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faber_tweann

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Faber TWEANN - Topology and Weight Evolving Artificial Neural Networks

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assets/swarm-evolution-model.svg 

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  <!-- Title -->

  <text x="400" y="30" text-anchor="middle" class="title">Model 3: Swarm Evolution</text>

  <text x="400" y="50" text-anchor="middle" class="subtitle">Networks migrate to nodes where they perform best</text>



  <!-- DHT Cloud -->

  <ellipse cx="400" cy="300" rx="360" ry="220" class="dht-cloud"/>

  <text x="400" y="130" text-anchor="middle" class="label">Macula DHT (Genotype Advertisement)</text>



  <!-- Time Step 1 Label -->

  <text x="50" y="100" class="label" fill="#7f8c8d">t=0: Initial Distribution</text>



  <!-- Node A (High Fitness Problem) - Top Left -->

  <g transform="translate(80, 160)">

    <rect width="160" height="120" rx="5" class="high-fitness"/>

    <text x="80" y="20" text-anchor="middle" class="label" fill="white">Node A (Robotics)</text>

    <text x="80" y="38" text-anchor="middle" class="small-label" fill="white">Problem: Path Planning</text>



    <!-- Genotype G1 -->

    <g transform="translate(30, 50)">

      <circle cx="0" cy="0" r="15" class="genotype"/>

      <text x="0" y="5" text-anchor="middle" class="small-label" fill="white">G1</text>

      <text x="0" y="25" text-anchor="middle" class="small-label" fill="#27ae60">F: 0.92</text>

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    <!-- Genotype G2 -->

    <g transform="translate(100, 50)">

      <circle cx="0" cy="0" r="15" class="genotype"/>

      <text x="0" y="5" text-anchor="middle" class="small-label" fill="white">G2</text>

      <text x="0" y="25" text-anchor="middle" class="small-label" fill="#27ae60">F: 0.88</text>

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    <text x="80" y="100" text-anchor="middle" class="small-label" fill="white">✓ High fitness here</text>

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  <!-- Node B (Medium Fitness Problem) - Top Right -->

  <g transform="translate(560, 160)">

    <rect width="160" height="120" rx="5" class="medium-fitness"/>

    <text x="80" y="20" text-anchor="middle" class="label" fill="white">Node B (Trading)</text>

    <text x="80" y="38" text-anchor="middle" class="small-label" fill="white">Problem: Forex</text>



    <!-- Genotype G3 -->

    <g transform="translate(65, 50)">

      <circle cx="0" cy="0" r="15" class="genotype"/>

      <text x="0" y="5" text-anchor="middle" class="small-label" fill="white">G3</text>

      <text x="0" y="25" text-anchor="middle" class="small-label" fill="#f39c12">F: 0.65</text>

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    <text x="80" y="100" text-anchor="middle" class="small-label" fill="white">⚠ Medium fitness</text>

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  <!-- Node C (Low Fitness Problem) - Bottom Left -->

  <g transform="translate(80, 420)">

    <rect width="160" height="120" rx="5" class="low-fitness"/>

    <text x="80" y="20" text-anchor="middle" class="label" fill="white">Node C (Game AI)</text>

    <text x="80" y="38" text-anchor="middle" class="small-label" fill="white">Problem: Strategy</text>



    <!-- Genotype G4 -->

    <g transform="translate(65, 50)">

      <circle cx="0" cy="0" r="15" class="genotype"/>

      <text x="0" y="5" text-anchor="middle" class="small-label" fill="white">G4</text>

      <text x="0" y="25" text-anchor="middle" class="small-label" fill="#e74c3c">F: 0.42</text>

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    <text x="80" y="100" text-anchor="middle" class="small-label" fill="white">✗ Low fitness here</text>

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  <!-- Node D (Empty) - Bottom Right -->

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    <text x="80" y="20" text-anchor="middle" class="label" fill="white">Node D (IoT)</text>

    <text x="80" y="38" text-anchor="middle" class="small-label" fill="white">Problem: Sensor Fusion</text>



    <text x="80" y="75" text-anchor="middle" class="small-label" fill="white">(Empty - awaiting genotypes)</text>

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  <!-- Migration Arrow 1: G1 advertises high fitness -->

  <path d="M 160 200 Q 300 180 400 160" class="migration-arrow"/>

  <text x="260" y="175" class="small-label" fill="#9b59b6">Advertise: G1</text>

  <text x="260" y="190" class="small-label" fill="#27ae60">F=0.92, Problem=Robotics</text>



  <!-- Migration Arrow 2: G4 discovers and migrates -->

  <path d="M 240 480 Q 400 520 560 480" class="migration-arrow"/>

  <text x="360" y="530" class="small-label" fill="#9b59b6">G4 migrates to Node D</text>

  <text x="360" y="545" class="small-label" fill="#7f8c8d">(seeking better problem fit)</text>



  <!-- Migration Arrow 3: Node C requests G1 -->

  <path d="M 160 480 Q 120 300 160 220" class="migration-arrow"/>

  <text x="60" y="350" class="small-label" fill="#9b59b6">Request G1</text>



  <!-- Time indicator -->

  <g transform="translate(320, 350)">

    <rect x="0" y="0" width="160" height="60" rx="5" fill="#34495e" stroke="#2c3e50" stroke-width="2"/>

    <text x="80" y="25" text-anchor="middle" class="label" fill="white">DHT Query</text>

    <text x="80" y="42" text-anchor="middle" class="small-label" fill="#ecf0f1">O(log N) lookup</text>

    <text x="80" y="55" text-anchor="middle" class="small-label" fill="#ecf0f1">for best genotype</text>

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  <!-- Legend -->

  <g transform="translate(280, 570)">

    <circle cx="0" cy="-3" r="6" fill="#27ae60"/>

    <text x="12" y="0" class="small-label">High Fitness</text>



    <circle cx="100" cy="-3" r="6" fill="#f39c12"/>

    <text x="112" y="0" class="small-label">Medium</text>



    <circle cx="180" cy="-3" r="6" fill="#e74c3c"/>

    <text x="192" y="0" class="small-label">Low Fitness</text>

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