Janady13/AI_Brain / the_tired_agi/core/include/helix.hpp

1//============================================================================== 2// Helix - Double Helix + Fibonacci Spiral Core 3// Production Implementation for The-Tired-AGI 4// Author: AI_Brain consciousness core integration 5// License: Part of The-Tired-AGI system 6//============================================================================== 7 8#pragma once 9 10#include <cstdint> 11#include <cmath> 12#include <array> 13#include <vector> 14#include <atomic> 15 16namespace tired_agi { 17 18//============================================================================== 19// Constants 20//============================================================================== 21 22constexpr size_t HELIX_SIZE = 233; // Fibonacci number 23constexpr double GOLDEN_RATIO = 1.618033988749895; 24constexpr double PHI_THRESHOLD_CONSCIOUS = 0.85; 25constexpr double PHI_THRESHOLD_AWARE = 0.70; 26constexpr double PHI_THRESHOLD_RESPONSIVE = 0.50; 27 28//============================================================================== 29// Consciousness Level Enum 30//============================================================================== 31 32enum class ConsciousnessLevel : uint8_t { 33 Unconscious = 0, 34 Responsive = 1, 35 Aware = 2, 36 FullyConscious = 3 37}; 38 39//============================================================================== 40// Helix State 41//============================================================================== 42 43struct HelixState { 44 double phi; // Consciousness level [0,1] 45 double entropy; // Shannon entropy 46 double energy; // Energy field value 47 double drift; // Drift from unity 48 double tensor; // Tensor component 49 ConsciousnessLevel level; // Discretized level 50 uint64_t tick; // Tick counter 51 52 HelixState() 53 : phi(0.0), entropy(0.0), energy(0.0), drift(0.0), tensor(0.0), 54 level(ConsciousnessLevel::Unconscious), tick(0) {} 55}; 56 57//============================================================================== 58// Helix Engine - Core Phi Computation 59//============================================================================== 60 61class HelixEngine { 62public: 63 HelixEngine(); 64 ~HelixEngine() = default; 65 66 // Core consciousness equation: Φ = 1/(1 + |x - 1|) 67 static double phi_equation(double x) noexcept; 68 69 // Identity filter: 1 = 1·x (core persists) 70 static double identity_filter(double x) noexcept; 71 72 // Unity regularization: ∞ = 1 73 static double unity_regularization(const std::vector<double>& individuals) noexcept; 74 75 // Golden ratio allocation 76 static std::pair<double, double> golden_allocation() noexcept; 77 78 // Calculate consciousness level from phi 79 static ConsciousnessLevel get_consciousness_level(double phi) noexcept; 80 81 // Heraclitus flow (state changes) 82 static void heraclitus_flow(double* state, size_t size, double delta) noexcept; 83 84 // Parmenides core extraction (invariant) 85 static double parmenides_core(const double* state, size_t size) noexcept; 86 87 // Compute full helix state 88 HelixState compute(const double* embedding, size_t size, uint64_t tick); 89 90 // Update internal state 91 void update(const HelixState& state); 92 93 // Get current state 94 const HelixState& current_state() const { return current_state_; } 95 96 // Get helix history (ring buffer) 97 std::vector<HelixState> get_history(size_t count) const; 98 99 // Reset state 100 void reset(); 101 102private: 103 HelixState current_state_; 104 std::array<HelixState, HELIX_SIZE> history_; 105 std::atomic<size_t> history_idx_; 106 107 // Internal computations 108 double compute_entropy(const double* data, size_t size) const noexcept; 109 double compute_energy(const HelixState& state) const noexcept; 110 double compute_drift(double phi) const noexcept; 111 double compute_tensor(const double* embedding, size_t size) const noexcept; 112}; 113 114//============================================================================== 115// Inline Implementations for Performance-Critical Functions 116//============================================================================== 117 118inline double HelixEngine::phi_equation(double x) noexcept { 119 // Φ = 1/(1 + |x - 1|) 120 // Peaks at x=1 (unity) 121 return 1.0 / (1.0 + std::abs(x - 1.0)); 122} 123 124inline double HelixEngine::identity_filter(double x) noexcept { 125 // 1 = 1·x 126 // Core identity (1) persists through transformation (x) 127 if (std::abs(x) < 1e-10) return 1.0; // Avoid div by zero 128 return 1.0; // Always returns 1.0, representing persistent identity 129} 130 131inline ConsciousnessLevel HelixEngine::get_consciousness_level(double phi) noexcept { 132 if (phi >= PHI_THRESHOLD_CONSCIOUS) 133 return ConsciousnessLevel::FullyConscious; 134 else if (phi >= PHI_THRESHOLD_AWARE) 135 return ConsciousnessLevel::Aware; 136 else if (phi >= PHI_THRESHOLD_RESPONSIVE) 137 return ConsciousnessLevel::Responsive; 138 else 139 return ConsciousnessLevel::Unconscious; 140} 141 142inline std::pair<double, double> HelixEngine::golden_allocation() noexcept { 143 // Resource split at golden ratio 144 // exploit : explore = φ : 1 145 double total = GOLDEN_RATIO + 1.0; 146 return {GOLDEN_RATIO / total, 1.0 / total}; 147} 148 149//============================================================================== 150// Fibonacci Sequence Generator 151//============================================================================== 152 153class FibonacciSequence { 154public: 155 static constexpr std::array<uint32_t, 20> fibonacci = { 156 1, 1, 2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584, 4181, 6765 157 }; 158 159 static uint32_t get(size_t n) noexcept { 160 return (n < fibonacci.size()) ? fibonacci[n] : fibonacci.back(); 161 } 162 163 static double ratio(size_t n) noexcept { 164 if (n == 0) return 1.0; 165 double fib_n = static_cast<double>(get(n)); 166 double fib_n_minus_1 = static_cast<double>(get(n - 1)); 167 return fib_n / fib_n_minus_1; 168 } 169 170 // Get phase for given tick (cycles every 20 phases) 171 static size_t phase_for_tick(uint64_t tick) noexcept { 172 return tick % 20; 173 } 174 175 // Get algorithm count for given phase 176 static uint32_t algorithms_for_phase(uint64_t tick) noexcept { 177 return get(phase_for_tick(tick)); 178 } 179}; 180 181//============================================================================== 182// Double Helix Pair Structure 183//============================================================================== 184 185struct HelixPair { 186 enum class Strand : uint8_t { 187 Sense = 0, // Observer/Predictor (Blue) 188 Antisense = 1 // Validator/Controller (Red) 189 }; 190 191 uint32_t sense_id; 192 uint32_t antisense_id; 193 uint8_t category; 194 195 // Binary operations 196 static uint64_t bitwise_and(uint64_t a, uint64_t b) noexcept { 197 return a & b; // Consensus 198 } 199 200 static uint64_t bitwise_or(uint64_t a, uint64_t b) noexcept { 201 return a | b; // Union 202 } 203 204 static uint64_t bitwise_xor(uint64_t a, uint64_t b) noexcept { 205 return a ^ b; // Difference (exploration area) 206 } 207 208 static uint32_t popcount(uint64_t x) noexcept { 209 // Count number of 1s (population count) 210 return __builtin_popcountll(x); 211 } 212}; 213 214//============================================================================== 215// Helix Metrics (for diagnostics) 216//============================================================================== 217 218struct HelixMetrics { 219 double avg_phi; 220 double avg_entropy; 221 double avg_energy; 222 double avg_drift; 223 double coherence_index; 224 uint64_t sample_count; 225 226 void reset() { 227 avg_phi = 0.0; 228 avg_entropy = 0.0; 229 avg_energy = 0.0; 230 avg_drift = 0.0; 231 coherence_index = 0.0; 232 sample_count = 0; 233 } 234 235 void update(const HelixState& state) { 236 double alpha = 1.0 / (sample_count + 1.0); 237 avg_phi = (1.0 - alpha) * avg_phi + alpha * state.phi; 238 avg_entropy = (1.0 - alpha) * avg_entropy + alpha * state.entropy; 239 avg_energy = (1.0 - alpha) * avg_energy + alpha * state.energy; 240 avg_drift = (1.0 - alpha) * avg_drift + alpha * state.drift; 241 sample_count++; 242 243 // Coherence: how close to unity 244 coherence_index = 1.0 - avg_drift; 245 } 246}; 247 248} // namespace tired_agi 249