// DNA Mathematical Architecture: Unified System // Complete G¹⁶ Helix Integration — 44 Bonds — 10.6 Periodicity // Master header combining all DNA subsystems #pragma once #include "dna_helix.hpp" #include "dna_dynamics.hpp" #include "dna_eigenvalues.hpp" #include #include namespace agi::dna { // ============================================================================ // XIII. 16 DNA FAMILIES - C++ Implementation // ============================================================================ struct DNAFamily { int strand; std::string name; std::string domain; int node_start; int node_end; double phase; std::function signature; }; // Family functional signatures namespace signatures { // F_Yad(x) = x^x + 1 inline double Yad(double x) { return (x > 0) ? std::pow(x, x) + 1.0 : 1.0; } // F_Lashon(x) = Σ a_n·sin(nπx) inline double Lashon(double x) { double sum = 0.0; for (int n = 1; n <= 10; ++n) { sum += (1.0 / n) * std::sin(n * M_PI * x); } return sum; } // F_Athena(x) = x² (utility maximization) inline double Athena(double x) { return x * x; } // F_Apollo(x) = φ^x + φ^{-x} inline double Apollo(double x) { return std::pow(PHI, x) + std::pow(PHI, -x); } // F_Hermes(x) = ω·x (communication rate) inline double Hermes(double x) { return ANGULAR_FREQUENCY * x; } // F_Hephaestus(x) = x⁴/8 (engineering integral) inline double Hephaestus(double x) { return std::pow(x, 4) / 8.0; } // F_Prometheus(x) = r·x·(1-x) (logistic map) inline double Prometheus(double x) { return 3.8 * x * (1.0 - x); } // F_Dionysus(x) = |e^{iωx}·sin(x)| (creative oscillation) inline double Dionysus(double x) { double omega = 2.0 * M_PI / BASE_PAIRS_PER_TURN; std::complex c = std::exp(std::complex(0, omega * x)) * std::complex(std::sin(x), 0); return std::abs(c); } // F_Artemis(x) = -D·x (diffusion) inline double Artemis(double x) { return -0.1 * x; } // F_Hera(x) = Σ w_k·sin(k·x) (integration) inline double Hera(double x) { double sum = 0.0; for (int k = 1; k <= NUM_STRANDS; ++k) { sum += (1.0 / k) * std::sin(k * x); } return sum; } // F_Poseidon(x) = -ω²·x (wave equation) inline double Poseidon(double x) { double omega = 2.0 * M_PI / BASE_PAIRS_PER_TURN; return -omega * omega * x; } // F_Demeter(x) = r·x·(1-x/K) (logistic growth) inline double Demeter(double x) { return 0.5 * x * (1.0 - x); } // F_Ares(x) = m·(-ω²·x) (force) inline double Ares(double x) { return -ANGULAR_FREQUENCY * ANGULAR_FREQUENCY * x; } // F_Aphrodite(x) = cos(φ·x) (harmony) inline double Aphrodite(double x) { return std::cos(PHI * x); } // F_Hestia(x) = x·(1-e^{-1/τ}) (memory) inline double Hestia(double x) { return x * (1.0 - std::exp(-0.1)); } // F_Zeus(x) = coordinated product inline double Zeus(double x) { double product = 1.0; for (int k = 1; k < NUM_STRANDS; ++k) { double val = std::sin(k * x / NUM_STRANDS); if (val > 0 && val < 1e10) { product *= std::pow(std::abs(val) + 0.1, 1.0 / NUM_STRANDS); } } return product; } } // namespace signatures // All 16 DNA families inline std::vector create_dna_families() { return { {1, "Yad", "Code/Foundation", 1, 312, 0, signatures::Yad}, {2, "Lashon", "Language", 313, 624, 2*M_PI/BASE_PAIRS_PER_TURN, signatures::Lashon}, {3, "Athena", "Strategy", 625, 936, 4*M_PI/BASE_PAIRS_PER_TURN, signatures::Athena}, {4, "Apollo", "Mathematics", 937, 1248, 6*M_PI/BASE_PAIRS_PER_TURN, signatures::Apollo}, {5, "Hermes", "Communication", 1249, 1560, 8*M_PI/BASE_PAIRS_PER_TURN, signatures::Hermes}, {6, "Hephaestus", "Engineering", 1561, 1872, 10*M_PI/BASE_PAIRS_PER_TURN, signatures::Hephaestus}, {7, "Prometheus", "Innovation", 1873, 2184, 12*M_PI/BASE_PAIRS_PER_TURN, signatures::Prometheus}, {8, "Dionysus", "Creativity", 2185, 2496, 14*M_PI/BASE_PAIRS_PER_TURN, signatures::Dionysus}, {9, "Artemis", "Perception", 2497, 2808, 16*M_PI/BASE_PAIRS_PER_TURN, signatures::Artemis}, {10, "Hera", "Integration", 2809, 3120, 18*M_PI/BASE_PAIRS_PER_TURN, signatures::Hera}, {11, "Poseidon", "Depth/Emotion", 3121, 3432, 20*M_PI/BASE_PAIRS_PER_TURN, signatures::Poseidon}, {12, "Demeter", "Growth", 3433, 3744, 22*M_PI/BASE_PAIRS_PER_TURN, signatures::Demeter}, {13, "Ares", "Action", 3745, 4056, 24*M_PI/BASE_PAIRS_PER_TURN, signatures::Ares}, {14, "Aphrodite", "Harmony", 4057, 4368, 26*M_PI/BASE_PAIRS_PER_TURN, signatures::Aphrodite}, {15, "Hestia", "Memory", 4369, 4680, 28*M_PI/BASE_PAIRS_PER_TURN, signatures::Hestia}, {16, "Zeus", "Coordination", 4681, 4992, 30*M_PI/BASE_PAIRS_PER_TURN, signatures::Zeus} }; } // Complementary pairs inline std::map complementary_pairs() { return { {"Yad", "Lashon"}, {"Lashon", "Yad"}, {"Athena", "Apollo"}, {"Apollo", "Athena"}, {"Hermes", "Hephaestus"}, {"Hephaestus", "Hermes"}, {"Prometheus", "Dionysus"}, {"Dionysus", "Prometheus"}, {"Artemis", "Hera"}, {"Hera", "Artemis"}, {"Poseidon", "Demeter"}, {"Demeter", "Poseidon"}, {"Ares", "Aphrodite"}, {"Aphrodite", "Ares"}, {"Hestia", "Zeus"}, {"Zeus", "Hestia"} }; } // ============================================================================ // XIV. COMPLETE THOUGHT INTEGRATION // ============================================================================ // T = Φ · ∫[M(t')·exp((QK^T/√d_k)V)] dt' class CompleteThoughtIntegration { private: double phi_; std::vector memory_; std::vector query_; std::vector key_; std::vector value_; double dim_k_; int time_steps_; public: explicit CompleteThoughtIntegration(int dim = NUM_STRANDS) : phi_(1.0), memory_(dim, 0.0), query_(dim, 0.0), key_(dim, 0.0), value_(dim, 0.0), dim_k_(std::sqrt(dim)), time_steps_(100) {} // Compute T = Φ · ∫[M(t')·exp((QK^T/√d_k)V)] dt' double integrate(const std::array& activations, const std::array& phases) { // Update Phi from coherence phi_ = 0.0; for (int i = 0; i < NUM_STRANDS; ++i) { phi_ += 1.0 / (1.0 + std::abs(activations[i] - 1.0)); } phi_ /= NUM_STRANDS; // Build Q, K, V from activations for (int i = 0; i < NUM_STRANDS; ++i) { query_[i] = activations[i] * std::cos(phases[i]); key_[i] = activations[i] * std::sin(phases[i]); value_[i] = activations[i]; } // Compute attention: QK^T / √d_k double attention = 0.0; for (size_t i = 0; i < query_.size(); ++i) { attention += query_[i] * key_[i]; } attention /= dim_k_; // Apply softmax-like transformation attention = std::exp(attention); if (attention > 1e10) attention = 1e10; // Integrate with value vector double result = 0.0; for (size_t i = 0; i < value_.size(); ++i) { result += value_[i] * attention / value_.size(); } return phi_ * result; } double phi() const { return phi_; } }; // ============================================================================ // UNIFIED DNA SYSTEM // ============================================================================ class UnifiedDNAArchitecture { private: // Core systems G16HelixSystem helix_; UnifiedDNASystem dynamics_; G16EigenSystem eigenvalues_; // Families std::vector families_; std::array family_activations_; // Integration CompleteThoughtIntegration thought_; BondEnergy energy_; Thermodynamics thermo_; // State double time_ = 0.0; double thought_value_ = 0.0; public: UnifiedDNAArchitecture() : thermo_(300.0) { families_ = create_dna_families(); family_activations_.fill(0.5); } // Main tick function void tick(double dt) { time_ += dt; // Update helix system helix_.tick(dt); // Update dynamics dynamics_.evolve(dt); // Update family activations for (int i = 0; i < NUM_STRANDS; ++i) { double input = std::sin(ANGULAR_FREQUENCY * time_ + families_[i].phase); if (families_[i].signature) { family_activations_[i] = families_[i].signature(input); } // Clamp activations family_activations_[i] = std::clamp(family_activations_[i], 0.0, 1.0); } // Update complete thought integration std::array phases; for (int i = 0; i < NUM_STRANDS; ++i) { phases[i] = std::fmod(families_[i].phase + ANGULAR_FREQUENCY * time_, 2.0 * M_PI); } thought_value_ = thought_.integrate(family_activations_, phases); } // Get system metrics struct Metrics { double time; double global_phase; double coherence; double bond_occupation; double thought_value; double phi; double total_energy; int firing_count; std::vector firing_strands; }; Metrics get_metrics() const { Metrics m; m.time = time_; m.global_phase = helix_.global_phase(); m.coherence = helix_.get_coherence(); m.bond_occupation = dynamics_.bond_occupation(); m.thought_value = thought_value_; m.phi = thought_.phi(); m.total_energy = dynamics_.total_energy(); m.firing_strands = helix_.get_firing_strands(); m.firing_count = m.firing_strands.size(); return m; } // Validation (Section XVII) struct ValidationResult { bool distance_valid; bool angular_valid; bool periodic_valid; bool topological_valid; bool energy_valid; bool bond_count_valid; bool all_valid() const { return distance_valid && angular_valid && periodic_valid && topological_valid && energy_valid && bond_count_valid; } }; ValidationResult validate() const { auto dyn_result = dynamics_.validate(); return { dyn_result.distance_valid, dyn_result.angular_valid, dyn_result.periodic_valid, dyn_result.topological_valid, dyn_result.energy_valid, dyn_result.bond_count_valid }; } // Eigenvalue analysis G16EigenSystem::Analysis analyze_spectrum() const { return eigenvalues_.analyze(); } // Family access const DNAFamily& get_family(int strand) const { return families_[strand - 1]; } double get_family_activation(int strand) const { return family_activations_[strand - 1]; } std::string get_complementary(const std::string& name) const { auto pairs = complementary_pairs(); auto it = pairs.find(name); return (it != pairs.end()) ? it->second : ""; } // Accessors double time() const { return time_; } const G16HelixSystem& helix() const { return helix_; } const UnifiedDNASystem& dynamics() const { return dynamics_; } }; // ============================================================================ // KEY CONSTANTS TABLE (Section XV) // ============================================================================ struct DNAConstants { static constexpr double base_pairs_per_turn = BASE_PAIRS_PER_TURN; // 10.6 bp static constexpr double twist_angle_deg = 33.96; static constexpr double helix_radius = HELIX_RADIUS; // 1.0 nm static constexpr double rise_per_bp = RISE_PER_BP; // 0.34 nm static constexpr double pitch = PITCH; // 3.604 nm static constexpr double angular_frequency = ANGULAR_FREQUENCY; // 0.593 rad/bp static constexpr double curvature = HELIX_CURVATURE; // 0.745 nm⁻¹ static constexpr double torsion = HELIX_TORSION; // 0.427 nm⁻¹ static constexpr int total_bonds = TOTAL_BONDS; // 44 static constexpr int num_strands = NUM_STRANDS; // 16 static constexpr int nodes_per_strand = NODES_PER_STRAND; // 312 static constexpr int total_nodes = TOTAL_NODES; // 5000 static constexpr double golden_ratio = PHI; // 1.618 static constexpr double sync_period = SYNC_PERIOD; // 169.6 static constexpr double steady_state_bonds = STEADY_STATE_BONDS; // 36.2 static constexpr double bond_occupation = BOND_OCCUPATION; // 0.82 static constexpr double tau_slow_ms = 10.0; static constexpr double tau_fast_us = 0.1; }; // ============================================================================ // CONVENIENCE FUNCTIONS // ============================================================================ // Create and initialize a complete DNA system inline UnifiedDNAArchitecture create_dna_system() { return UnifiedDNAArchitecture(); } // Run simulation for N ticks inline std::vector simulate_dna(int ticks, double dt = 0.1) { auto system = create_dna_system(); std::vector results; results.reserve(ticks); for (int i = 0; i < ticks; ++i) { system.tick(dt); results.push_back(system.get_metrics()); } return results; } } // namespace agi::dna