cleanup
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				@ -1185,7 +1185,6 @@ class AIQueryInterface {
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      keyInsights.push('Mehrheit der Analyseschritte mit hoher Sicherheit');
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    }
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    // Calculate meaningful insights based on response quality
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    const responseQualityEntries = auditTrail.filter(e => 
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      e.metadata?.responseConfidence && e.metadata.finalConfidence
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    );
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@ -1204,7 +1203,6 @@ class AIQueryInterface {
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      potentialIssues.push(`${lowConfidenceSteps} Analyseschritte mit niedriger Konfidenz`);
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    }
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    // Check for truncated responses
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    const truncatedResponses = auditTrail.filter(e => 
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      e.output && typeof e.output === 'object' && 
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      e.output.response && e.output.response.includes('...')
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@ -1230,7 +1228,6 @@ class AIQueryInterface {
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          medium: mediumConfidenceSteps, 
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          low: lowConfidenceSteps 
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        }
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        // aiTransparency removed entirely
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      },
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      analysisQuality,
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      keyInsights,
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@ -1339,7 +1336,6 @@ class AIQueryInterface {
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    const details = [];
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    const metadata = entry.metadata || {};
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    // The backend now provides meaningful inputSummary and outputSummary
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    if (metadata.inputSummary && metadata.inputSummary !== 'Leer') {
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      details.push(`<div class="detail-item"><strong>Eingabe:</strong> ${escapeHtml(metadata.inputSummary)}</div>`);
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    }
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@ -1348,12 +1344,10 @@ class AIQueryInterface {
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      details.push(`<div class="detail-item"><strong>Ausgabe:</strong> ${escapeHtml(metadata.outputSummary)}</div>`);
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    }
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    // Show meaningful reasoning (backend now avoids generic "completed with X%" messages)
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    if (metadata.reasoning && !metadata.reasoning.includes('completed with')) {
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      details.push(`<div class="detail-item"><strong>Begründung:</strong> ${escapeHtml(metadata.reasoning)}</div>`);
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    }
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    // Action-specific additional details
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    if (entry.action === 'similarity-search' && metadata.similarityScores) {
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      const topScores = Object.entries(metadata.similarityScores)
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        .sort(([,a], [,b]) => (b) - (a))
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@ -1597,11 +1591,9 @@ class AIQueryInterface {
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      embeddingsSimilarities: {}
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    };
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    // Enhanced export structure with proper audit trail handling
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    const exportData = {
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      metadata: {
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        timestamp: new Date().toISOString(),
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        version: "1.1", // Increment version for improved structure
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        toolsDataHash: toolsDataHash,
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        aiModel: aiModel,
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        aiParameters: aiParameters,
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@ -1609,16 +1601,13 @@ class AIQueryInterface {
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        mode: this.currentMode,
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        processingStats: processingStats,
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        exportedBy: 'ForensicPathways',
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        auditTrailVersion: '1.1' // Track audit trail format version
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      },
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      recommendation: {
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        // Export recommendation without auditTrail to avoid duplication
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        ...this.currentRecommendation,
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        auditTrail: undefined // Remove from recommendation as it's at top level
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        auditTrail: undefined
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      },
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      auditTrail: this.currentRecommendation.auditTrail || [], // Extract to top level
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      auditTrail: this.currentRecommendation.auditTrail || [],
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      rawContext: rawContext,
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      // Add validation checksum for integrity
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      checksum: this.calculateDataChecksum(this.currentRecommendation)
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    };
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@ -1647,7 +1636,6 @@ class AIQueryInterface {
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    if (!data) return 'empty';
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    try {
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      // Simple checksum based on key data properties
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      const keyData = {
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        recommendedToolsCount: data.recommended_tools?.length || 0,
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        backgroundKnowledgeCount: data.background_knowledge?.length || 0,
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@ -1661,7 +1649,7 @@ class AIQueryInterface {
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      for (let i = 0; i < dataString.length; i++) {
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        const char = dataString.charCodeAt(i);
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        hash = ((hash << 5) - hash) + char;
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        hash = hash & hash; // Convert to 32-bit integer
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        hash = hash & hash;
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      }
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      return Math.abs(hash).toString(36);
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    } catch (error) {
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@ -1680,14 +1668,13 @@ class AIQueryInterface {
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        typeof data.metadata.timestamp === 'string' &&
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        data.recommendation &&
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        typeof data.recommendation === 'object' &&
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        Array.isArray(data.auditTrail) // Audit trail at top level
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        Array.isArray(data.auditTrail)
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      );
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      if (!isValid) {
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        return false;
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      }
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      // Enhanced validation for audit trail structure
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      if (data.auditTrail.length > 0) {
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        const sampleEntry = data.auditTrail[0];
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        const hasRequiredFields = !!(
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@ -1718,10 +1705,9 @@ class AIQueryInterface {
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      this.showUploadedBanner(data.metadata);
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      // Fix: Ensure audit trail is available in recommendation for restoreAIResults
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      this.currentRecommendation = {
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        ...data.recommendation,
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        auditTrail: data.auditTrail // Restore audit trail to recommendation object
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        auditTrail: data.auditTrail
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      };
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      this.showResults();
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@ -1813,7 +1799,6 @@ class AIQueryInterface {
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        throw new Error('Ungültiges Analyse-Dateiformat');
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      }
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      // Store audit trail separately for restore function
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      this.uploadedAuditTrail = data.auditTrail;
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      console.log('[AI Interface] Valid previous analysis file uploaded:', {
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@ -2282,7 +2267,6 @@ class AIQueryInterface {
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    if (this.currentRecommendation && this.elements.results) {
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      this.showResults();
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      // Check both locations for audit trail for backward compatibility
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      const auditTrail = this.currentRecommendation.auditTrail || this.uploadedAuditTrail;
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      if (auditTrail && Array.isArray(auditTrail) && auditTrail.length > 0) {
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@ -1,5 +1,5 @@
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---
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// src/components/ContributionButton.astro - CLEANED: Removed duplicate auth script
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// src/components/ContributionButton.astro
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export interface Props {
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  type: 'edit' | 'new' | 'write';
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  toolName?: string;
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@ -4,7 +4,6 @@ import { getToolsData } from '../utils/dataService.js';
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const data = await getToolsData();
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const scenarios = data.scenarios || [];
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// Configuration
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const maxDisplayed = 9;
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const displayedScenarios = scenarios.slice(0, maxDisplayed);
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---
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@ -16,7 +16,7 @@ const knowledgebaseCollection = defineCollection({
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    tags: z.array(z.string()).default([]),
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    published: z.boolean().default(true),
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    gated_content: z.boolean().default(false), // NEW: Gated content flag
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    gated_content: z.boolean().default(false),
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  })
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});
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@ -1,4 +1,4 @@
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// src/pages/api/ai/embeddings-status.ts - Updated
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// src/pages/api/ai/embeddings-status.ts
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import type { APIRoute } from 'astro';
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import { embeddingsService } from '../../../utils/embeddings.js';
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@ -1,4 +1,4 @@
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// src/pages/api/ai/enhance-input.ts - Updated to use refactored services
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// src/pages/api/ai/enhance-input.ts
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import type { APIRoute } from 'astro';
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import { withAPIAuth } from '../../../utils/auth.js';
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import { apiError, apiServerError, createAuthErrorResponse } from '../../../utils/api.js';
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@ -1,4 +1,4 @@
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// src/pages/api/ai/query.ts - Updated to use refactored services
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// src/pages/api/ai/query.ts
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import type { APIRoute } from 'astro';
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import { withAPIAuth } from '../../../utils/auth.js';
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import { apiError, apiServerError, createAuthErrorResponse } from '../../../utils/api.js';
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@ -1,5 +1,5 @@
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---
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// src/pages/contribute/index.astro - Consolidated Auth
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// src/pages/contribute/index.astro
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import BaseLayout from '../../layouts/BaseLayout.astro';
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import { withAuth } from '../../utils/auth.js'; 
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@ -1,4 +1,4 @@
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// src/utils/aiPipeline.ts - Fixed to remove hardcoded values and improve dynamics
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// src/utils/aiPipeline.ts
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import { getCompressedToolsDataForAI, getDataVersion } from './dataService.js';
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import { aiService } from './aiService.js';
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import { toolSelector, type SelectionContext } from './toolSelector.js';
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@ -77,7 +77,6 @@ interface PipelineContext {
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  }>;
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  seenToolNames: Set<string>;
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  embeddingsSimilarities: Map<string, number>;
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  // Add phase metadata for dynamic phase handling
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  phaseMetadata?: {
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    phases: any[];
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    criticalPhaseIds: string[];
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@ -128,7 +127,6 @@ class AIPipeline {
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        currentContextLength: 0,
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        seenToolNames: new Set<string>(),
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        embeddingsSimilarities: new Map<string, number>(),
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        // Initialize phase metadata dynamically
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        phaseMetadata: this.initializePhaseMetadata(toolsData.phases)
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      };
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@ -259,20 +257,17 @@ class AIPipeline {
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      };
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    }
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    // Dynamically determine critical phases based on typical_tools or key_activities
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    const criticalPhaseIds = phases
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      .filter(phase => {
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        const typicalToolsCount = phase.typical_tools?.length || 0;
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        const keyActivitiesCount = phase.key_activities?.length || 0;
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        // Consider phases with many tools or activities as critical
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        return typicalToolsCount >= 3 || keyActivitiesCount >= 2;
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      })
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      .map(phase => phase.id);
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    // Calculate phase complexity based on metadata
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    const phaseComplexity = new Map<string, number>();
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    phases.forEach(phase => {
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      let complexity = 1; // Base complexity
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      let complexity = 1;
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      if (phase.typical_tools?.length > 5) complexity += 1;
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      if (phase.key_activities?.length > 3) complexity += 1;
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@ -389,7 +384,6 @@ class AIPipeline {
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          const moderatedTaskRelevance = this.moderateTaskRelevance(sel.taskRelevance);
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          const priority = this.derivePriorityFromScore(moderatedTaskRelevance);
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          // Generate dynamic limitations based on context
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          const dynamicLimitations = this.generateDynamicLimitations(tool, phase, sel);
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          this.addToolToSelection(context, tool, phase.id, priority, sel.justification, moderatedTaskRelevance, dynamicLimitations);
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@ -444,18 +438,15 @@ class AIPipeline {
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  ): number {
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    let confidence = 60;
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    // Use dynamic phase metadata instead of hardcoded values
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    const isCritical = phaseMetadata?.criticalPhaseIds.includes(phaseId) || false;
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    const phaseComplexity = phaseMetadata?.phaseComplexity.get(phaseId) || 1;
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    // Selection made
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    if (selectedCount > 0) {
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      confidence += 20;
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    } else {
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      return 30;
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    }
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    // Selection ratio (for phases, 20-50% is reasonable)
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    const ratio = selectedCount / availableCount;
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    if (ratio >= 0.2 && ratio <= 0.5) {
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      confidence += 15;
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@ -463,17 +454,14 @@ class AIPipeline {
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      confidence += 10;
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    }
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    // Dynamic critical phase handling
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    if (isCritical && selectedCount >= 2) {
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      confidence += 10;
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    }
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    // Phase complexity factor
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    if (phaseComplexity > 2 && selectedCount >= phaseComplexity) {
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      confidence += 5;
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    }
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    // Quality of selections (based on task relevance)
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    const avgRelevance = selections.length > 0 ? 
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      selections.reduce((sum, s) => sum + (s.taskRelevance || 70), 0) / selections.length : 0;
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@ -489,12 +477,10 @@ class AIPipeline {
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  private generateDynamicLimitations(tool: any, phase: any, selection: any): string[] {
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    const limitations: string[] = [];
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    // Add existing limitations if provided
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    if (selection.limitations && Array.isArray(selection.limitations)) {
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      limitations.push(...selection.limitations);
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    }
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    // Generate context-aware limitations
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    if (tool.type === 'software' && !tool.projectUrl) {
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      limitations.push('Installation und Konfiguration erforderlich');
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    }
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@ -507,12 +493,11 @@ class AIPipeline {
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      limitations.push('Kommerzielle Lizenz erforderlich');
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    }
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    // Phase-specific limitations
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    if (phase.id === 'acquisition' && tool.type === 'method') {
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      limitations.push('Sorgfältige Dokumentation für Chain of Custody erforderlich');
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    }
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    return limitations.slice(0, 3); // Limit to 3 most relevant
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    return limitations.slice(0, 3);
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  }
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  private async processToolMode(
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@ -699,7 +684,6 @@ class AIPipeline {
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          moderatedTaskRelevance = this.moderateTaskRelevance(75);
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        }
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        // Generate dynamic limitations instead of hardcoded ones
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        const dynamicLimitations = this.generateCompletionLimitations(tool, phase, selection);
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		||||
        
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		||||
        this.addToolToSelection(
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@ -754,10 +738,8 @@ class AIPipeline {
 | 
			
		||||
  private generateCompletionLimitations(tool: any, phase: any, selection: any): string[] {
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    const limitations: string[] = [];
 | 
			
		||||
    
 | 
			
		||||
    // Context-specific limitation for completion tools
 | 
			
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    limitations.push('Nachträgliche Ergänzung - ursprünglich nicht als Hauptmethode identifiziert');
 | 
			
		||||
    
 | 
			
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    // Tool-specific limitations
 | 
			
		||||
    if (tool.skillLevel === 'expert') {
 | 
			
		||||
      limitations.push('Erfordert Expertenwissen für optimale Nutzung');
 | 
			
		||||
    }
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		||||
@ -766,7 +748,6 @@ class AIPipeline {
 | 
			
		||||
      limitations.push('Zusätzliche Setup-Zeit erforderlich');
 | 
			
		||||
    }
 | 
			
		||||
    
 | 
			
		||||
    // Phase-specific context
 | 
			
		||||
    if (phase.typical_tools && !phase.typical_tools.includes(tool.name)) {
 | 
			
		||||
      limitations.push(`Nicht typisch für ${phase.name}-Phase - alternative Anwendung`);
 | 
			
		||||
    }
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@ -1,4 +1,4 @@
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// src/utils/auditService.ts - Fixed with meaningful confidence and reasoning
 | 
			
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// src/utils/auditService.ts
 | 
			
		||||
import 'dotenv/config';
 | 
			
		||||
 | 
			
		||||
function env(key: string, fallback: string | undefined = undefined): string | undefined {
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@ -85,7 +85,6 @@ class AuditService {
 | 
			
		||||
  ): void {
 | 
			
		||||
    if (!this.config.enabled) return;
 | 
			
		||||
 | 
			
		||||
    // Skip initialization and completion entries as they don't add transparency
 | 
			
		||||
    if (action === 'pipeline-start' || action === 'pipeline-end') {
 | 
			
		||||
      return;
 | 
			
		||||
    }
 | 
			
		||||
@ -152,7 +151,6 @@ class AuditService {
 | 
			
		||||
    startTime: number,
 | 
			
		||||
    metadata: Record<string, any> = {}
 | 
			
		||||
  ): void {
 | 
			
		||||
    // Calculate meaningful confidence based on selection quality
 | 
			
		||||
    const calculatedConfidence = this.calculateSelectionConfidence(
 | 
			
		||||
      selectedTools, 
 | 
			
		||||
      availableTools, 
 | 
			
		||||
@ -164,7 +162,7 @@ class AuditService {
 | 
			
		||||
      'tool-selection',
 | 
			
		||||
      'selection-decision',
 | 
			
		||||
      { 
 | 
			
		||||
        availableTools: availableTools.slice(0, 10), // Show first 10 for context
 | 
			
		||||
        availableTools: availableTools.slice(0, 10),
 | 
			
		||||
        totalAvailable: availableTools.length,
 | 
			
		||||
        selectionMethod: selectionMethod
 | 
			
		||||
      },
 | 
			
		||||
@ -191,7 +189,6 @@ class AuditService {
 | 
			
		||||
    startTime: number,
 | 
			
		||||
    metadata: Record<string, any> = {}
 | 
			
		||||
  ): void {
 | 
			
		||||
    // Only add if tools were actually added
 | 
			
		||||
    if (!addedTools || addedTools.length === 0) {
 | 
			
		||||
      console.log(`[AUDIT-SERVICE] Skipping phase completion for ${phaseId} - no tools added`);
 | 
			
		||||
      return;
 | 
			
		||||
@ -292,21 +289,18 @@ class AuditService {
 | 
			
		||||
    
 | 
			
		||||
    const selectionRatio = selectedTools.length / availableTools.length;
 | 
			
		||||
    
 | 
			
		||||
    // Good selection ratio (5-20% of available tools)
 | 
			
		||||
    if (selectionRatio >= 0.05 && selectionRatio <= 0.20) {
 | 
			
		||||
      confidence += 25;
 | 
			
		||||
    } else if (selectionRatio < 0.05) {
 | 
			
		||||
      confidence += 15; // Very selective is good
 | 
			
		||||
      confidence += 15;
 | 
			
		||||
    } else if (selectionRatio > 0.30) {
 | 
			
		||||
      confidence -= 20; // Too many tools selected
 | 
			
		||||
      confidence -= 20;
 | 
			
		||||
    }
 | 
			
		||||
    
 | 
			
		||||
    // Embeddings usage bonus
 | 
			
		||||
    if (selectionMethod.includes('embeddings')) {
 | 
			
		||||
      confidence += 15;
 | 
			
		||||
    }
 | 
			
		||||
    
 | 
			
		||||
    // Reasonable number of tools selected
 | 
			
		||||
    if (selectedTools.length >= 5 && selectedTools.length <= 25) {
 | 
			
		||||
      confidence += 10;
 | 
			
		||||
    }
 | 
			
		||||
@ -321,22 +315,18 @@ class AuditService {
 | 
			
		||||
  ): number {
 | 
			
		||||
    let confidence = 60;
 | 
			
		||||
    
 | 
			
		||||
    // Tools actually added
 | 
			
		||||
    if (addedTools.length > 0) {
 | 
			
		||||
      confidence += 20;
 | 
			
		||||
    }
 | 
			
		||||
    
 | 
			
		||||
    // Good reasoning provided
 | 
			
		||||
    if (reasoning && reasoning.length > 50) {
 | 
			
		||||
      confidence += 15;
 | 
			
		||||
    }
 | 
			
		||||
    
 | 
			
		||||
    // AI reasoning was used successfully
 | 
			
		||||
    if (metadata.aiReasoningUsed) {
 | 
			
		||||
      confidence += 10;
 | 
			
		||||
    }
 | 
			
		||||
    
 | 
			
		||||
    // Not too many tools added (indicates thoughtful selection)
 | 
			
		||||
    if (addedTools.length <= 2) {
 | 
			
		||||
      confidence += 5;
 | 
			
		||||
    }
 | 
			
		||||
@ -347,17 +337,14 @@ class AuditService {
 | 
			
		||||
  private calculateEmbeddingsConfidence(similarResults: any[], threshold: number): number {
 | 
			
		||||
    let confidence = 50;
 | 
			
		||||
    
 | 
			
		||||
    // Found relevant results
 | 
			
		||||
    if (similarResults.length > 0) {
 | 
			
		||||
      confidence += 20;
 | 
			
		||||
    }
 | 
			
		||||
    
 | 
			
		||||
    // Good number of results (not too few, not too many)
 | 
			
		||||
    if (similarResults.length >= 5 && similarResults.length <= 30) {
 | 
			
		||||
      confidence += 15;
 | 
			
		||||
    }
 | 
			
		||||
    
 | 
			
		||||
    // High similarity scores
 | 
			
		||||
    const avgSimilarity = similarResults.length > 0 ? 
 | 
			
		||||
      similarResults.reduce((sum, r) => sum + r.similarity, 0) / similarResults.length : 0;
 | 
			
		||||
    
 | 
			
		||||
@ -367,7 +354,6 @@ class AuditService {
 | 
			
		||||
      confidence += 10;
 | 
			
		||||
    }
 | 
			
		||||
    
 | 
			
		||||
    // Reasonable threshold
 | 
			
		||||
    if (threshold >= 0.3 && threshold <= 0.5) {
 | 
			
		||||
      confidence += 5;
 | 
			
		||||
    }
 | 
			
		||||
@ -378,7 +364,6 @@ class AuditService {
 | 
			
		||||
  private createSpecificSummary(data: any, action: string, type: 'input' | 'output'): string {
 | 
			
		||||
    if (!data) return 'Leer';
 | 
			
		||||
    
 | 
			
		||||
    // Action-specific summaries that show actual meaningful data
 | 
			
		||||
    switch (action) {
 | 
			
		||||
      case 'selection-decision':
 | 
			
		||||
        if (type === 'input') {
 | 
			
		||||
@ -476,7 +461,6 @@ class AuditService {
 | 
			
		||||
        }
 | 
			
		||||
    }
 | 
			
		||||
    
 | 
			
		||||
    // Enhanced fallback that shows actual key-value content instead of just "X Eigenschaften"
 | 
			
		||||
    if (typeof data === 'string') {
 | 
			
		||||
      return data.length > 100 ? data.slice(0, 100) + '...' : data;
 | 
			
		||||
    }
 | 
			
		||||
@ -491,7 +475,6 @@ class AuditService {
 | 
			
		||||
      const keys = Object.keys(data);
 | 
			
		||||
      if (keys.length === 0) return 'Leeres Objekt';
 | 
			
		||||
      
 | 
			
		||||
      // Show actual key-value pairs for small objects instead of just counting properties
 | 
			
		||||
      if (keys.length <= 2) {
 | 
			
		||||
        const pairs = keys.map(key => {
 | 
			
		||||
          const value = data[key];
 | 
			
		||||
@ -505,7 +488,6 @@ class AuditService {
 | 
			
		||||
        });
 | 
			
		||||
        return pairs.join(', ');
 | 
			
		||||
      } else {
 | 
			
		||||
        // For larger objects, show key names and some sample values
 | 
			
		||||
        const sampleKeys = keys.slice(0, 3);
 | 
			
		||||
        const sampleValues = sampleKeys.map(key => {
 | 
			
		||||
          const value = data[key];
 | 
			
		||||
@ -531,7 +513,6 @@ class AuditService {
 | 
			
		||||
    metadata: Record<string, any>, 
 | 
			
		||||
    confidence: number
 | 
			
		||||
  ): string {
 | 
			
		||||
    // Use provided reasoning if available and meaningful
 | 
			
		||||
    if (metadata.reasoning && metadata.reasoning.length > 20 && !metadata.reasoning.includes('completed with')) {
 | 
			
		||||
      return metadata.reasoning;
 | 
			
		||||
    }
 | 
			
		||||
@ -546,11 +527,9 @@ class AuditService {
 | 
			
		||||
        const totalMatches =
 | 
			
		||||
          typeof metadata.totalMatches === 'number' ? metadata.totalMatches : 0;
 | 
			
		||||
 | 
			
		||||
        // Safely narrow & cast similarityScores to a number map
 | 
			
		||||
        const scoresObj = (metadata.similarityScores ?? {}) as Record<string, number>;
 | 
			
		||||
        const scores = Object.values(scoresObj) as number[];
 | 
			
		||||
 | 
			
		||||
        // Use totalMatches if it looks sensible; otherwise fall back to scores.length
 | 
			
		||||
        const denom = totalMatches > 0 ? totalMatches : scores.length;
 | 
			
		||||
 | 
			
		||||
        const sum = scores.reduce((acc, v) => acc + (typeof v === 'number' ? v : 0), 0);
 | 
			
		||||
@ -697,9 +676,7 @@ class AuditService {
 | 
			
		||||
    return Math.min(95, Math.max(25, confidence));
 | 
			
		||||
  }
 | 
			
		||||
 | 
			
		||||
  // Additional utility methods remain the same...
 | 
			
		||||
  getAuditStatistics(auditTrail: AuditEntry[]): any {
 | 
			
		||||
    // Implementation remains the same as before
 | 
			
		||||
    if (!auditTrail || auditTrail.length === 0) {
 | 
			
		||||
      return {
 | 
			
		||||
        totalTime: 0,
 | 
			
		||||
 | 
			
		||||
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		Reference in New Issue
	
	Block a user