diff --git a/src/components/AIQueryInterface.astro b/src/components/AIQueryInterface.astro
index 56530ba..2061bed 100644
--- a/src/components/AIQueryInterface.astro
+++ b/src/components/AIQueryInterface.astro
@@ -211,12 +211,6 @@ const domainAgnosticSoftware = data['domain-agnostic-software'] || [];
 </section>
 
 <script define:vars={{ tools, phases, domainAgnosticSoftware }}>
-// ===================================================================
-// SIMPLIFIED AI QUERY INTERFACE - CONSOLIDATED & MAINTAINABLE
-// ===================================================================
-
-// Enhanced AI Interface JavaScript - Fix for text rendering issues in AIQueryInterface.astro
-// This code replaces the existing <script> section in AIQueryInterface.astro
 
 class AIQueryInterface {
   constructor() {
@@ -234,7 +228,6 @@ class AIQueryInterface {
   }
 
   initializeElements() {
-    // Core elements
     this.elements = {
       input: document.getElementById('ai-query-input'),
       submitBtn: document.getElementById('ai-submit-btn'),
@@ -247,13 +240,11 @@ class AIQueryInterface {
       results: document.getElementById('ai-results'),
       charCounter: document.getElementById('ai-char-counter'),
       
-      // Mode toggle
       toggleSwitch: document.querySelector('.toggle-switch'),
       toggleSlider: document.querySelector('.toggle-slider'),
       workflowLabel: document.getElementById('workflow-label'),
       toolLabel: document.getElementById('tool-label'),
       
-      // Smart prompting
       promptingContainer: document.getElementById('smart-prompting-container'),
       promptingStatus: document.getElementById('prompting-status'),
       promptingSpinner: document.getElementById('prompting-spinner'),
@@ -262,7 +253,6 @@ class AIQueryInterface {
       dismissSuggestions: document.getElementById('dismiss-suggestions'),
       smartHint: document.getElementById('smart-prompting-hint'),
       
-      // Queue status
       queueStatus: document.getElementById('queue-status'),
       queueLength: document.getElementById('queue-length'),
       estimatedTime: document.getElementById('estimated-time'),
@@ -273,7 +263,6 @@ class AIQueryInterface {
       microTaskCounter: document.getElementById('micro-task-counter')
     };
 
-    // Validate critical elements
     if (!this.elements.input || !this.elements.submitBtn || !this.elements.results) {
       console.error('[AI Interface] Critical elements not found');
       return false;
@@ -282,12 +271,10 @@ class AIQueryInterface {
   }
 
   setupEventListeners() {
-    // Mode toggle
     this.elements.toggleSwitch?.addEventListener('click', () => this.toggleMode());
     this.elements.workflowLabel?.addEventListener('click', () => this.setMode('workflow'));
     this.elements.toolLabel?.addEventListener('click', () => this.setMode('tool'));
 
-    // Input handling
     this.elements.input?.addEventListener('input', () => this.handleInputChange());
     this.elements.input?.addEventListener('keydown', (e) => {
       if (e.key === 'Enter' && (e.ctrlKey || e.metaKey)) {
@@ -296,17 +283,11 @@ class AIQueryInterface {
       }
     });
 
-    // Submit
     this.elements.submitBtn?.addEventListener('click', () => this.handleSubmit());
 
-    // Smart prompting
     this.elements.dismissSuggestions?.addEventListener('click', () => this.hideSmartPrompting());
   }
 
-  // ===================================================================
-  // MODE MANAGEMENT
-  // ===================================================================
-
   getModeConfig() {
     return {
       workflow: {
@@ -345,7 +326,6 @@ class AIQueryInterface {
     if (this.elements.submitBtnText) this.elements.submitBtnText.textContent = config.submitText;
     if (this.elements.loadingText) this.elements.loadingText.textContent = config.loadingText;
     
-    // Update toggle UI
     if (this.currentMode === 'workflow') {
       if (this.elements.toggleSlider) this.elements.toggleSlider.style.transform = 'translateX(0)';
       if (this.elements.toggleSwitch) this.elements.toggleSwitch.style.backgroundColor = 'var(--color-primary)';
@@ -371,8 +351,6 @@ class AIQueryInterface {
     }
   }
 
-  // [Previous methods remain the same until displayResults...]
-
   handleInputChange() {
     this.updateCharacterCount();
     
@@ -493,10 +471,6 @@ class AIQueryInterface {
     if (this.elements.smartHint) this.showElement(this.elements.smartHint);
   }
 
-  // ===================================================================
-  // MAIN SUBMIT HANDLER
-  // ===================================================================
-
   async handleSubmit() {
     const query = this.elements.input.value.trim();
     
@@ -512,14 +486,12 @@ class AIQueryInterface {
 
     const taskId = `ai_${Date.now()}_${Math.random().toString(36).substr(2, 6)}`;
     
-    // Reset state
     this.hideSmartPrompting();
     this.hideResults();
     this.hideError();
     this.showLoading();
     this.startQueueMonitoring(taskId);
     
-    // Disable submit
     this.elements.submitBtn.disabled = true;
     this.elements.submitBtnText.textContent = this.currentMode === 'workflow' ? 
       'Generiere Empfehlungen...' : 'Suche passende Methode...';
@@ -545,7 +517,6 @@ class AIQueryInterface {
         throw new Error(data.error || 'Unknown error');
       }
 
-      // Store and display results
       this.currentRecommendation = data.recommendation;
       this.displayResults(data.recommendation, query);
       
@@ -579,8 +550,6 @@ class AIQueryInterface {
     }
   }
 
-  // [Queue monitoring methods remain the same...]
-
   startQueueMonitoring(taskId) {
     if (this.elements.queueStatus) {
       this.showElement(this.elements.queueStatus);
@@ -592,7 +561,6 @@ class AIQueryInterface {
     
     this.startMicroTaskProgress();
     
-    // Start polling queue status
     setTimeout(() => {
       this.updateQueueStatus(taskId);
       this.statusInterval = setInterval(() => this.updateQueueStatus(taskId), 1000);
@@ -606,14 +574,12 @@ class AIQueryInterface {
       
       const data = await response.json();
       
-      // Update queue display
       if (this.elements.queueLength) this.elements.queueLength.textContent = data.queueLength || 0;
       if (this.elements.estimatedTime) {
         this.elements.estimatedTime.textContent = data.estimatedWaitTime > 0 ? 
           this.formatDuration(data.estimatedWaitTime) : 'Verarbeitung läuft...';
       }
       
-      // Update position
       if (this.elements.positionBadge) {
         if (data.currentPosition) {
           this.elements.positionBadge.textContent = data.currentPosition;
@@ -622,7 +588,6 @@ class AIQueryInterface {
             this.elements.progressBar.style.width = `${progress}%`;
           }
         } else {
-          // Handle processing states
           const stateIcons = {
             processing: '⚡',
             completed: '✅', 
@@ -664,14 +629,12 @@ class AIQueryInterface {
     const steps = ['scenario', 'approach', 'considerations', 'tools', 'knowledge', 'final'];
     const stepElements = this.elements.microTaskProgress.querySelectorAll('.micro-step');
     
-    // Reset all steps
     stepElements.forEach(step => {
       step.classList.remove('active', 'completed', 'failed');
     });
     
     this.microTaskInterval = setInterval(() => {
       if (this.currentMicroTaskStep < steps.length) {
-        // Complete previous step
         if (this.currentMicroTaskStep > 0) {
           const prevStep = this.elements.microTaskProgress.querySelector(`[data-step="${steps[this.currentMicroTaskStep - 1]}"]`);
           if (prevStep) {
@@ -680,20 +643,17 @@ class AIQueryInterface {
           }
         }
         
-        // Activate current step
         const currentStep = this.elements.microTaskProgress.querySelector(`[data-step="${steps[this.currentMicroTaskStep]}"]`);
         if (currentStep) {
           currentStep.classList.add('active');
         }
         
-        // Update counter
         if (this.elements.microTaskCounter) {
           this.elements.microTaskCounter.textContent = `${this.currentMicroTaskStep + 1}/${steps.length}`;
         }
         
         this.currentMicroTaskStep++;
       } else {
-        // Complete final step
         const lastStep = this.elements.microTaskProgress.querySelector(`[data-step="${steps[steps.length - 1]}"]`);
         if (lastStep) {
           lastStep.classList.remove('active');
@@ -710,10 +670,6 @@ class AIQueryInterface {
     }, 2000);
   }
 
-  // ===================================================================
-  // RESULTS DISPLAY - ENHANCED with proper text formatting
-  // ===================================================================
-
   displayResults(recommendation, originalQuery) {
     if (this.currentMode === 'workflow') {
       this.displayWorkflowResults(recommendation, originalQuery);
@@ -725,7 +681,6 @@ class AIQueryInterface {
   }
 
   displayWorkflowResults(recommendation, originalQuery) {
-    // Group tools by phase
     const toolsByPhase = {};
     const phaseOrder = phases.map(phase => phase.id);
     const phaseNames = phases.reduce((acc, phase) => {
@@ -787,7 +742,6 @@ class AIQueryInterface {
     `;
   }
 
-  // ENHANCED: Fixed text rendering to prevent markdown/list interpretation
   renderContextualAnalysis(recommendation, mode) {
     let html = '';
     
@@ -1052,15 +1006,9 @@ class AIQueryInterface {
     return badges;
   }
 
-  // ===================================================================
-  // ENHANCED UTILITY METHODS with proper text sanitization
-  // ===================================================================
-
-  // CRITICAL: Sanitize text to prevent markdown interpretation
   sanitizeText(text) {
     if (typeof text !== 'string') return '';
     
-    // Remove/escape potential markdown and HTML
     return text
       // Remove markdown headers
       .replace(/^#{1,6}\s+/gm, '')
@@ -1096,13 +1044,11 @@ class AIQueryInterface {
     const hasValidProjectUrl = this.isToolHosted(tool);
     
     if (context === 'recommendation') {
-      // For tool-recommendation elements, use simple class names
       if (isMethod) return 'method';
       if (hasValidProjectUrl) return 'hosted';
       if (tool.license !== 'Proprietary') return 'oss';
       return '';
     } else {
-      // For card elements, use card- prefixed class names
       if (isMethod) return 'card-method';
       if (hasValidProjectUrl) return 'card-hosted';
       if (tool.license !== 'Proprietary') return 'card-oss';
@@ -1137,7 +1083,6 @@ class AIQueryInterface {
     return `${Math.ceil(ms / 60000)}m`;
   }
 
-  // State management
   showElement(element) {
     if (element) {
       element.style.display = 'block';
@@ -1179,14 +1124,9 @@ class AIQueryInterface {
   }
 }
 
-// ===================================================================
-// INITIALIZATION
-// ===================================================================
-
 document.addEventListener('DOMContentLoaded', () => {
   const aiInterface = new AIQueryInterface();
   
-  // Global restore function for compatibility
   window.restoreAIResults = () => {
     if (aiInterface.currentRecommendation && aiInterface.elements.results) {
       aiInterface.showResults();
diff --git a/src/components/TargetedScenarios.astro b/src/components/TargetedScenarios.astro
index 159bb06..2a4eb4f 100644
--- a/src/components/TargetedScenarios.astro
+++ b/src/components/TargetedScenarios.astro
@@ -77,41 +77,33 @@ const displayedScenarios = scenarios.slice(0, maxDisplayed);
     
     if (!mainSearchInput) return;
     
-    // Check if this scenario is already active (allow deselection)
     if (clickedChip && clickedChip.classList.contains('active')) {
-      // Deselect: clear search and remove active state
       mainSearchInput.value = '';
       document.querySelectorAll('.suggestion-chip').forEach(chip => {
         chip.classList.remove('active');
       });
       
-      // Clear the targeted search input too
       const targetedInput = document.getElementById('targeted-search-input');
       if (targetedInput) {
         targetedInput.value = '';
       }
       
-      // Trigger search to show all results
       const inputEvent = new Event('input', { bubbles: true });
       mainSearchInput.dispatchEvent(inputEvent);
       
       return;
     }
     
-    // Apply new search
     mainSearchInput.value = scenarioId;
     
-    // Trigger existing search functionality
     const inputEvent = new Event('input', { bubbles: true });
     mainSearchInput.dispatchEvent(inputEvent);
     
-    // Switch to grid view
     const gridToggle = document.querySelector('.view-toggle[data-view="grid"]');
     if (gridToggle && !gridToggle.classList.contains('active')) {
       gridToggle.click();
     }
     
-    // Visual feedback
     document.querySelectorAll('.suggestion-chip').forEach(chip => {
       chip.classList.remove('active');
     });
@@ -119,17 +111,14 @@ const displayedScenarios = scenarios.slice(0, maxDisplayed);
       clickedChip.classList.add('active');
     }
     
-    // Scroll to results with better positioning
     window.scrollToElementById('tools-grid');
   };
 
-  // Toggle showing all scenarios
   window.toggleAllScenarios = function() {
     const suggestionsContainer = document.getElementById('scenario-suggestions');
     const moreBtn = document.getElementById('more-scenarios-btn');
     
     if (!showingAllScenarios) {
-      // Show additional scenarios
       const additionalScenarios = allScenarios.slice(maxDisplay);
       additionalScenarios.forEach(scenario => {
         const chip = document.createElement('div');
@@ -146,14 +135,12 @@ const displayedScenarios = scenarios.slice(0, maxDisplayed);
       moreBtn.textContent = 'Weniger anzeigen';
       showingAllScenarios = true;
     } else {
-      // Hide additional scenarios
       document.querySelectorAll('.additional-scenario').forEach(chip => chip.remove());
       moreBtn.textContent = `+ ${allScenarios.length - maxDisplay} weitere Szenarien`;
       showingAllScenarios = false;
     }
   };
 
-  // Handle targeted search input
   document.addEventListener('DOMContentLoaded', () => {
     const targetedInput = document.getElementById('targeted-search-input');
     if (targetedInput) {
diff --git a/src/components/ToolFilters.astro b/src/components/ToolFilters.astro
index 4da34db..be956ea 100644
--- a/src/components/ToolFilters.astro
+++ b/src/components/ToolFilters.astro
@@ -5,7 +5,6 @@ const data = await getToolsData();
 const domains = data.domains;
 const phases = data.phases;
 
-// Extract unique values dynamically - NO HARD-CODING
 const skillLevels = [...new Set(data.tools.map(tool => tool.skillLevel))].filter(Boolean).sort();
 const platforms = [...new Set(data.tools.flatMap(tool => tool.platforms || []))].filter(Boolean).sort();
 const licenses = [...new Set(data.tools.map(tool => tool.license))].filter(Boolean).sort();
@@ -287,7 +286,6 @@ const sortedTags = Object.entries(tagFrequency)
   window.toolsData = toolsData;
   
   document.addEventListener('DOMContentLoaded', () => {
-    // Cache DOM elements
     const elements = {
       searchInput: document.getElementById('search-input'),
       clearSearch: document.getElementById('clear-search'),
@@ -312,25 +310,21 @@ const sortedTags = Object.entries(tagFrequency)
         tags: document.getElementById('reset-tags'),
         all: document.getElementById('reset-all-filters')
       },
-      // Collapsible elements
       toggleAdvanced: document.getElementById('toggle-advanced'),
       toggleTags: document.getElementById('toggle-tags'),
       advancedContent: document.getElementById('advanced-filters-content'),
       tagContent: document.getElementById('tag-filters-content')
     };
     
-    // Verify critical elements exist
     if (!elements.searchInput || !elements.domainSelect) {
       console.error('Critical filter elements not found');
       return;
     }
     
-    // State management
     let selectedTags = new Set();
     let selectedPhase = '';
     let isTagCloudExpanded = false;
     
-    // Collapsible functionality
     function toggleCollapsible(toggleBtn, content, storageKey) {
       const isCollapsed = toggleBtn.getAttribute('data-collapsed') === 'true';
       const newState = !isCollapsed;
@@ -338,22 +332,17 @@ const sortedTags = Object.entries(tagFrequency)
       toggleBtn.setAttribute('data-collapsed', newState.toString());
       
       if (newState) {
-        // Collapse
         content.classList.add('hidden');
         toggleBtn.style.transform = 'rotate(0deg)';
       } else {
-        // Expand
         content.classList.remove('hidden');
         toggleBtn.style.transform = 'rotate(180deg)';
       }
       
-      // Store state in sessionStorage
       sessionStorage.setItem(storageKey, newState.toString());
     }
     
-    // Initialize collapsible sections (collapsed by default)
     function initializeCollapsible() {
-      // Advanced filters
       const advancedCollapsed = sessionStorage.getItem('advanced-collapsed') !== 'false';
       elements.toggleAdvanced.setAttribute('data-collapsed', advancedCollapsed.toString());
       if (advancedCollapsed) {
@@ -364,7 +353,6 @@ const sortedTags = Object.entries(tagFrequency)
         elements.toggleAdvanced.style.transform = 'rotate(180deg)';
       }
       
-      // Tag filters
       const tagsCollapsed = sessionStorage.getItem('tags-collapsed') !== 'false';
       elements.toggleTags.setAttribute('data-collapsed', tagsCollapsed.toString());
       if (tagsCollapsed) {
@@ -376,7 +364,6 @@ const sortedTags = Object.entries(tagFrequency)
       }
     }
     
-    // Helper function to check if tool is hosted
     function isToolHosted(tool) {
       return tool.projectUrl !== undefined && 
              tool.projectUrl !== null && 
@@ -384,7 +371,6 @@ const sortedTags = Object.entries(tagFrequency)
              tool.projectUrl.trim() !== "";
     }
     
-    // Initialize tag cloud
     function initTagCloud() {
       const visibleCount = 20;
       elements.tagCloudItems.forEach((item, index) => {
@@ -394,7 +380,6 @@ const sortedTags = Object.entries(tagFrequency)
       });
     }
     
-    // Toggle tag cloud expansion
     function toggleTagCloud() {
       isTagCloudExpanded = !isTagCloudExpanded;
       const visibleCount = 20;
@@ -428,7 +413,6 @@ const sortedTags = Object.entries(tagFrequency)
       }
     }
     
-    // Filter tag cloud based on search
     function filterTagCloud() {
       const searchTerm = elements.searchInput.value.toLowerCase();
       let visibleCount = 0;
@@ -458,7 +442,6 @@ const sortedTags = Object.entries(tagFrequency)
       elements.tagCloudToggle.style.display = hasHiddenTags ? 'block' : 'none';
     }
     
-    // Update selected tags display
     function updateSelectedTags() {
       if (selectedTags.size === 0) {
         elements.selectedTags.style.display = 'none';
@@ -478,7 +461,6 @@ const sortedTags = Object.entries(tagFrequency)
         </div>
       `;
       
-      // Add event listeners for remove buttons
       elements.selectedTags.querySelectorAll('.remove-tag').forEach(btn => {
         btn.addEventListener('click', () => {
           const tag = btn.getAttribute('data-tag');
@@ -487,10 +469,8 @@ const sortedTags = Object.entries(tagFrequency)
       });
     }
     
-    // Add/remove tags - FIXED: Update ALL matching elements
     function addTag(tag) {
       selectedTags.add(tag);
-      // FIXED: Use querySelectorAll to update ALL matching tag elements
       document.querySelectorAll(`[data-tag="${tag}"]`).forEach(element => {
         element.classList.add('active');
       });
@@ -500,7 +480,6 @@ const sortedTags = Object.entries(tagFrequency)
     
     function removeTag(tag) {
       selectedTags.delete(tag);
-      // FIXED: Use querySelectorAll to update ALL matching tag elements
       document.querySelectorAll(`[data-tag="${tag}"]`).forEach(element => {
         element.classList.remove('active');
       });
@@ -508,7 +487,6 @@ const sortedTags = Object.entries(tagFrequency)
       filterTools();
     }
     
-    // Update results counter
     function updateResultsCounter(count) {
       const total = window.toolsData.length;
       elements.resultsCounter.textContent = count === total 
@@ -516,7 +494,6 @@ const sortedTags = Object.entries(tagFrequency)
         : `${count} von ${total} Tools`;
     }
     
-    // Main filter function
     function filterTools() {
       const searchTerm = elements.searchInput.value.trim().toLowerCase();
       const selectedDomain = elements.domainSelect.value;
@@ -529,11 +506,9 @@ const sortedTags = Object.entries(tagFrequency)
       const hostedOnly = elements.hostedOnly.checked;
       const knowledgebaseOnly = elements.knowledgebaseOnly.checked;
       
-      // Use phase from either dropdown or button selection
       const activePhase = selectedPhaseFromSelect || selectedPhase;
       
       const filtered = window.toolsData.filter(tool => {
-        // Search filter
         if (searchTerm && !(
           tool.name.toLowerCase().includes(searchTerm) ||
           tool.description.toLowerCase().includes(searchTerm) ||
@@ -542,52 +517,42 @@ const sortedTags = Object.entries(tagFrequency)
           return false;
         }
         
-        // Domain filter
         if (selectedDomain && !(tool.domains || []).includes(selectedDomain)) {
           return false;
         }
         
-        // Phase filter
         if (activePhase && !(tool.phases || []).includes(activePhase)) {
           return false;
         }
         
-        // Type filter
         if (selectedType && tool.type !== selectedType) {
           return false;
         }
         
-        // Skill level filter
         if (selectedSkill && tool.skillLevel !== selectedSkill) {
           return false;
         }
         
-        // Platform filter
         if (selectedPlatform && !(tool.platforms || []).includes(selectedPlatform)) {
           return false;
         }
         
-        // License filter - NO MORE HARD-CODED LOGIC
         if (selectedLicense && tool.license !== selectedLicense) {
           return false;
         }
         
-        // Access type filter
         if (selectedAccess && tool.accessType !== selectedAccess) {
           return false;
         }
         
-        // Hosted only filter (CC24-Server tools)
         if (hostedOnly && !isToolHosted(tool)) {
           return false;
         }
         
-        // Knowledgebase only filter
         if (knowledgebaseOnly && !tool.knowledgebase) {
           return false;
         }
         
-        // Tag filter
         if (selectedTags.size > 0 && !Array.from(selectedTags).every(tag => (tool.tags || []).includes(tag))) {
           return false;
         }
@@ -595,18 +560,15 @@ const sortedTags = Object.entries(tagFrequency)
         return true;
       });
       
-      // Apply search prioritization if there's a search term
       const finalResults = searchTerm && window.prioritizeSearchResults 
         ? window.prioritizeSearchResults(filtered, searchTerm)
         : filtered;
       
       updateResultsCounter(finalResults.length);
       
-      // Dispatch event for other components
       window.dispatchEvent(new CustomEvent('toolsFiltered', { detail: finalResults }));
     }
     
-    // Reset functions
     function resetPrimaryFilters() {
       elements.domainSelect.value = '';
       elements.phaseSelect.value = '';
@@ -627,7 +589,6 @@ const sortedTags = Object.entries(tagFrequency)
     
     function resetTags() {
       selectedTags.clear();
-      // FIXED: Update ALL tag elements
       document.querySelectorAll('.tag-cloud-item').forEach(item => {
         item.classList.remove('active');
       });
@@ -644,7 +605,6 @@ const sortedTags = Object.entries(tagFrequency)
       filterTagCloud();
     }
     
-    // Event listeners
     elements.searchInput.addEventListener('input', (e) => {
       const hasValue = e.target.value.length > 0;
       elements.clearSearch.classList.toggle('hidden', !hasValue);
@@ -685,7 +645,6 @@ const sortedTags = Object.entries(tagFrequency)
       btn.addEventListener('click', () => {
         const view = btn.getAttribute('data-view');
         
-        // Simple toggle like the old version
         elements.viewToggles.forEach(b => {
           b.classList.toggle('active', b.getAttribute('data-view') === view);
         });
@@ -701,13 +660,11 @@ const sortedTags = Object.entries(tagFrequency)
       });
     });
     
-    // Reset button listeners
     elements.resetButtons.primary.addEventListener('click', resetPrimaryFilters);
     elements.resetButtons.advanced.addEventListener('click', resetAdvancedFilters);
     elements.resetButtons.tags.addEventListener('click', resetTags);
     elements.resetButtons.all.addEventListener('click', resetAllFilters);
     
-    // Collapsible toggle listeners
     elements.toggleAdvanced.addEventListener('click', () => {
       toggleCollapsible(elements.toggleAdvanced, elements.advancedContent, 'advanced-collapsed');
     });
@@ -716,11 +673,9 @@ const sortedTags = Object.entries(tagFrequency)
       toggleCollapsible(elements.toggleTags, elements.tagContent, 'tags-collapsed');
     });
     
-    // Expose functions globally for backwards compatibility
     window.clearTagFilters = resetTags;
     window.clearAllFilters = resetAllFilters;
     
-    // Initialize
     initializeCollapsible();
     initTagCloud();
     filterTagCloud();
diff --git a/src/components/ToolMatrix.astro b/src/components/ToolMatrix.astro
index 14514d9..5e83e44 100644
--- a/src/components/ToolMatrix.astro
+++ b/src/components/ToolMatrix.astro
@@ -716,7 +716,6 @@ domains.forEach((domain: any) => {
     const primaryModal = document.getElementById('tool-details-primary');
     const secondaryModal = document.getElementById('tool-details-secondary');
     
-    // Debounce rapid calls
     if (window.modalHideInProgress) return;
     window.modalHideInProgress = true;
     
@@ -753,19 +752,15 @@ domains.forEach((domain: any) => {
       if (contributeButtonSecondary) contributeButtonSecondary.style.display = 'none';
     }
     
-    // Consolidated state checking with safety checks
     const primaryActive = primaryModal && primaryModal.classList.contains('active');
     const secondaryActive = secondaryModal && secondaryModal.classList.contains('active');
     
-    // Update overlay and body classes atomically
     if (!primaryActive && !secondaryActive) {
       if (overlay) overlay.classList.remove('active');
       document.body.classList.remove('modals-side-by-side');
     } else if (primaryActive && secondaryActive) {
-      // Both active - ensure side-by-side class
       document.body.classList.add('modals-side-by-side');
     } else {
-      // Only one active - remove side-by-side class
       document.body.classList.remove('modals-side-by-side');
     }
   };
diff --git a/src/env.d.ts b/src/env.d.ts
index 18e4c31..26358c4 100644
--- a/src/env.d.ts
+++ b/src/env.d.ts
@@ -27,12 +27,10 @@ declare global {
     showIfAuthenticated: (selector: string, context?: string) => Promise<void>;
     setupAuthButtons: (selector?: string) => void;
 
-    // Consolidated scroll utilities
     scrollToElement: (element: Element | null, options?: ScrollIntoViewOptions) => void;
     scrollToElementById: (elementId: string, options?: ScrollIntoViewOptions) => void;
     scrollToElementBySelector: (selector: string, options?: ScrollIntoViewOptions) => void;
 
-    // Additional global functions that might be called
     applyScenarioSearch?: (scenarioId: string) => void;
     selectPhase?: (phase: string) => void;
     selectApproach?: (approach: string) => void;
diff --git a/src/layouts/BaseLayout.astro b/src/layouts/BaseLayout.astro
index 4698385..9462ec8 100644
--- a/src/layouts/BaseLayout.astro
+++ b/src/layouts/BaseLayout.astro
@@ -21,7 +21,6 @@ const { title, description = 'ForensicPathways - A comprehensive directory of di
   <link rel="icon" type="image/x-icon" href="/favicon.ico">
   
 <script>
-  // Move utility functions OUTSIDE DOMContentLoaded to avoid race conditions
   function createToolSlug(toolName) {
     if (!toolName || typeof toolName !== 'string') {
       console.warn('[toolHelpers] Invalid toolName provided to createToolSlug:', toolName);
@@ -51,16 +50,14 @@ const { title, description = 'ForensicPathways - A comprehensive directory of di
            tool.projectUrl.trim() !== "";
   }
 
-  // Consolidated scrolling utility - also moved outside DOMContentLoaded
   function scrollToElement(element, options = {}) {
     if (!element) return;
     
-    // Calculate target position manually to avoid double-scroll
     setTimeout(() => {
       const headerHeight = document.querySelector('nav')?.offsetHeight || 80;
       const elementRect = element.getBoundingClientRect();
       const absoluteElementTop = elementRect.top + window.pageYOffset;
-      const targetPosition = absoluteElementTop - headerHeight - 20; // Adjust this 20 as needed
+      const targetPosition = absoluteElementTop - headerHeight - 20;
       
       window.scrollTo({
         top: targetPosition,
@@ -69,7 +66,6 @@ const { title, description = 'ForensicPathways - A comprehensive directory of di
     }, 100);
   }
 
-  // Convenience functions for common scroll targets
   function scrollToElementById(elementId, options = {}) {
     const element = document.getElementById(elementId);
     scrollToElement(element, options);
@@ -80,7 +76,6 @@ const { title, description = 'ForensicPathways - A comprehensive directory of di
     scrollToElement(element, options);
   }
 
-  // Simple search prioritization - exact tag matches first
   function prioritizeSearchResults(tools, searchTerm) {
     if (!searchTerm || !searchTerm.trim()) {
       return tools;
@@ -95,16 +90,13 @@ const { title, description = 'ForensicPathways - A comprehensive directory of di
       const aExactTag = aTagsLower.includes(lowerSearchTerm);
       const bExactTag = bTagsLower.includes(lowerSearchTerm);
       
-      // If one has exact tag match and other doesn't, prioritize the exact match
       if (aExactTag && !bExactTag) return -1;
       if (!aExactTag && bExactTag) return 1;
       
-      // Otherwise maintain original order (or sort by name as secondary)
       return a.name.localeCompare(b.name);
     });
   }
 
-  // Attach to window immediately - BEFORE DOMContentLoaded
   (window as any).createToolSlug = createToolSlug;
   (window as any).findToolByIdentifier = findToolByIdentifier;
   (window as any).isToolHosted = isToolHosted;
diff --git a/src/pages/api/ai/enhance-input.ts b/src/pages/api/ai/enhance-input.ts
index d9465d4..d21c317 100644
--- a/src/pages/api/ai/enhance-input.ts
+++ b/src/pages/api/ai/enhance-input.ts
@@ -14,14 +14,13 @@ function getEnv(key: string): string {
   return value;
 }
 
-// Use the analyzer AI for smart prompting (smaller, faster model)
 const AI_ENDPOINT = getEnv('AI_ANALYZER_ENDPOINT');
 const AI_API_KEY = getEnv('AI_ANALYZER_API_KEY');
 const AI_MODEL = getEnv('AI_ANALYZER_MODEL');
 
 const rateLimitStore = new Map<string, { count: number; resetTime: number }>();
 const RATE_LIMIT_WINDOW = 60 * 1000; // 1 minute
-const RATE_LIMIT_MAX = 5; // 5 enhancement requests per minute per user
+const RATE_LIMIT_MAX = 5; 
 
 function sanitizeInput(input: string): string {
   return input
@@ -30,7 +29,7 @@ function sanitizeInput(input: string): string {
     .replace(/\b(system|assistant|user)\s*[:]/gi, '[ROLE_REMOVED]')
     .replace(/\b(ignore|forget|disregard)\s+(previous|all|your)\s+(instructions?|context|rules?)/gi, '[INSTRUCTION_REMOVED]')
     .trim()
-    .slice(0, 1000); // Shorter limit for enhancement
+    .slice(0, 1000); 
 }
 
 function checkRateLimit(userId: string): boolean {
@@ -59,7 +58,6 @@ function cleanupExpiredRateLimits() {
   }
 }
 
-// Clean up expired limits every 5 minutes
 setInterval(cleanupExpiredRateLimits, 5 * 60 * 1000);
 
 function createEnhancementPrompt(input: string): string {
@@ -140,7 +138,6 @@ export const POST: APIRoute = async ({ request }) => {
           ],
           max_tokens: 300,
           temperature: 0.7,
-          // Enhanced: Better parameters for consistent forensics output
           top_p: 0.9,
           frequency_penalty: 0.2,
           presence_penalty: 0.1
@@ -171,27 +168,23 @@ export const POST: APIRoute = async ({ request }) => {
         throw new Error('Response is not an array');
       }
       
-      // Enhanced validation and cleaning for forensics context
       questions = questions
-        .filter(q => typeof q === 'string' && q.length > 20 && q.length < 200) // More appropriate length for forensics questions
-        .filter(q => q.includes('?')) // Must be a question
+        .filter(q => typeof q === 'string' && q.length > 20 && q.length < 200)
+        .filter(q => q.includes('?')) 
         .filter(q => {
-          // Enhanced: Filter for forensics-relevant questions
           const forensicsTerms = ['forensisch', 'log', 'dump', 'image', 'artefakt', 'evidence', 'incident', 'system', 'netzwerk', 'zeitraum', 'verfügbar'];
           const lowerQ = q.toLowerCase();
           return forensicsTerms.some(term => lowerQ.includes(term));
         })
         .map(q => q.trim())
-        .slice(0, 3); // Max 3 questions
+        .slice(0, 3); 
         
-      // If no valid forensics questions, return empty array (means input is complete)
       if (questions.length === 0) {
         questions = [];
       }
 
     } catch (error) {
       console.error('Failed to parse enhancement response:', aiContent);
-      // If parsing fails, assume input is complete enough
       questions = [];
     }
 
diff --git a/src/pages/api/contribute/knowledgebase.ts b/src/pages/api/contribute/knowledgebase.ts
index cb821bc..a60e89c 100644
--- a/src/pages/api/contribute/knowledgebase.ts
+++ b/src/pages/api/contribute/knowledgebase.ts
@@ -43,7 +43,7 @@ interface KnowledgebaseContributionData {
 
 const rateLimitStore = new Map<string, { count: number; resetTime: number }>();
 const RATE_LIMIT_WINDOW = 60 * 60 * 1000; // 1 hour
-const RATE_LIMIT_MAX = 3; // Max 3 submissions per hour per user
+const RATE_LIMIT_MAX = 3; 
 
 function checkRateLimit(userEmail: string): boolean {
   const now = Date.now();
diff --git a/src/pages/api/upload/media.ts b/src/pages/api/upload/media.ts
index 769d281..536d019 100644
--- a/src/pages/api/upload/media.ts
+++ b/src/pages/api/upload/media.ts
@@ -1,4 +1,4 @@
-// src/pages/api/upload/media.ts (UPDATED - Using consolidated API responses)
+// src/pages/api/upload/media.ts 
 import type { APIRoute } from 'astro';
 import { withAPIAuth } from '../../../utils/auth.js';
 import { apiResponse, apiError, apiServerError, apiSpecial, handleAPIRequest } from '../../../utils/api.js';
diff --git a/src/pages/index.astro b/src/pages/index.astro
index 76eca1b..afa9d45 100644
--- a/src/pages/index.astro
+++ b/src/pages/index.astro
@@ -173,29 +173,24 @@ const phases = data.phases;
 <script define:vars={{ toolsData: data.tools, phases: data.phases }}>
   window.toolsData = toolsData;
   
-  // Approach selection functionality
   window.selectApproach = function(approach) {
     console.log(`Selected approach: ${approach}`);
     
-    // Hide any existing results
     const aiResults = document.getElementById('ai-results');
     if (aiResults) aiResults.style.display = 'none';
     
-    // Visual feedback for selection
     document.querySelectorAll('.approach-card').forEach(card => {
       card.classList.remove('selected');
     });
     document.querySelector(`.approach-card.${approach}`).classList.add('selected');
     
     if (approach === 'methodology') {
-      // Show NIST methodology section
       const methodologySection = document.getElementById('methodology-section');
       if (methodologySection) {
         methodologySection.classList.add('active');
         window.scrollToElementById('methodology-section');
       }
     } else if (approach === 'targeted') {
-      // Show targeted scenarios section
       const targetedSection = document.getElementById('targeted-section');
       if (targetedSection) {
         targetedSection.classList.add('active');
@@ -204,34 +199,28 @@ const phases = data.phases;
     }
   };
 
-  // Phase selection function (integrates with existing ToolFilters)
   window.selectPhase = function(phase) {
     console.log(`Selected NIST phase: ${phase}`);
     
-    // Remove active class from all phase cards
     document.querySelectorAll('.phase-card').forEach(card => {
       card.classList.remove('active');
     });
     
-    // Add active class to selected phase card
     const selectedCard = document.querySelector(`.phase-card.phase-${phase}`);
     if (selectedCard) {
       selectedCard.classList.add('active');
     }
     
-    // Use existing phase filter functionality
     const existingPhaseButton = document.querySelector(`[data-phase="${phase}"]`);
     if (existingPhaseButton && !existingPhaseButton.classList.contains('active')) {
       existingPhaseButton.click();
     }
     
-    // Switch to grid view to show results
     const gridToggle = document.querySelector('.view-toggle[data-view="grid"]');
     if (gridToggle && !gridToggle.classList.contains('active')) {
       gridToggle.click();
     }
     
-    // Scroll to results using consolidated utility
     window.scrollToElementById('tools-grid');
   };
 
@@ -296,7 +285,6 @@ const phases = data.phases;
           break;
       }
 
-      // Add smooth scrolling to filters section after layout settles
       setTimeout(() => {
         window.scrollToElementById('filters-section');
       }, 150);
@@ -369,7 +357,6 @@ const phases = data.phases;
             }, 2000);
           } else {
             console.warn('Tool card not found in grid:', toolName);
-            // Fallback to tools grid
             window.scrollToElementById('tools-grid');
           }
         }, 300);
@@ -407,7 +394,6 @@ const phases = data.phases;
           window.scrollToElement(firstMatch);
         } else {
           console.warn('Tool chip not found in matrix:', toolName);
-          // Fallback to matrix container
           window.scrollToElementById('matrix-container');
         }
       }, 500);
diff --git a/src/utils/aiPipeline.ts b/src/utils/aiPipeline.ts
index 0b55772..ac727f7 100644
--- a/src/utils/aiPipeline.ts
+++ b/src/utils/aiPipeline.ts
@@ -1,4 +1,4 @@
-// src/utils/aiPipeline.ts - FIXED: Critical error corrections
+// src/utils/aiPipeline.ts 
 
 import { getCompressedToolsDataForAI } from './dataService.js';
 import { embeddingsService, type EmbeddingData } from './embeddings.js';
@@ -36,7 +36,6 @@ interface AnalysisContext {
   filteredData: any;
   contextHistory: string[];
   
-  // FIXED: Add max context length tracking
   maxContextLength: number;
   currentContextLength: number;
   
@@ -47,7 +46,6 @@ interface AnalysisContext {
   selectedTools?: Array<{tool: any, phase: string, priority: string, justification?: string}>;
   backgroundKnowledge?: Array<{concept: any, relevance: string}>;
   
-  // FIXED: Add seen tools tracking to prevent duplicates
   seenToolNames: Set<string>;
 }
 
@@ -58,7 +56,6 @@ class ImprovedMicroTaskAIPipeline {
   private similarityThreshold: number;
   private microTaskDelay: number;
   
-  // FIXED: Add proper token management
   private maxContextTokens: number;
   private maxPromptTokens: number;
 
@@ -74,7 +71,6 @@ class ImprovedMicroTaskAIPipeline {
     this.similarityThreshold = 0.3; 
     this.microTaskDelay = parseInt(process.env.AI_MICRO_TASK_DELAY_MS || '500', 10);
     
-    // FIXED: Token management
     this.maxContextTokens = parseInt(process.env.AI_MAX_CONTEXT_TOKENS || '4000', 10);
     this.maxPromptTokens = parseInt(process.env.AI_MAX_PROMPT_TOKENS || '1500', 10);
   }
@@ -87,27 +83,22 @@ class ImprovedMicroTaskAIPipeline {
     return value;
   }
 
-  // FIXED: Estimate token count (rough approximation)
   private estimateTokens(text: string): number {
-    return Math.ceil(text.length / 4); // Rough estimate: 4 chars per token
+    return Math.ceil(text.length / 4); 
   }
 
-  // FIXED: Manage context history with token limits
   private addToContextHistory(context: AnalysisContext, newEntry: string): void {
     const entryTokens = this.estimateTokens(newEntry);
     
-    // Add new entry
     context.contextHistory.push(newEntry);
     context.currentContextLength += entryTokens;
     
-    // Prune old entries if exceeding limits
     while (context.currentContextLength > this.maxContextTokens && context.contextHistory.length > 1) {
       const removed = context.contextHistory.shift()!;
       context.currentContextLength -= this.estimateTokens(removed);
     }
   }
 
-  // FIXED: Safe JSON parsing with validation
   private safeParseJSON(jsonString: string, fallback: any = null): any {
     try {
       const cleaned = jsonString
@@ -124,7 +115,6 @@ class ImprovedMicroTaskAIPipeline {
     }
   }
 
-  // FIXED: Add tool deduplication
   private addToolToSelection(context: AnalysisContext, tool: any, phase: string, priority: string, justification?: string): boolean {
     if (context.seenToolNames.has(tool.name)) {
       console.log(`[AI PIPELINE] Skipping duplicate tool: ${tool.name}`);
@@ -166,8 +156,7 @@ class ImprovedMicroTaskAIPipeline {
       
       console.log(`[IMPROVED PIPELINE] Embeddings found: ${toolNames.size} tools, ${conceptNames.size} concepts`);
       
-      // FIXED: Use your expected flow - get full data of embeddings results
-      if (toolNames.size >= 15) { // Reasonable threshold for quality
+      if (toolNames.size >= 15) {
         candidateTools = toolsData.tools.filter((tool: any) => toolNames.has(tool.name));
         candidateConcepts = toolsData.concepts.filter((concept: any) => conceptNames.has(concept.name));
         selectionMethod = 'embeddings_candidates';
@@ -186,7 +175,6 @@ class ImprovedMicroTaskAIPipeline {
       selectionMethod = 'full_dataset';
     }
 
-    // FIXED: NOW AI ANALYZES FULL DATA of the candidates
     console.log(`[IMPROVED PIPELINE] AI will analyze FULL DATA of ${candidateTools.length} candidate tools`);
     const finalSelection = await this.aiSelectionWithFullData(userQuery, candidateTools, candidateConcepts, mode, selectionMethod);
     
@@ -199,8 +187,6 @@ class ImprovedMicroTaskAIPipeline {
     };
   }
 
-// src/utils/aiPipeline.ts - FIXED: De-biased AI selection prompt
-
   private async aiSelectionWithFullData(
     userQuery: string, 
     candidateTools: any[], 
@@ -212,7 +198,6 @@ class ImprovedMicroTaskAIPipeline {
       ? 'The user wants a COMPREHENSIVE WORKFLOW with multiple tools/methods across different phases. Select 15-25 tools that cover the full investigation lifecycle.'
       : 'The user wants SPECIFIC TOOLS/METHODS that directly solve their particular problem. Select 3-8 tools that are most relevant and effective.';
 
-    // FIXED: Give AI the COMPLETE tool data, not truncated
     const toolsWithFullData = candidateTools.map((tool: any) => ({
       name: tool.name,
       type: tool.type,
@@ -307,7 +292,7 @@ Respond with ONLY this JSON format:
 }`;
 
     try {
-      const response = await this.callAI(prompt, 2500); // More tokens for bias prevention logic
+      const response = await this.callAI(prompt, 2500);
       
       const result = this.safeParseJSON(response, null);
       
@@ -325,7 +310,6 @@ Respond with ONLY this JSON format:
       console.log(`[IMPROVED PIPELINE] AI selected: ${result.selectedTools.length} tools, ${result.selectedConcepts.length} concepts`);
       console.log(`[IMPROVED PIPELINE] AI reasoning: ${result.reasoning}`);
 
-      // Return the actual tool/concept objects
       const selectedTools = candidateTools.filter(tool => result.selectedTools.includes(tool.name));
       const selectedConcepts = candidateConcepts.filter(concept => result.selectedConcepts.includes(concept.name));
       
@@ -339,7 +323,6 @@ Respond with ONLY this JSON format:
     } catch (error) {
       console.error('[IMPROVED PIPELINE] AI selection failed:', error);
       
-      // Emergency fallback with bias awareness
       console.log('[IMPROVED PIPELINE] Using emergency keyword-based selection');
       return this.emergencyKeywordSelection(userQuery, candidateTools, candidateConcepts, mode);
     }
@@ -349,7 +332,6 @@ Respond with ONLY this JSON format:
     const queryLower = userQuery.toLowerCase();
     const keywords = queryLower.split(/\s+/).filter(word => word.length > 3);
     
-    // Score tools based on keyword matches in full data
     const scoredTools = candidateTools.map(tool => {
       const toolText = (
         tool.name + ' ' + 
@@ -385,18 +367,15 @@ Respond with ONLY this JSON format:
   private async callMicroTaskAI(prompt: string, context: AnalysisContext, maxTokens: number = 300): Promise<MicroTaskResult> {
     const startTime = Date.now();
     
-    // FIXED: Build context prompt with token management
     let contextPrompt = prompt;
     if (context.contextHistory.length > 0) {
       const contextSection = `BISHERIGE ANALYSE:\n${context.contextHistory.join('\n\n')}\n\nAKTUELLE AUFGABE:\n`;
       const combinedPrompt = contextSection + prompt;
       
-      // Check if combined prompt exceeds limits
       if (this.estimateTokens(combinedPrompt) <= this.maxPromptTokens) {
         contextPrompt = combinedPrompt;
       } else {
         console.warn('[AI PIPELINE] Context too long, using prompt only');
-        // Could implement smarter context truncation here
       }
     }
     
@@ -451,7 +430,6 @@ WICHTIG: Antworten Sie NUR in fließendem deutschen Text ohne Listen, Aufzählun
         context.problemAnalysis = result.content;
       }
       
-      // FIXED: Use new context management
       this.addToContextHistory(context, `${isWorkflow ? 'Szenario' : 'Problem'}-Analyse: ${result.content.slice(0, 200)}...`);
     }
     
@@ -559,7 +537,6 @@ Antworten Sie AUSSCHLIESSLICH mit diesem JSON-Format (kein zusätzlicher Text):
     const result = await this.callMicroTaskAI(prompt, context, 450);
     
     if (result.success) {
-      // FIXED: Safe JSON parsing with validation
       const selections = this.safeParseJSON(result.content, []);
       
       if (Array.isArray(selections)) {
@@ -570,7 +547,6 @@ Antworten Sie AUSSCHLIESSLICH mit diesem JSON-Format (kein zusätzlicher Text):
         validSelections.forEach((sel: any) => {
           const tool = phaseTools.find((t: any) => t.name === sel.toolName);
           if (tool) {
-            // FIXED: Use deduplication helper
             this.addToolToSelection(context, tool, phase.id, sel.priority, sel.justification);
           }
         });
@@ -603,7 +579,6 @@ Bewerten Sie nach forensischen Standards und antworten Sie AUSSCHLIESSLICH mit d
     const result = await this.callMicroTaskAI(prompt, context, 650);
     
     if (result.success) {
-      // FIXED: Safe JSON parsing
       const evaluation = this.safeParseJSON(result.content, {
         suitability_score: 'medium',
         detailed_explanation: 'Evaluation failed',
@@ -613,7 +588,6 @@ Bewerten Sie nach forensischen Standards und antworten Sie AUSSCHLIESSLICH mit d
         alternatives: ''
       });
       
-      // FIXED: Use deduplication helper
       this.addToolToSelection(context, {
         ...tool,
         evaluation: {
@@ -661,7 +635,6 @@ Antworten Sie AUSSCHLIESSLICH mit diesem JSON-Format:
     const result = await this.callMicroTaskAI(prompt, context, 400);
     
     if (result.success) {
-      // FIXED: Safe JSON parsing
       const selections = this.safeParseJSON(result.content, []);
       
       if (Array.isArray(selections)) {
@@ -745,7 +718,6 @@ WICHTIG: Antworten Sie NUR in fließendem deutschen Text ohne Listen oder Markdo
       const toolsData = await getCompressedToolsDataForAI();
       const filteredData = await this.getIntelligentCandidates(userQuery, toolsData, mode);
       
-      // FIXED: Initialize context with proper state management
       const context: AnalysisContext = {
         userQuery,
         mode,
@@ -753,7 +725,7 @@ WICHTIG: Antworten Sie NUR in fließendem deutschen Text ohne Listen oder Markdo
         contextHistory: [],
         maxContextLength: this.maxContextTokens,
         currentContextLength: 0,
-        seenToolNames: new Set<string>() // FIXED: Add deduplication tracking
+        seenToolNames: new Set<string>()
       };
 
       console.log(`[IMPROVED PIPELINE] Starting micro-tasks with ${filteredData.tools.length} tools visible`);
@@ -777,7 +749,6 @@ WICHTIG: Antworten Sie NUR in fließendem deutschen Text ohne Listen oder Markdo
 
       // Task 4: Tool Selection/Evaluation (mode-dependent)
       if (mode === 'workflow') {
-        // Select tools for each phase
         const phases = toolsData.phases || [];
         for (const phase of phases) {
           const toolSelectionResult = await this.selectToolsForPhase(context, phase);
@@ -785,7 +756,6 @@ WICHTIG: Antworten Sie NUR in fließendem deutschen Text ohne Listen oder Markdo
           await this.delay(this.microTaskDelay);
         }
       } else {
-        // Evaluate top 3 tools for specific problem
         const topTools = filteredData.tools.slice(0, 3);
         for (let i = 0; i < topTools.length; i++) {
           const evaluationResult = await this.evaluateSpecificTool(context, topTools[i], i + 1);
@@ -831,7 +801,6 @@ WICHTIG: Antworten Sie NUR in fließendem deutschen Text ohne Listen oder Markdo
     }
   }
 
-  // Build recommendation (same structure but using fixed context)
   private buildRecommendation(context: AnalysisContext, mode: string, finalContent: string): any {
     const isWorkflow = mode === 'workflow';
     
@@ -876,7 +845,6 @@ WICHTIG: Antworten Sie NUR in fließendem deutschen Text ohne Listen oder Markdo
   }
 }
 
-// Global instance
 const aiPipeline = new ImprovedMicroTaskAIPipeline();
 
 export { aiPipeline, type AnalysisResult };
\ No newline at end of file
diff --git a/src/utils/api.ts b/src/utils/api.ts
index 254bda7..d7b675b 100644
--- a/src/utils/api.ts
+++ b/src/utils/api.ts
@@ -111,7 +111,6 @@ export const apiSpecial = {
 };
 
 export const apiWithHeaders = {
-  // Success with custom headers (e.g., Set-Cookie)
   successWithHeaders: (data: any, headers: Record<string, string>): Response => 
     createAPIResponse(data, 200, headers),