diff --git a/.env.example b/.env.example
index 6c05aa7..002b9d5 100644
--- a/.env.example
+++ b/.env.example
@@ -25,7 +25,7 @@ DEFAULT_RECURSION_DEPTH=2
 # Default timeout for provider API requests in seconds.
 DEFAULT_TIMEOUT=30
 # The number of concurrent provider requests to make.
-MAX_CONCURRENT_REQUESTS=5
+MAX_CONCURRENT_REQUESTS=1
 # The number of results from a provider that triggers the "large entity" grouping.
 LARGE_ENTITY_THRESHOLD=100
 # The number of times to retry a target if a provider fails.
diff --git a/app.py b/app.py
index 450337c..fceb61a 100644
--- a/app.py
+++ b/app.py
@@ -32,7 +32,7 @@ def get_user_scanner():
     if current_flask_session_id:
         existing_scanner = session_manager.get_session(current_flask_session_id)
         if existing_scanner:
-            print(f"Reusing existing session: {current_flask_session_id}")
+            #print(f"Reusing existing session: {current_flask_session_id}")
             return current_flask_session_id, existing_scanner
         else:
             print(f"Session {current_flask_session_id} expired, will create new one")
@@ -93,7 +93,6 @@ def start_scan():
             return jsonify({'success': False, 'error': 'Failed to get scanner instance.'}), 500
         
         print(f"Using scanner {id(scanner)} in session {user_session_id}")
-        print(f"Scanner has {len(scanner.providers)} providers: {[p.get_name() for p in scanner.providers]}")
         
         # FIXED: Pass clear_graph flag to scanner, let it handle graph clearing internally
         success = scanner.start_scan(target, max_depth, clear_graph=clear_graph, force_rescan_target=force_rescan_target)
@@ -469,7 +468,6 @@ def get_providers():
             completed_tasks = scanner.indicators_completed
             total_tasks = scanner.total_tasks_ever_enqueued
             print(f"DEBUG: Task Progress - Completed: {completed_tasks}, Total Enqueued: {total_tasks}")
-            print(f"DEBUG: Scanner has {len(scanner.providers)} providers: {[p.get_name() for p in scanner.providers]}")
         else:
             print("DEBUG: No active scanner session found.")
 
diff --git a/config.py b/config.py
index a01eb24..2b2ff1c 100644
--- a/config.py
+++ b/config.py
@@ -21,8 +21,8 @@ class Config:
         
         # --- General Settings ---
         self.default_recursion_depth = 2
-        self.default_timeout = 30
-        self.max_concurrent_requests = 5
+        self.default_timeout = 60
+        self.max_concurrent_requests = 1
         self.large_entity_threshold = 100
         self.max_retries_per_target = 8
         self.cache_expiry_hours = 12
diff --git a/core/graph_manager.py b/core/graph_manager.py
index f0629cb..0d21d2d 100644
--- a/core/graph_manager.py
+++ b/core/graph_manager.py
@@ -344,13 +344,19 @@ class GraphManager:
             return False
             
         node_data = self.graph.nodes[large_entity_id]
-        attributes = node_data.get('attributes', {})
+        attributes = node_data.get('attributes', [])
+        
+        # Find the 'nodes' attribute dictionary in the list
+        nodes_attr = next((attr for attr in attributes if attr.get('name') == 'nodes'), None)
         
         # Remove from the list of member nodes
-        if 'nodes' in attributes and node_id_to_extract in attributes['nodes']:
-            attributes['nodes'].remove(node_id_to_extract)
-            # Update the count
-            attributes['count'] = len(attributes['nodes'])
+        if nodes_attr and 'value' in nodes_attr and isinstance(nodes_attr['value'], list) and node_id_to_extract in nodes_attr['value']:
+            nodes_attr['value'].remove(node_id_to_extract)
+            
+            # Find the 'count' attribute and update it
+            count_attr = next((attr for attr in attributes if attr.get('name') == 'count'), None)
+            if count_attr:
+                count_attr['value'] = len(nodes_attr['value'])
         else:
             # This can happen if the node was already extracted, which is not an error.
             print(f"Warning: Node {node_id_to_extract} not found in the 'nodes' list of {large_entity_id}.")
diff --git a/core/logger.py b/core/logger.py
index f391030..371cd7e 100644
--- a/core/logger.py
+++ b/core/logger.py
@@ -152,7 +152,7 @@ class ForensicLogger:
         
         # Log to standard logger
         if error:
-            self.logger.error(f"API Request Failed - {provider}: {url} - {error}")
+            self.logger.error(f"API Request Failed.")
         else:
             self.logger.info(f"API Request - {provider}: {url} - Status: {status_code}")
     
diff --git a/core/scanner.py b/core/scanner.py
index 735ddf3..55d6b1c 100644
--- a/core/scanner.py
+++ b/core/scanner.py
@@ -432,7 +432,7 @@ class Scanner:
                             self.indicators_completed += 1
 
                         if not self._is_stop_requested():
-                            all_new_targets = new_targets.union(large_entity_members)
+                            all_new_targets = new_targets
                             for new_target in all_new_targets:
                                 is_ip_new = _is_valid_ip(new_target)
                                 eligible_providers_new = self._get_eligible_providers(new_target, is_ip_new, False)
@@ -576,6 +576,33 @@ class Scanner:
             print(f"Stop requested before processing results from {provider_name} for {target}")
             return discovered_targets, False
 
+        attributes_by_node = defaultdict(list)
+        for attribute in provider_result.attributes:
+            # Convert the StandardAttribute object to a dictionary that the frontend can use
+            attr_dict = {
+                "name": attribute.name,
+                "value": attribute.value,
+                "type": attribute.type,
+                "provider": attribute.provider,
+                "confidence": attribute.confidence,
+                "metadata": attribute.metadata
+            }
+            attributes_by_node[attribute.target_node].append(attr_dict)
+
+        # Add attributes to nodes
+        for node_id, node_attributes_list in attributes_by_node.items():
+            if self.graph.graph.has_node(node_id):
+                # Determine node type
+                if _is_valid_ip(node_id):
+                    node_type = NodeType.IP
+                elif node_id.startswith('AS') and node_id[2:].isdigit():
+                    node_type = NodeType.ASN
+                else:
+                    node_type = NodeType.DOMAIN
+                
+                # Add node with the list of attributes
+                self.graph.add_node(node_id, node_type, attributes=node_attributes_list)
+
         # Check for large entity based on relationship count
         if provider_result.get_relationship_count() > self.config.large_entity_threshold:
             print(f"Large entity detected: {provider_name} returned {provider_result.get_relationship_count()} relationships for {target}")
@@ -619,34 +646,6 @@ class Scanner:
             if _is_valid_domain(target_node) or _is_valid_ip(target_node):
                 discovered_targets.add(target_node)
 
-        # Process attributes, preserving them as a list of objects
-        attributes_by_node = defaultdict(list)
-        for attribute in provider_result.attributes:
-            # Convert the StandardAttribute object to a dictionary that the frontend can use
-            attr_dict = {
-                "name": attribute.name,
-                "value": attribute.value,
-                "type": attribute.type,
-                "provider": attribute.provider,
-                "confidence": attribute.confidence,
-                "metadata": attribute.metadata
-            }
-            attributes_by_node[attribute.target_node].append(attr_dict)
-
-        # Add attributes to nodes
-        for node_id, node_attributes_list in attributes_by_node.items():
-            if self.graph.graph.has_node(node_id):
-                # Determine node type
-                if _is_valid_ip(node_id):
-                    node_type = NodeType.IP
-                elif node_id.startswith('AS') and node_id[2:].isdigit():
-                    node_type = NodeType.ASN
-                else:
-                    node_type = NodeType.DOMAIN
-                
-                # Add node with the list of attributes
-                self.graph.add_node(node_id, node_type, attributes=node_attributes_list)
-
         return discovered_targets, False
 
     def _create_large_entity_from_provider_result(self, source: str, provider_name: str, 
@@ -793,7 +792,11 @@ class Scanner:
         # 4. Re-queue the extracted node for full processing by all eligible providers
         print(f"Re-queueing extracted node {node_id_to_extract} for full reconnaissance...")
         is_ip = _is_valid_ip(node_id_to_extract)
-        current_depth = self.graph.graph.nodes[large_entity_id].get('attributes', {}).get('discovery_depth', 0)
+        
+        # FIX: Correctly retrieve discovery_depth from the list of attributes
+        large_entity_attributes = self.graph.graph.nodes[large_entity_id].get('attributes', [])
+        discovery_depth_attr = next((attr for attr in large_entity_attributes if attr.get('name') == 'discovery_depth'), None)
+        current_depth = discovery_depth_attr['value'] if discovery_depth_attr else 0
         
         eligible_providers = self._get_eligible_providers(node_id_to_extract, is_ip, False)
         for provider in eligible_providers:
diff --git a/core/session_manager.py b/core/session_manager.py
index d44c9e8..266c356 100644
--- a/core/session_manager.py
+++ b/core/session_manager.py
@@ -50,7 +50,6 @@ class SessionManager:
         """Restore SessionManager after unpickling."""
         self.__dict__.update(state)
         # Re-initialize unpickleable attributes
-        import redis
         self.redis_client = redis.StrictRedis(db=0, decode_responses=False)
         self.lock = threading.Lock()
         self.creation_lock = threading.Lock()
@@ -140,7 +139,6 @@ class SessionManager:
                 new_scanner = Scanner(session_config=preserved_config)
                 new_scanner.session_id = new_session_id
                 
-                print(f"New scanner has {len(new_scanner.providers)} providers: {[p.get_name() for p in new_scanner.providers]}")
                 
                 new_session_data = {
                     'scanner': new_scanner,
diff --git a/static/js/graph.js b/static/js/graph.js
index 9273ddf..a6693f0 100644
--- a/static/js/graph.js
+++ b/static/js/graph.js
@@ -214,7 +214,6 @@ class GraphManager {
         });
 
         document.body.appendChild(this.contextMenu);
-        console.log('Context menu created and added to body');
     }
 
     /**
@@ -291,7 +290,6 @@ class GraphManager {
         // FIXED: Right-click context menu
         this.container.addEventListener('contextmenu', (event) => {
             event.preventDefault();
-            console.log('Right-click detected at:', event.offsetX, event.offsetY);
             
             // Get coordinates relative to the canvas
             const pointer = {
@@ -300,7 +298,6 @@ class GraphManager {
             };
             
             const nodeId = this.network.getNodeAt(pointer);
-            console.log('Node at pointer:', nodeId);
             
             if (nodeId) {
                 // Pass the original client event for positioning
@@ -341,19 +338,12 @@ class GraphManager {
         // Stabilization events with progress
         this.network.on('stabilizationProgress', (params) => {
             const progress = params.iterations / params.total;
-            this.updateStabilizationProgress(progress);
         });
 
         this.network.on('stabilizationIterationsDone', () => {
             this.onStabilizationComplete();
         });
 
-        // Selection events
-        this.network.on('select', (params) => {
-            console.log('Selected nodes:', params.nodes);
-            console.log('Selected edges:', params.edges);
-        });
-
         // Click away to hide context menu
         document.addEventListener('click', (e) => {
             if (!this.contextMenu.contains(e.target)) {
@@ -979,15 +969,6 @@ class GraphManager {
         }, 2000);
     }
 
-    /**
-     * Update stabilization progress
-     * @param {number} progress - Progress value (0-1)
-     */
-    updateStabilizationProgress(progress) {
-        // Could show a progress indicator if needed
-        console.log(`Graph stabilization: ${(progress * 100).toFixed(1)}%`);
-    }
-
     /**
      * Handle stabilization completion
      */
@@ -1175,11 +1156,11 @@ class GraphManager {
             adjacencyList
         );
 
-        console.log(`Reachability analysis complete:`, {
+        /*console.log(`Reachability analysis complete:`, {
             reachable: analysis.reachableNodes.size,
             unreachable: analysis.unreachableNodes.size,
             clusters: analysis.isolatedClusters.length
-        });
+        });*/
 
         return analysis;
     }
@@ -1294,7 +1275,6 @@ class GraphManager {
      * Replaces the existing applyAllFilters() method
      */
     applyAllFilters() {
-        console.log("Applying filters with enhanced reachability analysis...");
         if (this.nodes.length === 0) return;
 
         // Get filter criteria from UI
@@ -1350,23 +1330,10 @@ class GraphManager {
             operation: 'hide_with_reachability',
             timestamp: Date.now()
         };
-
-        // Apply hiding with forensic documentation
-        const updates = nodesToHide.map(id => ({ 
-            id: id, 
-            hidden: true,
-            forensicNote: `Hidden due to reachability analysis from ${nodeId}`
-        }));
         
         this.nodes.update(updates);
         this.addToHistory('hide', historyData);
 
-        console.log(`Forensic hide operation: ${nodesToHide.length} nodes hidden`, {
-            originalTarget: nodeId,
-            cascadeNodes: nodesToHide.length - 1,
-            isolatedClusters: analysis.isolatedClusters.length
-        });
-
         return {
             hiddenNodes: nodesToHide,
             isolatedClusters: analysis.isolatedClusters
@@ -1449,9 +1416,7 @@ class GraphManager {
 
         // Handle operation results
         if (!operationFailed) {
-            this.addToHistory('delete', historyData);
-            console.log(`Forensic delete operation completed:`, historyData.forensicAnalysis);
-            
+            this.addToHistory('delete', historyData);            
             return {
                 success: true,
                 deletedNodes: nodesToDelete,
@@ -1542,7 +1507,6 @@ class GraphManager {
                 e.stopPropagation();
                 const action = e.currentTarget.dataset.action;
                 const nodeId = e.currentTarget.dataset.nodeId;
-                console.log('Context menu action:', action, 'for node:', nodeId);
                 this.performContextMenuAction(action, nodeId);
                 this.hideContextMenu();
             });
@@ -1562,9 +1526,7 @@ class GraphManager {
      * UPDATED: Enhanced context menu actions using new methods
      * Updates the existing performContextMenuAction() method
      */
-    performContextMenuAction(action, nodeId) {
-        console.log('Performing enhanced action:', action, 'on node:', nodeId);
-        
+    performContextMenuAction(action, nodeId) {        
         switch (action) {
             case 'focus':
                 this.focusOnNode(nodeId);
diff --git a/static/js/main.js b/static/js/main.js
index ea96e9e..f1d82c0 100644
--- a/static/js/main.js
+++ b/static/js/main.js
@@ -120,7 +120,6 @@ class DNSReconApp {
                 max-width: 400px;
             `;
             document.body.appendChild(messageContainer);
-            console.log('Message container created');
         }
     }
     
@@ -135,7 +134,6 @@ class DNSReconApp {
 
             this.initializeModalFunctionality();
             this.elements.startScan.addEventListener('click', (e) => {
-                console.log('Start scan button clicked');
                 e.preventDefault();
                 this.startScan();
             });
@@ -146,13 +144,11 @@ class DNSReconApp {
             });
             
             this.elements.stopScan.addEventListener('click', (e) => {
-                console.log('Stop scan button clicked');
                 e.preventDefault();
                 this.stopScan();
             });
             
             this.elements.exportResults.addEventListener('click', (e) => {
-                console.log('Export results button clicked');
                 e.preventDefault();
                 this.exportResults();
             });
@@ -162,7 +158,6 @@ class DNSReconApp {
             // Enter key support for target domain input
             this.elements.targetInput.addEventListener('keypress', (e) => {
                 if (e.key === 'Enter' && !this.isScanning) {
-                    console.log('Enter key pressed in domain input');
                     this.startScan();
                 }
             });
@@ -287,12 +282,8 @@ class DNSReconApp {
                 force_rescan_target: forceRescanTarget
             };
             
-            console.log('Request data:', requestData);
-            
             const response = await this.apiCall('/api/scan/start', 'POST', requestData);
-            
-            console.log('API response received:', response);
-            
+                        
             if (response.success) {
                 this.currentSessionId = response.scan_id;
                 this.showSuccess('Reconnaissance scan started successfully');
@@ -345,7 +336,6 @@ class DNSReconApp {
             
             if (response.success) {
                 this.showSuccess('Scan stop requested');
-                console.log('Scan stop requested successfully');
                 
                 // Force immediate status update
                 setTimeout(() => {
@@ -414,7 +404,6 @@ class DNSReconApp {
         }
         
         this.pollInterval = setInterval(() => {
-            console.log('--- Polling tick ---');
             this.updateStatus();
             this.updateGraph();
             this.loadProviders();
@@ -439,16 +428,11 @@ class DNSReconApp {
      */
     async updateStatus() {
         try {
-            console.log('Updating status...');
             const response = await this.apiCall('/api/scan/status');
             
-            console.log('Status response:', response);
             
             if (response.success && response.status) {
                 const status = response.status;
-                console.log('Current scan status:', status.status);
-                console.log('Current progress:', status.progress_percentage + '%');
-                console.log('Graph stats:', status.graph_statistics);
                 
                 this.updateStatusDisplay(status);
                 
@@ -478,7 +462,6 @@ class DNSReconApp {
             console.log('Updating graph...');
             const response = await this.apiCall('/api/graph');
             
-            console.log('Graph response:', response);
             
             if (response.success) {
                 const graphData = response.graph;
@@ -527,9 +510,7 @@ class DNSReconApp {
      * @param {Object} status - Status object from server
      */
     updateStatusDisplay(status) {
-        try {
-            console.log('Updating status display...');
-            
+        try {            
             // Update status text with animation
             if (this.elements.scanStatus) {
                 const formattedStatus = this.formatStatus(status.status);
@@ -584,8 +565,6 @@ class DNSReconApp {
             }
 
             this.setUIState(status.status, status.task_queue_size);
-            
-            console.log('Status display updated successfully');
         } catch (error) {
             console.error('Error updating status display:', error);
         }
@@ -680,9 +659,7 @@ class DNSReconApp {
     /**
      * UI state management with immediate button updates
      */
-    setUIState(state, task_queue_size) {
-        console.log(`Setting UI state to: ${state}`);
-        
+    setUIState(state, task_queue_size) {        
         const isQueueEmpty = task_queue_size === 0;
 
         switch (state) {
@@ -743,7 +720,6 @@ class DNSReconApp {
      */
     async loadProviders() {
         try {
-            console.log('Loading providers...');
             const response = await this.apiCall('/api/providers');
             
             if (response.success) {
@@ -1401,7 +1377,6 @@ class DNSReconApp {
                 e.stopPropagation();
                 
                 const nodeId = e.target.dataset.nodeId || e.target.getAttribute('data-node-id');
-                console.log('Node link clicked:', nodeId);
                 
                 if (nodeId && this.graphManager && this.graphManager.nodes) {
                     const nextNode = this.graphManager.nodes.get(nodeId);
@@ -1758,7 +1733,6 @@ class DNSReconApp {
      * @returns {Promise<Object>} Response data
      */
     async apiCall(endpoint, method = 'GET', data = null) {
-        console.log(`Making API call: ${method} ${endpoint}`, data ? data : '(no data)');
         
         try {
             const options = {
@@ -1773,17 +1747,14 @@ class DNSReconApp {
                 console.log('Request body:', options.body);
             }
             
-            console.log('Fetch options:', options);
             const response = await fetch(endpoint, options);
             
-            console.log('Response status:', response.status, response.statusText);
             
             if (!response.ok) {
                 throw new Error(`HTTP ${response.status}: ${response.statusText}`);
             }
             
             const result = await response.json();
-            console.log('Response data:', result);
             
             return result;
             
@@ -1917,9 +1888,7 @@ class DNSReconApp {
      * @param {string} message - Message text
      * @param {string} type - Message type (success, error, warning, info)
      */
-    showMessage(message, type = 'info') {
-        console.log(`${type.toUpperCase()}: ${message}`);
-        
+    showMessage(message, type = 'info') {        
         // Create message element
         const messageElement = document.createElement('div');
         messageElement.className = `message-toast message-${type}`;