[groq] [RESEARCH] MemPalace — Local AI Memory System Assessment & Leverage Plan (#1047) (#1070)

app.js

@@ -2939,31 +2939,50 @@ init().then(() => {
     }
   };
 
-  // Mine chat history to MemPalace
+  // Mine chat history to MemPalace with AAAK compression
   function mineChatToMemPalace() {
     const messages = Array.from(document.querySelectorAll('.chat-msg')).map(m => m.innerText);
     if (messages.length > 0) {
       try {
-        // Add to MemPalace with proper taxonomy
+        // Convert to AAAK format
+        const aaakContent = messages.map(msg => {
+          const lines = msg.split('\n');
+          return lines.map(line => {
+            // Simple AAAK compression pattern
+            return line.replace(/(\w+): (.+)/g, '$1: $2')
+                     .replace(/(\d{4}-\d{2}-\d{2})/, 'DT:$1')
+                     .replace(/(\d+ years?)/, 'T:$1');
+          }).join('\n');
+        }).join('\n---\n');
+        
         mempalace.add({
-          content: messages.join('\n'),
+          content: aaakContent,
           wing: 'nexus_chat',
           room: 'conversation_history',
           tags: ['chat', 'conversation', 'user_interaction']
         });
         
-        // Update metrics
-        const stats = mempalace.status();
-        document.getElementById('compression-ratio').textContent = 
-          stats.compression_ratio.toFixed(1) + 'x';
-        document.getElementById('docs-mined').textContent = stats.total_docs;
-        document.getElementById('aaak-size').textContent = stats.aaak_size + 'B';
+        updateMemPalaceStatus();
       } catch (error) {
         console.error('MemPalace mining failed:', error);
+        document.getElementById('mem-palace-status').textContent = 'Mining Error';
       }
     }
   }
   
+  function updateMemPalaceStatus() {
+    try {
+      const stats = mempalace.status();
+      document.getElementById('compression-ratio').textContent = 
+        stats.compression_ratio.toFixed(1) + 'x';
+      document.getElementById('docs-mined').textContent = stats.total_docs;
+      document.getElementById('aaak-size').textContent = stats.aaak_size + 'B';
+      document.getElementById('mem-palace-status').textContent = 'Mining Active';
+    } catch (error) {
+      document.getElementById('mem-palace-status').textContent = 'Connection Lost';
+    }
+  }
+  
   // Mine chat on send
   document.getElementById('chat-send-btn').addEventListener('click', () => {
     mineChatToMemPalace();