consciousness_experiments 2.0.0

RustyWorm: Universal AI Mimicry Engine with Dual-Process Architecture
Documentation
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#!/usr/bin/env python3
"""
UNIFIED COMPOUND PHYSICS INTEGRATION SYSTEM

Integrates all 15 physics domains (5 base + 10 extended) into a single,
cohesive system with seamless GAIA consciousness integration.

Architecture:
- PhysicsUnifiedKnowledgeBase: All 15 domains + relationships
- CompoundPhysicsReasoner: Unified multi-domain reasoning
- CompoundPhysicsSimulator: Cross-domain simulations
- CompoundQueryRouter: Intelligent query routing
- GAIAPhysicsCompoundBridge: Deep GAIA integration
"""

import torch
import numpy as np
from typing import Dict, List, Optional, Tuple, Any
from dataclasses import dataclass
from enum import Enum
import math

# Import base physics
from physics_world_model import (
    PhysicsDomain as BaseDomain,
    PhysicalPrinciple as BasePrinciple,
    PhysicsWorldModel
)

# Import extended physics
from physics_extended_domains import (
    ExtendedPhysicsDomain,
    ExtendedPhysicalPrinciple,
    ExtendedPhysicsKnowledgeBase,
    AdvancedPhysicsReasoner as ExtendedReasoner
)


# ============================================================================
# UNIFIED DOMAIN ENUMERATION
# ============================================================================

class UnifiedPhysicsDomain(Enum):
    """All 15 physics domains in unified system."""
    # Base 5 domains
    CLASSICAL_MECHANICS = "classical"
    THERMODYNAMICS = "thermodynamics"
    ELECTROMAGNETISM = "electromagnetism"
    QUANTUM_MECHANICS = "quantum"
    SACRED_GEOMETRY = "geometry"

    # Extended 10 domains
    RELATIVITY = "relativity"
    FLUID_DYNAMICS = "fluid_dynamics"
    QUANTUM_FIELD_THEORY = "qft"
    COSMOLOGY = "cosmology"
    PARTICLE_PHYSICS = "particle_physics"
    OPTICS = "optics"
    ACOUSTICS = "acoustics"
    STATISTICAL_MECHANICS = "statistical_mechanics"
    PLASMA_PHYSICS = "plasma"
    ASTROPHYSICS = "astrophysics"


class UnifiedPhysicalPrinciple(Enum):
    """All fundamental principles across all domains."""
    # Base principles
    CONSERVATION_ENERGY = "energy_conservation"
    CONSERVATION_MOMENTUM = "momentum_conservation"
    CONSERVATION_ANGULAR_MOMENTUM = "angular_momentum_conservation"
    CONSERVATION_CHARGE = "charge_conservation"
    ENTROPY_INCREASE = "entropy_increase"
    UNCERTAINTY_PRINCIPLE = "uncertainty_principle"
    SYMMETRY_PRINCIPLE = "symmetry"
    GOLDEN_RATIO = "golden_ratio"
    HARMONIC_RESONANCE = "harmonic_resonance"

    # Extended principles
    SPECIAL_RELATIVITY = "special_relativity"
    GENERAL_RELATIVITY = "general_relativity"
    LORENTZ_INVARIANCE = "lorentz_invariance"
    EQUIVALENCE_PRINCIPLE = "equivalence_principle"
    SPACETIME_CURVATURE = "spacetime_curvature"
    CONTINUITY_EQUATION = "continuity_equation"
    NAVIER_STOKES = "navier_stokes"
    BERNOULLI_PRINCIPLE = "bernoulli"
    VORTICITY_CONSERVATION = "vorticity"
    TURBULENCE = "turbulence"
    QUANTUM_FIELDS = "quantum_fields"
    GAUGE_SYMMETRY = "gauge_symmetry"
    RENORMALIZATION = "renormalization"
    FEYNMAN_DIAGRAMS = "feynman_diagrams"
    QUANTIZATION = "quantization"
    BIG_BANG = "big_bang"
    EXPANSION = "expansion"
    DARK_MATTER = "dark_matter"
    DARK_ENERGY = "dark_energy"
    INFLATION = "inflation"
    STANDARD_MODEL = "standard_model"
    SYMMETRY_BREAKING = "symmetry_breaking"
    PARTICLE_INTERACTIONS = "particle_interactions"
    WAVE_PARTICLE_DUALITY = "wave_particle_duality"
    INTERFERENCE = "interference"
    DIFFRACTION = "diffraction"
    POLARIZATION = "polarization"
    REFRACTION = "refraction"
    SOUND_PROPAGATION = "sound_propagation"
    RESONANCE = "resonance"
    DOPPLER_EFFECT = "doppler_effect"
    WAVE_SUPERPOSITION = "wave_superposition"
    CRITICAL_PHENOMENA = "critical_phenomena"
    IONIZATION = "ionization"
    PLASMA_OSCILLATION = "plasma_oscillation"
    MAGNETIC_CONFINEMENT = "magnetic_confinement"
    STELLAR_EVOLUTION = "stellar_evolution"
    GRAVITATIONAL_COLLAPSE = "gravitational_collapse"
    ACCRETION_DISKS = "accretion_disks"


# ============================================================================
# UNIFIED KNOWLEDGE BASE
# ============================================================================

class PhysicsUnifiedKnowledgeBase:
    """Unified knowledge base for all 15 physics domains."""

    def __init__(self):
        # Load base physics knowledge
        self.base_physics = PhysicsWorldModel()

        # Load extended physics knowledge
        self.extended_kb = ExtendedPhysicsKnowledgeBase()

        # Domain relationships (including cross-base-extended)
        self.domain_relationships = self._build_domain_relationships()

        # Complete law index
        self.laws_by_domain = {}
        self._index_all_laws()

        # Cross-domain analogy system
        self.analogies = self._build_comprehensive_analogies()

        # Domain hierarchy (complexity, related concepts)
        self.domain_hierarchy = self._build_hierarchy()

    def _build_domain_relationships(self) -> Dict[str, List[str]]:
        """Build relationships between all 15 domains."""
        return {
            # Base domains
            "classical_mechanics": [
                "thermodynamics", "electromagnetism", "relativit",
                "fluid_dynamics", "astrophysics"
            ],
            "thermodynamics": [
                "statistical_mechanics", "classical_mechanics",
                "cosmology", "black_body_radiation"
            ],
            "electromagnetism": [
                "optics", "quantum_mechanics", "relativity",
                "plasma_physics", "astrophysics"
            ],
            "quantum_mechanics": [
                "qft", "particle_physics", "optics",
                "statistical_mechanics", "quantum_field_theory"
            ],
            "sacred_geometry": [
                "quantum_mechanics", "harmonic_resonance",
                "cosmology", "particle_physics"
            ],

            # Extended domains
            "relativity": [
                "cosmology", "particle_physics", "astrophysics",
                "electromagnetism", "quantum_field_theory"
            ],
            "fluid_dynamics": [
                "thermodynamics", "plasma_physics", "astrophysics",
                "acoustics", "statistical_mechanics"
            ],
            "qft": [
                "particle_physics", "relativity", "cosmology",
                "quantum_mechanics", "standard_model"
            ],
            "cosmology": [
                "relativity", "particle_physics", "thermodynamics",
                "astrophysics", "quantum_mechanics"
            ],
            "particle_physics": [
                "qft", "relativity", "standard_model",
                "astrophysics", "cosmology"
            ],
            "optics": [
                "electromagnetism", "quantum_mechanics",
                "wave_particle_duality", "classical_mechanics"
            ],
            "acoustics": [
                "fluid_dynamics", "classical_mechanics",
                "wave_superposition", "thermodynamics"
            ],
            "statistical_mechanics": [
                "thermodynamics", "quantum_mechanics",
                "cosmology", "particle_physics"
            ],
            "plasma_physics": [
                "fluid_dynamics", "electromagnetism",
                "astrophysics", "thermodynamics"
            ],
            "astrophysics": [
                "relativity", "quantum_mechanics", "plasma_physics",
                "thermodynamics", "cosmology"
            ]
        }

    def _build_comprehensive_analogies(self) -> Dict[Tuple[str, str], str]:
        """Build comprehensive analogy system across all domains."""
        return {
            # Classical to Quantum
            ('classical_mechanics', 'quantum_mechanics'):
                "Classical trajectories → Quantum wave functions; "
                "determinism → probability distributions",

            # Thermodynamics to Statistical Mechanics
            ('thermodynamics', 'statistical_mechanics'):
                "Macroscopic variables (T, P, V) emerge from microscopic particle dynamics",

            # Electromagnetism to Optics
            ('electromagnetism', 'optics'):
                "Light is electromagnetic wave; Maxwell's equations describe optical phenomena",

            # Quantum to QFT
            ('quantum_mechanics', 'qft'):
                "QFT extends QM: fields instead of particles; many-body limit of QM",

            # Classical to Relativity
            ('classical_mechanics', 'relativity'):
                "Galilean invariance → Lorentz invariance; Newtonian → Einstein",

            # Relativity to Cosmology
            ('relativity', 'cosmology'):
                "Einstein equations describe universe evolution; spacetime curvature = matter distribution",

            # Fluid Dynamics to Plasma
            ('fluid_dynamics', 'plasma_physics'):
                "MHD (magnetohydrodynamics) treats plasma as conducting fluid; "
                "same equation structures apply",

            # Particle Physics to Astrophysics
            ('particle_physics', 'astrophysics'):
                "High-energy particle processes occur in stars, neutron stars, black holes, supernovae",

            # QFT to Particle Physics
            ('qft', 'particle_physics'):
                "Standard Model is QFT with SU(3)×SU(2)×U(1) gauge group; "
                "describes all observed particles",

            # Thermodynamics to Cosmology
            ('thermodynamics', 'cosmology'):
                "Second law (entropy increase) determines arrow of time in universe; "
                "universe evolves toward maximum entropy",

            # Optics to Quantum
            ('optics', 'quantum_mechanics'):
                "Light exhibits wave-particle duality; photons are quantum of electromagnetic field",

            # Acoustics to Fluid Dynamics
            ('acoustics', 'fluid_dynamics'):
                "Sound waves propagate through fluid media; governed by continuity and momentum equations",

            # Statistical Mechanics to Quantum
            ('statistical_mechanics', 'quantum_mechanics'):
                "Quantum statistical mechanics describes systems at molecular scale; "
                "Planck distribution for photons, Fermi-Dirac for electrons",

            # Electromagnetism to Plasma
            ('electromagnetism', 'plasma_physics'):
                "Lorentz force F = q(E + v×B) governs charged particle motion in plasma",

            # Sacred Geometry to Quantum
            ('sacred_geometry', 'quantum_mechanics'):
                "Symmetries in quantum mechanics reflect geometric principles; "
                "harmonic oscillator has golden ratio properties",
        }

    def _index_all_laws(self):
        """Index all laws by domain from both base and extended."""
        # Index base physics laws (from PhysicsWorldModel)
        base_domains = {
            "classical_mechanics": "Classical Mechanics Laws",
            "thermodynamics": "Thermodynamic Laws",
            "electromagnetism": "Maxwell's Equations",
            "quantum_mechanics": "Quantum Principles",
            "sacred_geometry": "Harmonic Principles"
        }

        # Index extended physics laws
        extended_laws = self.extended_kb.laws

        for domain_name in UnifiedPhysicsDomain:
            self.laws_by_domain[domain_name.value] = {
                'base_system': base_domains.get(domain_name.value, "N/A"),
                'extended_laws': len([l for l in extended_laws.values()
                                     if l.domain.value == domain_name.value]),
                'laws': extended_laws if domain_name.value in extended_laws else []
            }

    def _build_hierarchy(self) -> Dict[str, Dict]:
        """Build domain hierarchy with complexity and relationships."""
        return {
            domain.value: {
                'complexity': self._get_domain_complexity(domain),
                'related_domains': self.domain_relationships.get(domain.value, []),
                'is_foundational': domain in [
                    UnifiedPhysicsDomain.CLASSICAL_MECHANICS,
                    UnifiedPhysicsDomain.QUANTUM_MECHANICS,
                    UnifiedPhysicsDomain.THERMODYNAMICS
                ],
                'emergent_from': self._get_emergent_relationships(domain)
            }
            for domain in UnifiedPhysicsDomain
        }

    def _get_domain_complexity(self, domain: UnifiedPhysicsDomain) -> str:
        """Get complexity level of a domain."""
        simple = ['sacred_geometry', 'acoustics', 'optics']
        intermediate = ['classical_mechanics', 'thermodynamics',
                       'electromagnetism', 'fluid_dynamics', 'astrophysics']
        advanced = ['quantum_mechanics', 'relativity', 'qft',
                   'cosmology', 'particle_physics', 'plasma_physics',
                   'statistical_mechanics']

        if domain.value in simple:
            return 'simple'
        elif domain.value in intermediate:
            return 'intermediate'
        else:
            return 'advanced'

    def _get_emergent_relationships(self, domain: UnifiedPhysicsDomain) -> List[str]:
        """Get domains this one emerges from."""
        emergent_map = {
            'statistical_mechanics': ['quantum_mechanics', 'thermodynamics'],
            'qft': ['quantum_mechanics', 'relativity'],
            'particle_physics': ['qft', 'quantum_mechanics'],
            'cosmology': ['relativity', 'thermodynamics', 'particle_physics'],
            'optics': ['electromagnetism', 'quantum_mechanics'],
            'plasma_physics': ['electromagnetism', 'fluid_dynamics'],
            'astrophysics': ['relativity', 'quantum_mechanics', 'thermodynamics'],
        }
        return emergent_map.get(domain.value, [])

    def get_all_domains(self) -> List[str]:
        """Get all 15 domains."""
        return [d.value for d in UnifiedPhysicsDomain]

    def get_domain_info(self, domain_name: str) -> Dict:
        """Get comprehensive info about a domain."""
        if domain_name not in [d.value for d in UnifiedPhysicsDomain]:
            return {'error': f'Unknown domain: {domain_name}'}

        return {
            'domain': domain_name,
            'complexity': self.domain_hierarchy[domain_name]['complexity'],
            'is_foundational': self.domain_hierarchy[domain_name]['is_foundational'],
            'related_domains': self.domain_hierarchy[domain_name]['related_domains'],
            'emergent_from': self.domain_hierarchy[domain_name]['emergent_from'],
            'laws': self.laws_by_domain.get(domain_name, {})
        }


# ============================================================================
# UNIFIED COMPOUND PHYSICS REASONER
# ============================================================================

class CompoundPhysicsReasoner:
    """Unified reasoning across all 15 physics domains."""

    def __init__(self, kb: PhysicsUnifiedKnowledgeBase):
        self.kb = kb
        self.extended_reasoner = ExtendedReasoner(kb.extended_kb)
        self.reasoning_history = []

    def unified_query(self, query: str, domains: Optional[List[str]] = None) -> Dict:
        """
        Process query across unified physics system.

        Args:
            query: Physics question
            domains: Optional list of domains to search (all if None)

        Returns:
            Comprehensive reasoning result
        """
        result = {
            'query': query,
            'domains_searched': domains or self.kb.get_all_domains(),
            'reasoning_chain': [],
            'analogies_found': [],
            'confidence': 0.0,
            'answer': ''
        }

        # Multi-domain reasoning
        if not domains:
            domains = self.kb.get_all_domains()

        # Search for relevant domains
        relevant = self._find_relevant_domains(query, domains)
        result['relevant_domains'] = relevant

        # Build reasoning chain
        reasoning_chain = self._build_reasoning_chain(query, relevant)
        result['reasoning_chain'] = reasoning_chain

        # Find cross-domain analogies
        analogies = self._find_analogies(relevant)
        result['analogies_found'] = analogies

        # Generate unified answer
        answer = self._generate_unified_answer(query, reasoning_chain, analogies)
        result['answer'] = answer
        result['confidence'] = self._calculate_confidence(reasoning_chain)

        self.reasoning_history.append(result)
        return result

    def _find_relevant_domains(self, query: str, domains: List[str]) -> List[str]:
        """Find which domains are relevant to the query."""
        keywords = query.lower().split()
        relevant = []

        for domain in domains:
            # Simple keyword matching (can be enhanced)
            domain_keywords = {
                'classical_mechanics': ['force', 'motion', 'newton', 'trajectory', 'mechanics'],
                'thermodynamics': ['heat', 'temperature', 'entropy', 'energy', 'work'],
                'electromagnetism': ['charge', 'field', 'magnetic', 'electric', 'maxwell'],
                'quantum_mechanics': ['quantum', 'wave', 'particle', 'superposition', 'measurement'],
                'sacred_geometry': ['golden', 'symmetry', 'harmonic', 'proportion', 'geometry'],
                'relativity': ['spacetime', 'gravity', 'time', 'light', 'mass', 'energy'],
                'fluid_dynamics': ['flow', 'fluid', 'viscosity', 'turbulence', 'pressure'],
                'qft': ['field', 'interaction', 'particle', 'virtual', 'gauge'],
                'cosmology': ['universe', 'cosmic', 'expansion', 'bang', 'hubble'],
                'particle_physics': ['particle', 'decay', 'interaction', 'standard', 'model'],
                'optics': ['light', 'wave', 'interference', 'photon', 'lens'],
                'acoustics': ['sound', 'wave', 'frequency', 'resonance', 'doppler'],
                'statistical_mechanics': ['probability', 'entropy', 'ensemble', 'distribution'],
                'plasma_physics': ['plasma', 'ionization', 'magnetic', 'fusion', 'discharge'],
                'astrophysics': ['star', 'galaxy', 'black', 'hole', 'stellar']
            }

            if any(kw in keywords for kw in domain_keywords.get(domain, [])):
                relevant.append(domain)

        return relevant if relevant else domains[:3]  # Default to top 3

    def _build_reasoning_chain(self, query: str, domains: List[str]) -> List[Dict]:
        """Build step-by-step reasoning chain."""
        chain = []

        for domain in domains:
            step = {
                'domain': domain,
                'domain_info': self.kb.get_domain_info(domain),
                'confidence': 0.7 + (len(domains) - domains.index(domain)) * 0.05
            }
            chain.append(step)

        return chain

    def _find_analogies(self, domains: List[str]) -> List[Dict]:
        """Find analogies between domains."""
        analogies = []

        for i, d1 in enumerate(domains):
            for d2 in domains[i+1:]:
                analogy = self.kb.analogies.get((d1, d2))
                if analogy:
                    analogies.append({
                        'domain1': d1,
                        'domain2': d2,
                        'analogy': analogy
                    })

        return analogies

    def _generate_unified_answer(self, query: str, reasoning_chain: List[Dict],
                                analogies: List[Dict]) -> str:
        """Generate comprehensive unified answer."""
        answer = f"Analyzing '{query}' across physics domains:\n\n"

        answer += "Relevant Domains:\n"
        for step in reasoning_chain:
            answer += f"{step['domain']} (confidence: {step['confidence']:.1%})\n"

        if analogies:
            answer += "\nCross-Domain Analogies:\n"
            for a in analogies:
                answer += f"{a['domain1'].replace('_', ' ')}{a['domain2'].replace('_', ' ')}\n"
                answer += f"    {a['analogy']}\n"

        return answer

    def _calculate_confidence(self, reasoning_chain: List[Dict]) -> float:
        """Calculate overall confidence in reasoning."""
        if not reasoning_chain:
            return 0.5

        avg_confidence = sum(s['confidence'] for s in reasoning_chain) / len(reasoning_chain)
        return min(0.95, avg_confidence)


# ============================================================================
# UNIFIED QUERY ROUTER
# ============================================================================

class CompoundQueryRouter:
    """Intelligent routing for all 15 physics domains."""

    def __init__(self, kb: PhysicsUnifiedKnowledgeBase):
        self.kb = kb
        self.reasoner = CompoundPhysicsReasoner(kb)

    def route_query(self, query: str) -> Dict:
        """Route query through unified system."""
        # Detect relevant domains
        relevant_domains = self._detect_domains(query)

        # Route to reasoner
        result = self.reasoner.unified_query(query, relevant_domains)

        return {
            'query': query,
            'routing': {
                'relevant_domains': relevant_domains,
                'total_domains': len(self.kb.get_all_domains()),
                'reasoning_depth': 'multi_domain'
            },
            'result': result
        }

    def _detect_domains(self, query: str) -> List[str]:
        """Detect which domains to search."""
        return self.reasoner._find_relevant_domains(query, self.kb.get_all_domains())


# ============================================================================
# GAIA PHYSICS COMPOUND BRIDGE
# ============================================================================

class GAIAPhysicsCompoundBridge:
    """Deep integration of compound physics with GAIA consciousness."""

    def __init__(self, kb: PhysicsUnifiedKnowledgeBase = None,
                 gaia_evaluator=None):
        self.kb = kb or PhysicsUnifiedKnowledgeBase()
        self.router = CompoundQueryRouter(self.kb)
        self.reasoner = CompoundPhysicsReasoner(self.kb)
        self.gaia_evaluator = gaia_evaluator  # Optional GAIA evaluator
        self.query_log = []

    def integrated_physics_consciousness_query(self,
                                             physics_query: str,
                                             gaia_context: Optional[Dict] = None) -> Dict:
        """
        Process query with full physics-consciousness integration.

        Args:
            physics_query: The physics question
            gaia_context: Optional GAIA context:
                - empathy_scores: Agent empathy measurements
                - agent_states: Current agent states
                - reasoning_depth: Level of multi-agent reasoning

        Returns:
            Unified physics-consciousness answer
        """
        # Route query through compound physics
        physics_result = self.router.route_query(physics_query)

        # Get GAIA context if available
        gaia_enhancement = {}
        if gaia_context:
            gaia_enhancement = {
                'empathy_informed': True,
                'empathy_avg': gaia_context.get('empathy_scores', {}).get('avg', 0.0),
                'agent_alignment': gaia_context.get('reasoning_depth', 'unknown'),
                'multi_domain_agreement': self._compute_multi_domain_agreement(
                    physics_result['result']['relevant_domains'],
                    gaia_context.get('agent_states', {})
                )
            }

        # Combine physics and consciousness
        integrated_result = {
            'query': physics_query,
            'physics_analysis': physics_result['result'],
            'gaia_context': gaia_enhancement,
            'integrated_answer': self._synthesize_answer(
                physics_result['result'],
                gaia_enhancement
            ),
            'confidence': {
                'physics_confidence': physics_result['result']['confidence'],
                'gaia_confidence': gaia_enhancement.get('empathy_avg', 0.5),
                'combined': (physics_result['result']['confidence'] +
                           gaia_enhancement.get('empathy_avg', 0.5)) / 2
            }
        }

        self.query_log.append(integrated_result)
        return integrated_result

    def _compute_multi_domain_agreement(self, domains: List[str],
                                       agent_states: Dict) -> float:
        """Compute how well agents agree on multi-domain reasoning."""
        if not domains or not agent_states:
            return 0.7

        # Placeholder: compute based on agent states
        # In full system, would compare agent empathy scores across domains
        return 0.75

    def _synthesize_answer(self, physics_result: Dict,
                          gaia_context: Dict) -> str:
        """Synthesize unified physics-consciousness answer."""
        answer = physics_result.get('answer', '')

        if gaia_context.get('empathy_informed'):
            answer += f"\n\nGAIA Consciousness Perspective:\n"
            answer += f"  • Multi-agent agreement: {gaia_context['multi_domain_agreement']:.1%}\n"
            answer += f"  • Empathy-informed reasoning enabled\n"
            answer += f"  • Cross-domain agent alignment: {gaia_context['agent_alignment']}\n"

        return answer

    def batch_integrated_queries(self, queries: List[str],
                                gaia_context: Optional[Dict] = None) -> List[Dict]:
        """Process multiple queries with integrated reasoning."""
        return [self.integrated_physics_consciousness_query(q, gaia_context)
                for q in queries]

    def domain_hierarchy_view(self) -> Dict:
        """Get complete hierarchy of all 15 domains."""
        foundational = []
        intermediate = []
        advanced = []

        for d in self.kb.get_all_domains():
            try:
                domain_enum = UnifiedPhysicsDomain(d)
                complexity = self.kb._get_domain_complexity(domain_enum)
                if self.kb.domain_hierarchy[d]['is_foundational']:
                    foundational.append(d)
                elif complexity == 'intermediate':
                    intermediate.append(d)
                else:
                    advanced.append(d)
            except ValueError:
                advanced.append(d)

        return {
            'foundational': foundational,
            'intermediate': intermediate,
            'advanced': advanced,
            'relationships': self.kb.domain_relationships,
            'analogies': {f"{k[0]}-{k[1]}": v for k, v in self.kb.analogies.items()}
        }

    def get_unified_physics_summary(self) -> Dict:
        """Get comprehensive summary of unified physics system."""
        all_domains = self.kb.get_all_domains()
        return {
            'total_domains': len(all_domains),
            'base_domains': len([d for d in UnifiedPhysicsDomain if d.value in [
                'classical_mechanics', 'thermodynamics', 'electromagnetism',
                'quantum_mechanics', 'sacred_geometry'
            ]]),
            'extended_domains': len([d for d in UnifiedPhysicsDomain if d.value not in [
                'classical_mechanics', 'thermodynamics', 'electromagnetism',
                'quantum_mechanics', 'sacred_geometry'
            ]]),
            'domains': all_domains,
            'total_principles': len(UnifiedPhysicalPrinciple),
            'extended_laws': len(self.kb.extended_kb.laws),
            'domain_relationships': len(self.kb.domain_relationships),
            'analogies': len(self.kb.analogies),
            'gaia_integrated': True,
            'batch_capable': True,
            'real_time_capable': True
        }


# ============================================================================
# DEMO
# ============================================================================

if __name__ == '__main__':
    print("=" * 80)
    print("UNIFIED COMPOUND PHYSICS INTEGRATION SYSTEM")
    print("=" * 80)
    print()

    # Initialize unified system
    kb = PhysicsUnifiedKnowledgeBase()
    bridge = GAIAPhysicsCompoundBridge(kb)

    # Show system summary
    print("System Summary:")
    summary = bridge.get_unified_physics_summary()
    print(f"  Total Domains: {summary['total_domains']}")
    print(f"    • Base: {summary['base_domains']}")
    print(f"    • Extended: {summary['extended_domains']}")
    print(f"  Total Principles: {summary['total_principles']}")
    print(f"  Extended Laws: {summary['extended_laws']}")
    print(f"  Domain Relationships: {summary['domain_relationships']}")
    print(f"  Cross-Domain Analogies: {summary['analogies']}")
    print()

    # Show all domains
    print("All 15 Physics Domains:")
    for domain in kb.get_all_domains():
        info = kb.get_domain_info(domain)
        foundational = " [FOUNDATIONAL]" if info['is_foundational'] else ""
        print(f"{domain.replace('_', ' ').title()}: {info['complexity']}{foundational}")
    print()

    # Example queries
    print("=" * 80)
    print("EXAMPLE QUERIES")
    print("=" * 80)

    example_queries = [
        "Why does mass curve spacetime and what are the implications?",
        "How do quantum fields relate to particle interactions?",
        "Explain the connection between thermodynamics and cosmology",
    ]

    for i, query in enumerate(example_queries, 1):
        print(f"\n{i}. Query: {query}")
        result = bridge.integrated_physics_consciousness_query(query)
        print(f"   Relevant Domains: {result['physics_analysis']['relevant_domains']}")
        print(f"   Physics Confidence: {result['confidence']['physics_confidence']:.1%}")
        print(f"   Answer Preview: {result['physics_analysis']['answer'][:200]}...")

    print("\n" + "=" * 80)
    print("DOMAIN HIERARCHY VIEW")
    print("=" * 80)

    hierarchy = bridge.domain_hierarchy_view()
    print(f"\nFoundational Domains: {hierarchy['foundational']}")
    print(f"Total Domain Relationships: {len(hierarchy['relationships'])}")
    print(f"Total Analogies: {len(hierarchy['analogies'])}")