join(detected_inversions)}")
925
+
926
+ if result['inversion_analysis']['recovery_pathways']:
927
+ print(f" Recovery Pathways: {result['inversion_analysis']['recovery_pathways']}")
928
+
929
+ # Movement Analysis
930
+ print("\n" + "="*80)
931
+ print("πŸ›οΈ MOVEMENT ANALYSIS")
932
+ print("="*80)
933
+
934
+ movements = ['early_christianity', 'gnostic_movements', 'zoroastrianism']
935
+ for movement in movements:
936
+ print(f"\nAnalyzing {movement}...")
937
+ movement_analysis = await module.analyze_religious_movement(movement)
938
+
939
+ if 'error' not in movement_analysis:
940
+ print(f" Health Score: {movement_analysis['movement_health_score']:.3f}")
941
+ print(f" Inversion Density: {movement_analysis['inversion_density']:.3f}")
942
+ print(f" Sophistication Trend: {movement_analysis['sophistication_trend']}")
943
+ print(f" Recovery Potential: {movement_analysis['recovery_potential']:.3f}")
944
+
945
+ # Historical Period Analysis
946
+ print("\n" + "="*80)
947
+ print("πŸ“… HISTORICAL PERIOD ANALYSIS")
948
+ print("="*80)
949
+
950
+ periods = [(0, 500), (500, 1000)] # Early CE, Early Medieval
951
+ for start, end in periods:
952
+ print(f"\nAnalyzing period {start}-{end}...")
953
+ period_analysis = await module.analyze_historical_period(start, end)
954
+
955
+ if 'error' not in period_analysis:
956
+ print(f" Period Health: {period_analysis['period_health_score']:.3f}")
957
+ print(f" Inversion Trend: {period_analysis['inversion_trend']}")
958
+ print(f" Sophistication: {period_analysis['sophistication_trend']}")
959
+ print(f" Movements: {', '.join(period_analysis['relevant_movements'])}")
960
+
961
+ # Module Metrics
962
+ print("\n" + "="*80)
963
+ print("πŸ“ˆ MODULE METRICS")
964
+ print("="*80)
965
+
966
+ metrics = module.get_module_metrics()
967
+ for key, value in metrics.items():
968
+ print(f"{key}: {value}")
969
+
970
+ return results, metrics
971
+
972
+ # =============================================================================
973
+ # MAIN EXECUTION
974
+ # =============================================================================
975
+
976
+ async def main():
977
+ """
978
+ Main execution function for Early Religions Module
979
+ """
980
+ try:
981
+ print("πŸš€ INITIALIZING EARLY RELIGIONS MODULE...")
982
+ print("Inversion Sophistication Tracking + Doctrinal Development Analysis")
983
+ print()
984
+
985
+ results, metrics = await demonstrate_early_religions_module()
986
+
987
+ print("\n" + "="*80)
988
+ print("βœ… EARLY RELIGIONS MODULE EXECUTION COMPLETE")
989
+ print("="*80)
990
+ print(f"Analyzed {len(results)} doctrinal statements")
991
+ print(f"Module performance: {metrics['doctrinal_analyses_performed']} analyses completed")
992
+ print(f"Average inversion score: {metrics['average_inversion_score']:.3f}")
993
+ print(f"Sophistication trends tracked: {metrics['sophistication_trends_tracked']}")
994
+ print("\n🌌 EARLY RELIGION ANALYSIS SYSTEM: OPERATIONAL")
995
+
996
+ except Exception as e:
997
+ print(f"❌ Execution failed: {e}")
998
+ import traceback
999
+ traceback.print_exc()
1000
+
1001
+ if __name__ == "__main__":
1002
+ # Configure logging
1003
+ logging.basicConfig(
1004
+ level=logging.INFO,
1005
+ format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
1006
+ handlers=[
1007
+ logging.StreamHandler(),
1008
+ logging.FileHandler('early_religions_module.log')
1009
+ ]
1010
+ )
1011
+
1012
+ # Run the early religions module
1013
+ asyncio.run(main())