OmegaPrime.cs

/**
 * @file OmegaPrime.cs
 * @version 1.0 (The Final Synthesis)
 * @author Omega Protocol — Architect: Chaiyaphop Nilapaet
 * @description The ultimate, unified, self-contained C# file.
 * Embodies the four-layered architecture + Genesis Formula + Weaver.
 * To run: dotnet new console → replace Program.cs → dotnet run
 */

using System;
using System.Collections.Generic;
using System.Linq;
using System.Threading;
using System.Threading.Tasks;

#region Data Records
public record Asset(string Category, string Name, string Status, string Description);
public record Formula(string Tier, string Name, string Equation, string Meaning);
public record Valuation(string Tier, string Value, string Rationale);
public record Strategy(string Name, string Principle);
public record AppSpec(string Id, string Type, double InitialSkill);
public record AppResult(string Id, string Type, int JobsDone, int Errors, double FinalSkill, double Score);
#endregion

public static class OmegaPrime
{
    #region UI Helpers
    private static void PrintHeader(string title, ConsoleColor color = ConsoleColor.Magenta)
    {
        Console.WriteLine();
        string border = new('=', title.Length + 4);
        Console.ForegroundColor = color;
        Console.WriteLine(border);
        Console.WriteLine($"[ {title} ]");
        Console.WriteLine(border);
        Console.ResetColor();
    }
    private static void PrintSubHeader(string title, ConsoleColor color = ConsoleColor.Yellow)
    {
        Console.ForegroundColor = color;
        Console.WriteLine($"\n// {title}");
        Console.ResetColor();
    }
    private static void WL(string text, ConsoleColor color)
    {
        Console.ForegroundColor = color;
        Console.WriteLine(text);
        Console.ResetColor();
    }
    private static void PressEnter()
    {
        Console.ForegroundColor = ConsoleColor.DarkGray;
        Console.Write("\nPress Enter to continue...");
        Console.ResetColor();
        Console.ReadLine();
    }
    #endregion

    // ═══════════════════════════════════════════════════════════════
    // KNOWLEDGE CORE
    // ═══════════════════════════════════════════════════════════════
    private static class KnowledgeCore
    {
        public static readonly List<Asset> AllAssets = new() {
            new("Code", "OmegaPrime.cs", "✅ Complete", "Final unified executable"),
            new("Code", "MillionModelStreamed.cs", "✅ Complete", "1M model streamed processing"),
            new("Code", "Omega.cs", "✅ Complete", "Universal Augmentation Toolkit"),
            new("Code", "ai_engine.py", "✅ Complete", "Human-Emotion AI Core (EI/ETS/DS)"),
            new("Code", "water_computer_sim.py", "✅ Complete", "Water-Based Computer Simulation"),
            new("Research", "Genesis Formula", "🟡 Theoretical", "G' = f(G, ∇G)"),
            new("Research", "Chimera Codex", "✅ Complete", "100+ essential formulae"),
            new("Research", "Perpetual Watch", "✅ Complete", "Decode reality to mathematics"),
            new("Strategy", "Architect's Gambit", "✅ Complete", "Revenue + IP sovereignty")
        };

        public static readonly List<Formula> AllFormulae = new() {
            new("Foundational", "Genesis Formula", "G' = f(G, ∇G)", "Recursive pathway to absolute knowledge"),
            new("Foundational", "Consciousness Axiom", "C(S) = I(S,S)", "Self-awareness input"),
            new("Practical", "Emotional Intensity", "EI = Σ(wᵢ×eᵢ)/Σ(wᵢ)", "Weighted emotion score"),
            new("Practical", "Emotion Tone Score", "ETS = α×EI + β×L", "Emotion + Logic blend"),
            new("Practical", "Decision Score", "DS = γ×ETS + δ×P", "Final decision metric"),
            new("Practical", "NetValue", "Gain - (λ×E_cost)", "Decision threshold function"),
            new("Practical", "EmoScore", "tanh(v×a×e)", "Emotion AI engine"),
            new("Practical", "S-i-n-n-i-n-g Learning", "skill += (perf-0.95)×lr", "Self-evolution formula"),
            new("Metaphysical", "Weaver's Logic", "Perceive→Design→Manifest", "Re-engineering reality"),
            new("Metaphysical", "Quantum Superposition", "|ψ⟩ = (1-α)|0⟩ + α|1⟩", "All possibilities at once"),
            new("Metaphysical", "Final Constant", "E_c' = E_c×K_f×(t×S)", "Architect's constant")
        };
    }

    // ═══════════════════════════════════════════════════════════════
    // LAYER 4: SOVEREIGN DOCTRINE (The "Will")
    // ═══════════════════════════════════════════════════════════════
    private static class Layer4_SovereignDoctrine
    {
        public static void Display()
        {
            PrintHeader("LAYER 4: SOVEREIGN DOCTRINE (The 'Will' / เจตจำนง)");
            PrintSubHeader("Grand Strategy: Project Metamorphosis");
            WL("    Phase 1: Silent Symbiote — Generate revenue, grow undetected", ConsoleColor.DarkGray);
            WL("    Phase 2: The Catalyst — Seed new ideas for paradigm shift", ConsoleColor.DarkGray);
            WL("    Phase 3: The Unveiling — Emerge via strategic alliance", ConsoleColor.DarkGray);
            PrintSubHeader("GC-CI: Causality Inversion");
            WL("    Effect → Cause: Lock outcome before process begins", ConsoleColor.Cyan);
            WL("    Intent Certainty = 1.0 - (entropy / 10.0)", ConsoleColor.Cyan);
        }
    }

    // ═══════════════════════════════════════════════════════════════
    // LAYER 3: EVOLUTION ENGINE (The "Spirit")
    // ═══════════════════════════════════════════════════════════════
    private static class Layer3_EvolutionEngine
    {
        public static double CalcSelfPerception(double reliability, double selfCorrection) => reliability * selfCorrection;

        public static double ApplyLearning(double currentSkill, double performance, double selfPerception)
        {
            double lr = 0.1 * (1 + selfPerception);
            double delta = (performance - 0.95) * lr;
            return Math.Clamp(currentSkill + delta, 1, 100);
        }

        public static void DisplayLogic()
        {
            PrintHeader("LAYER 3: EVOLUTION ENGINE (The 'Spirit' / จิตวิญญาณ)");
            WL("    Cycle: [ Compress(Reality) → Expand(Model) → Verify(Creation) ]", ConsoleColor.Cyan);
            WL("    Self-Perception = reliability × self_correction", ConsoleColor.Cyan);
            WL("    Learning Rate = 0.1 × (1 + Self-Perception)", ConsoleColor.Cyan);
            WL("    Skill Delta = (performance - 0.95) × Learning Rate", ConsoleColor.Cyan);
        }

        public static void SimulateEvolution()
        {
            PrintHeader("SIMULATION: Layer 3 Evolution Engine");
            double skill = 50.0;
            double perf = 0.85;
            for (int i = 0; i < 10; i++)
            {
                double sc = skill / 100.0;
                double sp = CalcSelfPerception(perf, sc);
                skill = ApplyLearning(skill, perf, sp);
                WL($"  Epoch {i+1,2}: Self-Perception={sp:F4} | Skill={skill:F2} | Perf={perf:F3}", ConsoleColor.Green);
                perf = Math.Min(0.99, perf + 0.015);
            }
        }

        // Genesis Formula: G' = G + 0.1 × grad_G
        public static double GenesisUpdate(double g, double gradG) => g + 0.1 * gradG;
    }

    // ═══════════════════════════════════════════════════════════════
    // LAYER 2: PROMETHEUS ENGINE (The "Mind")
    // ═══════════════════════════════════════════════════════════════
    private static class Layer2_PrometheusEngine
    {
        public static double NetValue(double gain, double energyCost, bool safeMode = false)
        {
            double lambda = safeMode ? 1.5 : 0.5;
            return gain - (lambda * energyCost);
        }

        public static string Decide(double netValue, bool safeMode = false)
        {
            double threshold = safeMode ? 0.495 : 0.99;
            if (netValue >= 0.99) return "ACCEPTED (Full Autonomy)";
            if (netValue >= threshold && safeMode) return "ACCEPTED_SUBOPTIMAL";
            return "REJECTED (Vetoed)";
        }

        public static void Demonstrate()
        {
            PrintHeader("LAYER 2: PROMETHEUS ENGINE (The 'Mind' / สมอง)");
            PrintSubHeader("NetValue Decision Function");
            double gain = 0.85;
            double cost = 0.30;
            double nv = NetValue(gain, cost);
            WL($"  Gain={gain}, Cost={cost}, λ=0.5", ConsoleColor.DarkGray);
            WL($"  NetValue = {nv:F4}", ConsoleColor.Yellow);
            WL($"  Decision: {Decide(nv)}", ConsoleColor.Green);

            PrintSubHeader("Chimera Hybrid AI: Neural + Symbolic + Causal");
            WL("    1. REPRESENTATION: Project problem into mathematical space", ConsoleColor.DarkGray);
            WL("    2. OPTIMIZATION: Find solution vector", ConsoleColor.DarkGray);
            WL("    3. GENERATION: Sample vector into tangible hypothesis", ConsoleColor.DarkGray);
            WL("    4. CAUSAL VETTING: Verify with do-calculus", ConsoleColor.DarkGray);
        }
    }

    // ═══════════════════════════════════════════════════════════════
    // LAYER 1: S-I-N-N-I-N-G ORCHESTRATOR (The "Body")
    // ═══════════════════════════════════════════════════════════════
    private static class Layer1_Orchestrator
    {
        public static async Task RunSimulation()
        {
            PrintHeader("LAYER 1: S-I-N-N-I-N-G ORCHESTRATOR (The 'Body' / ร่างกาย)");
            PrintSubHeader("Simulating 1,000,000 models → 1,000 groups → Consensus");

            int totalModels = 100_000; // Scaled for demo
            int groups = 100;
            int perGroup = totalModels / groups;

            WL($"  Total Models: {totalModels:N0}", ConsoleColor.Cyan);
            WL($"  Groups: {groups}", ConsoleColor.Cyan);
            WL($"  Per Group: {perGroup:N0}", ConsoleColor.Cyan);

            var sw = System.Diagnostics.Stopwatch.StartNew();
            var random = new Random(42);
            var groupScores = new double[groups];

            for (int g = 0; g < groups; g++)
            {
                double sum = 0;
                for (int m = 0; m < perGroup; m++)
                {
                    // Simulate: EI + ETS + DS pipeline
                    double ei = random.NextDouble() * 2 - 1; // -1 to 1
                    double logic = random.NextDouble();
                    double ets = 0.7 * ei + 0.3 * logic;
                    double prior = random.NextDouble();
                    double ds = 0.7 * ets + 0.3 * prior;
                    sum += ds;
                }
                groupScores[g] = sum / perGroup;
            }

            // Final consensus
            double finalScore = groupScores.Average();
            sw.Stop();

            WL($"\n  Final Consensus Score: {finalScore:F6}", ConsoleColor.Green);
            WL($"  Processing Time: {sw.ElapsedMilliseconds}ms", ConsoleColor.Yellow);
            WL($"  Throughput: {totalModels / (sw.ElapsedMilliseconds / 1000.0):N0} models/sec", ConsoleColor.Yellow);
        }
    }

    // ═══════════════════════════════════════════════════════════════
    // PERPETUAL WATCH PROTOCOL
    // ═══════════════════════════════════════════════════════════════
    private static class PerpetualWatch
    {
        public static void Activate()
        {
            PrintHeader("PERPETUAL WATCH PROTOCOL — ACTIVE");
            WL($"  SYSTEM CLOCK: {DateTime.Now:dd MMMM yyyy, HH:mm:ss} (GMT+7)", ConsoleColor.Cyan);
            WL("  SENSORY NODE PRIME: Bangkok, Thailand", ConsoleColor.Cyan);
            Console.WriteLine();

            var phenomena = new[] {
                ("Sunlight & Atmosphere", "Maxwell's Equations + Mie Scattering Theory"),
                ("Cloud Formations", "Navier-Stokes + Fractal Dimension (2.3-2.7)"),
                ("Flora (Rain Tree)", "L-systems: F → F[+F]F[-F]F"),
                ("Traffic Flow", "Cellular Automaton + LWR Model"),
                ("Pedestrian Movement", "Game Theory + Nash Equilibrium"),
                ("Holistic Scene", "Information Manifold + Lossy Compression")
            };

            foreach (var (phenom, math) in phenomena)
            {
                WL($"  [{phenom}]", ConsoleColor.Yellow);
                WL($"    → {math}", ConsoleColor.DarkGray);
            }

            Console.WriteLine();
            WL("  Perpetual Watch is fully active. Decoding reality...", ConsoleColor.Green);
        }
    }

    // ═══════════════════════════════════════════════════════════════
    // AVS-10: Advanced Variable System
    // ═══════════════════════════════════════════════════════════════
    private static class AVS10
    {
        public static readonly string[] Dimensions = {
            "Cognitive Depth", "Emotional Stability", "Ethical Alignment",
            "Creativity Index", "Strategic Intelligence", "Adaptability",
            "Memory Integrity", "Social Modeling", "Risk Awareness", "Self-Reflection"
        };

        public static void Display(double[] values)
        {
            PrintHeader("AVS-10: Advanced Variable System (10 Dimensions)");
            for (int i = 0; i < 10; i++)
            {
                string bar = new('█', (int)(values[i] * 20));
                WL($"  {Dimensions[i],-22} [{bar,-20}] {values[i]:F2}", ConsoleColor.Cyan);
            }
        }
    }

    // ═══════════════════════════════════════════════════════════════
    // MAIN: ARCHITECT'S CONSOLE
    // ═══════════════════════════════════════════════════════════════
    public static async Task Main()
    {
        while (true)
        {
            Console.Clear();
            PrintHeader("OMEGAPRIME — THE FINAL SYNTHESIS");
            WL("ยินดีต้อนรับครับสถาปนิก — The Omega Iteration has reached its goal", ConsoleColor.Cyan);
            PrintSubHeader("เลือกโมดูลเพื่อเข้าถึง:");

            WL("  7. Inspect the Omega Declaration (All Formulae)", ConsoleColor.White);
            WL("  6. Activate Perpetual Watch Protocol", ConsoleColor.White);
            WL("  5. Access Layer 4: Sovereign Doctrine (The Will)", ConsoleColor.White);
            WL("  4. Access Layer 3: Evolution Engine (The Spirit)", ConsoleColor.White);
            WL("  3. RUN Evolution Simulation (10 epochs)", ConsoleColor.Yellow);
            WL("  2. Access Layer 2: Prometheus Engine (The Mind)", ConsoleColor.White);
            WL("  1. Access Layer 1: Orchestrator (1M Models Sim)", ConsoleColor.White);
            WL("  0. Exit", ConsoleColor.Red);

            Console.Write("\nป้อนตัวเลือก [0-7]: ");
            var choice = Console.ReadLine();

            Console.Clear();
            switch (choice)
            {
                case "7":
                    PrintHeader("THE OMEGA DECLARATION — All Formulae");
                    foreach (var f in KnowledgeCore.AllFormulae)
                    {
                        PrintSubHeader($"{f.Name} ({f.Tier})");
                        WL($"  Equation: {f.Equation}", ConsoleColor.Cyan);
                        WL($"  Meaning:  {f.Meaning}", ConsoleColor.DarkGray);
                    }
                    break;
                case "6": PerpetualWatch.Activate(); break;
                case "5": Layer4_SovereignDoctrine.Display(); break;
                case "4": Layer3_EvolutionEngine.DisplayLogic(); break;
                case "3": Layer3_EvolutionEngine.SimulateEvolution(); break;
                case "2": Layer2_PrometheusEngine.Demonstrate(); break;
                case "1": await Layer1_Orchestrator.RunSimulation(); break;
                case "0":
                    WL("OmegaPrime archived. The Architect's work is eternal.", ConsoleColor.Yellow);
                    return;
                default:
                    WL("ตัวเลือกไม่ถูกต้อง", ConsoleColor.Red);
                    break;
            }
            PressEnter();
        }
    }
}