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@@ -205,7 +205,7 @@ h1, h2, h3 {
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  <p>
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  The specialized MoE layer fuses memories, plans, and meaning to direct routing decisions with unparalleled context-awareness.
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  </p>
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- <img src="https://huggingface.co/ayjays132/PHILLNET-1/blob/main/Images/Model_Overview.png?download=true" alt="Model Overview" style="width:100%; border-radius: 15px;">
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  </div>
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  </div>
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@@ -220,7 +220,7 @@ h1, h2, h3 {
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  <li><strong>MoE Tailoring:</strong> Uses 16 experts with top-4 routing, supported by gating noise and load balancing losses.</li>
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  <li>Enhances token-level routing with abstract conceptual guidance.</li>
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  </ul>
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- <img src="https://huggingface.co/ayjays132/phillnet/resolve/main/Integration.png?download=true" alt="Concept Integration" style="width:100%; border-radius: 15px;">
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  </div>
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  </div>
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@@ -236,7 +236,7 @@ h1, h2, h3 {
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  <li>Mechanisms such as fitness scoring, habitat specialization, memory-based adaptation, and ecosystem dynamics drive continuous neuroevolution.</li>
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  <li>The network reshapes its neuron topology based on complexity metrics and performance trends – effectively rewriting its own body as it learns.</li>
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  </ul>
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- <img src="https://huggingface.co/ayjays132/phillnet/resolve/main/Hyperameters.png?download=true" alt="Hyperparameters Overview" style="width:100%; border-radius: 15px;">
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  </div>
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  </div>
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@@ -311,7 +311,7 @@ h1, h2, h3 {
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  <div class="section">
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  <h2 class="section-title">🔗 Seamless Integration with Hugging Face</h2>
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  <div class="section-content">
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- <img src="https://huggingface.co/ayjays132/phillnet/resolve/main/Phillnet.png?download=true" alt="PhillNet 1 Model" style="width:100%; border-radius: 15px;">
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  <p>
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  Load PhillNet 1 easily with the following script:
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  </p>
@@ -351,14 +351,14 @@ print("Generated Response:", generated_response)
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  <p>
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  Welcome to a new era of AI—where every parameter evolves, every neuron thinks, and every token is a step toward true general intelligence.
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  </p>
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- <img src="https://huggingface.co/ayjays132/phillnet/resolve/main/Integration.png?download=true" alt="Integration Overview" style="width:100%; border-radius: 15px;">
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  </div>
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  </div>
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  <div class="section">
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  <h2 class="section-title">📜 Usage and License</h2>
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  <div class="section-content">
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- <img src="https://huggingface.co/ayjays132/phillnet/resolve/main/usage.png?download=true" alt="Usage Example" style="width:100%; border-radius: 15px;">
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  <p>
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  If you use PhillNet 1, please provide credit to the original author, Phillip Holland, and review the LICENSE.md for usage guidelines. Your acknowledgement fosters ethical and responsible AI development.
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  </p>
 
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  <p>
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  The specialized MoE layer fuses memories, plans, and meaning to direct routing decisions with unparalleled context-awareness.
207
  </p>
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+ <img src="https://huggingface.co/ayjays132/PHILLNET-1/resolve/main/Images/Model_Overview.png?download=true" alt="Model Overview" style="width:100%; border-radius: 15px;">
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  </div>
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  </div>
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  <li><strong>MoE Tailoring:</strong> Uses 16 experts with top-4 routing, supported by gating noise and load balancing losses.</li>
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  <li>Enhances token-level routing with abstract conceptual guidance.</li>
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  </ul>
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+ <img src="https://huggingface.co/ayjays132/PHILLNET-1/resolve/main/Images/Integration.png?download=true" alt="Concept Integration" style="width:100%; border-radius: 15px;">
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  </div>
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  </div>
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  <li>Mechanisms such as fitness scoring, habitat specialization, memory-based adaptation, and ecosystem dynamics drive continuous neuroevolution.</li>
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  <li>The network reshapes its neuron topology based on complexity metrics and performance trends – effectively rewriting its own body as it learns.</li>
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  </ul>
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+ <img src="https://huggingface.co/ayjays132/PHILLNET-1/resolve/main/Images/Hyperameters.png?download=true" alt="Hyperparameters Overview" style="width:100%; border-radius: 15px;">
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  </div>
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  </div>
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  <div class="section">
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  <h2 class="section-title">🔗 Seamless Integration with Hugging Face</h2>
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  <div class="section-content">
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+ <img src="https://huggingface.co/ayjays132/PHILLNET-1/resolve/main/Images/Phillnet.png?download=true" alt="PhillNet 1 Model" style="width:100%; border-radius: 15px;">
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  <p>
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  Load PhillNet 1 easily with the following script:
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  </p>
 
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  <p>
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  Welcome to a new era of AI—where every parameter evolves, every neuron thinks, and every token is a step toward true general intelligence.
353
  </p>
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+ <img src="https://huggingface.co/ayjays132/PHILLNET-1/resolve/main/Images/Integration.png?download=true" alt="Integration Overview" style="width:100%; border-radius: 15px;">
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  </div>
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  </div>
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  <div class="section">
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  <h2 class="section-title">📜 Usage and License</h2>
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  <div class="section-content">
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+ <img src="https://huggingface.co/ayjays132/PHILLNET-1/resolve/main/Images/usage.png?download=true" alt="Usage Example" style="width:100%; border-radius: 15px;">
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  <p>
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  If you use PhillNet 1, please provide credit to the original author, Phillip Holland, and review the LICENSE.md for usage guidelines. Your acknowledgement fosters ethical and responsible AI development.
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  </p>