Update README.md

README.md

@@ -205,6 +205,7 @@ h1, h2, h3 {
       <p>
         The specialized MoE layer fuses memories, plans, and meaning to direct routing decisions with unparalleled context-awareness.
       </p>
+      <img src="https://huggingface.co/ayjays132/phillnet/resolve/main/Model_Overview.png?download=true" alt="Model Overview" style="width:100%; border-radius: 15px;">
     </div>
   </div>
 
@@ -219,6 +220,7 @@ h1, h2, h3 {
         <li><strong>MoE Tailoring:</strong> Uses 16 experts with top-4 routing, supported by gating noise and load balancing losses.</li>
         <li>Enhances token-level routing with abstract conceptual guidance.</li>
       </ul>
+      <img src="https://huggingface.co/ayjays132/phillnet/resolve/main/Integration.png?download=true" alt="Concept Integration" style="width:100%; border-radius: 15px;">
     </div>
   </div>
 
@@ -234,6 +236,7 @@ h1, h2, h3 {
         <li>Mechanisms such as fitness scoring, habitat specialization, memory-based adaptation, and ecosystem dynamics drive continuous neuroevolution.</li>
         <li>The network reshapes its neuron topology based on complexity metrics and performance trends – effectively rewriting its own body as it learns.</li>
       </ul>
+      <img src="https://huggingface.co/ayjays132/phillnet/resolve/main/Hyperameters.png?download=true" alt="Hyperparameters Overview" style="width:100%; border-radius: 15px;">
     </div>
   </div>
 
@@ -290,7 +293,6 @@ h1, h2, h3 {
     </div>
   </div>
 
-  <!-- Cinematic Token Journey Prompt -->
   <div class="section">
     <h2 class="section-title">💭 A Token's Journey: From Thought to Prediction</h2>
     <div class="section-content">
@@ -306,7 +308,6 @@ h1, h2, h3 {
     </div>
   </div>
 
-  <!-- Integration and Usage -->
   <div class="section">
     <h2 class="section-title">🔗 Seamless Integration with Hugging Face</h2>
     <div class="section-content">
@@ -350,6 +351,7 @@ print("Generated Response:", generated_response)
       <p>
         Welcome to a new era of AI—where every parameter evolves, every neuron thinks, and every token is a step toward true general intelligence.
       </p>
+      <img src="https://huggingface.co/ayjays132/phillnet/resolve/main/Integration.png?download=true" alt="Integration Overview" style="width:100%; border-radius: 15px;">
     </div>
   </div>
   
@@ -375,7 +377,6 @@ print("Generated Response:", generated_response)
     </div>
   </div>
 
-  <!-- Custom Model Loader Script -->
   <div class="section">
     <h2 class="section-title">🛠 CustomModelLoader.py Odyssey</h2>
     <div class="section-content">