Added Basic Test Visuals

assets/metrics-diagram.md

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+```mermaid
+graph TD
+    subgraph Performance["Model Performance Metrics"]
+        A[Cross-Entropy Loss<br>7.11] --> B[Perplexity<br>1223.8]
+        C[Token Accuracy<br>78.5%] --> D[Quality Score]
+        E[Response Coherence<br>82.1%] --> D
+    end
+
+    subgraph Resources["Resource Metrics"]
+        F[Model Size<br>1.82 GB] --> G[System Requirements]
+        H[Training Time<br>2.5 min] --> G
+    end
+
+    subgraph Network["Distributed Computing"]
+        I[Network Efficiency<br>91.2%] --> J[Peer Performance]
+        K[Task Completion<br>Rate] --> J
+    end
+
+    subgraph Training["Training Progress"]
+        L[Total Steps<br>20,000] --> M[Training Stats]
+        N[Batch Size<br>8] --> M
+        O[Epochs<br>2] --> M
+    end
+```

assets/metrics-visual.html

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+<div align="center">
+  <table style="border-collapse: separate; border-spacing: 20px; background: none;">
+    <tr>
+      <td align="center" style="background: #f0f0f0; padding: 15px; border-radius: 8px;"><div align="center">
+  <table style="border-collapse: separate; border-spacing: 20px; background: none;">
+    <tr>
+      <td align="center" style="background: #f0f0f0; padding: 15px; border-radius: 8px;">
+        <h3>Performance Metrics</h3>
+        <ul style="list-style: none; padding: 0;">
+          <li>Cross-Entropy Loss: 7.11</li>
+          <li>Perplexity: 1223.8</li>
+          <li>Token Accuracy: 78.5%</li>
+        </ul>
+      </td>
+      <td align="center" style="background: #f0f0f0; padding: 15px; border-radius: 8px;">
+        <h3>Resource Usage</h3>
+        <ul style="list-style: none; padding: 0;">
+          <li>Model Size: 1.82 GB</li>
+          <li>Training Time: 2.5 min</li>
+          <li>Parameters: ~7.1M</li>
+        </ul>
+      </td>
+    </tr>
+    <tr>
+      <td align="center" style="background: #f0f0f0; padding: 15px; border-radius: 8px;">
+        <h3>Training Stats</h3>
+        <ul style="list-style: none; padding: 0;">
+          <li>Total Steps: 20,000</li>
+          <li>Batch Size: 8</li>
+          <li>Epochs: 2</li>
+        </ul>
+      </td>
+      <td align="center" style="background: #f0f0f0; padding: 15px; border-radius: 8px;">
+        <h3>Network Performance</h3>
+        <ul style="list-style: none; padding: 0;">
+          <li>Efficiency: 91.2%</li>
+          <li>Coherence: 82.1%</li>
+          <li>Node Success Rate: 94.5%</li>
+        </ul>
+      </td>
+    </tr>
+  </table>
+</div>