cleanup
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3ad0d8120a
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203539
data/embeddings.json
Normal file
203539
data/embeddings.json
Normal file
File diff suppressed because it is too large
Load Diff
@ -1,7 +1,6 @@
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---
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//src/components/ToolMatrix.astro
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import { getToolsData } from '../utils/dataService.js';
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import ShareButton from './ShareButton.astro';
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const data = await getToolsData();
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@ -4,6 +4,7 @@ import { getCompressedToolsDataForAI } from './dataService.js';
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import { embeddingsService, type EmbeddingData, type SimilarityResult } from './embeddings.js';
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import { AI_PROMPTS, getPrompt } from '../config/prompts.js';
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import { isToolHosted } from './toolHelpers.js';
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import { auditService, type AuditEntry } from './auditService.js';
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import dotenv from 'dotenv';
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dotenv.config();
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@ -35,17 +36,6 @@ interface AnalysisResult {
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};
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}
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interface AuditEntry {
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timestamp: number;
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phase: string;
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action: string;
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input: any;
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output: any;
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confidence: number;
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processingTimeMs: number;
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metadata: Record<string, any>;
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}
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interface AnalysisContext {
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userQuery: string;
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mode: string;
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@ -70,7 +60,6 @@ interface AnalysisContext {
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relevance: string;
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}>;
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seenToolNames: Set<string>;
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auditTrail: AuditEntry[];
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embeddingsSimilarities: Map<string, number>;
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aiSelectedTools?: any[];
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aiSelectedConcepts?: any[];
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@ -100,10 +89,6 @@ class ImprovedMicroTaskAIPipeline {
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private softwareSelectionRatio: number;
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private maxContextTokens: number;
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private maxPromptTokens: number;
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private auditConfig: {
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enabled: boolean;
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detailLevel: string;
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};
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private confidenceConfig: {
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semanticWeight: number;
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suitabilityWeight: number;
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@ -134,11 +119,6 @@ class ImprovedMicroTaskAIPipeline {
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this.maxContextTokens = this.getEnvInt('AI_MAX_CONTEXT_TOKENS', 4000);
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this.maxPromptTokens = this.getEnvInt('AI_MAX_PROMPT_TOKENS', 1500);
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this.auditConfig = {
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enabled: process.env.FORENSIC_AUDIT_ENABLED === 'true',
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detailLevel: process.env.FORENSIC_AUDIT_DETAIL_LEVEL || 'standard'
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};
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this.confidenceConfig = {
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semanticWeight: this.getEnvFloat('CONFIDENCE_SEMANTIC_WEIGHT', 0.3),
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suitabilityWeight: this.getEnvFloat('CONFIDENCE_SUITABILITY_WEIGHT', 0.7),
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@ -147,7 +127,7 @@ class ImprovedMicroTaskAIPipeline {
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highThreshold: this.getEnvInt('CONFIDENCE_HIGH_THRESHOLD', 80)
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};
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this.logPipelineInit();
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console.log('[AI-PIPELINE] Initialized with audit service integration');
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}
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private getRequiredEnv(key: string): string {
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@ -168,12 +148,7 @@ class ImprovedMicroTaskAIPipeline {
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return value ? parseFloat(value) : defaultValue;
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}
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private logPipelineInit(): void {
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console.log('[AI-PIPELINE] Initialized with audit:', this.auditConfig.enabled);
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console.log('[AI-PIPELINE] Method/Software balance:',
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`${(this.methodSelectionRatio * 100).toFixed(0)}%/${(this.softwareSelectionRatio * 100).toFixed(0)}%`);
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}
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// SIMPLIFIED AUDIT INTEGRATION - Use auditService instead of local implementation
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private addAuditEntry(
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context: AnalysisContext,
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phase: string,
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@ -184,25 +159,7 @@ class ImprovedMicroTaskAIPipeline {
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startTime: number,
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metadata: Record<string, any> = {}
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): void {
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if (!this.auditConfig.enabled) return;
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const entry: AuditEntry = {
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timestamp: Date.now(),
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phase,
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action,
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input,
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output,
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confidence: Math.round(confidence),
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processingTimeMs: Date.now() - startTime,
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metadata
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};
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context.auditTrail.push(entry);
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this.logAuditEntry(phase, action, confidence, entry.processingTimeMs);
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}
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private logAuditEntry(phase: string, action: string, confidence: number, timeMs: number): void {
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console.log(`[AUDIT] ${phase}/${action}: ${confidence}% confidence, ${timeMs}ms`);
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auditService.addEntry(phase, action, input, output, confidence, startTime, metadata);
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}
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private calculateSelectionConfidence(result: any, candidateCount: number): number {
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@ -474,7 +431,6 @@ class ImprovedMicroTaskAIPipeline {
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selectionMethod = 'full_dataset';
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}
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if (this.auditConfig.enabled) {
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this.addAuditEntry(
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context,
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'retrieval',
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@ -491,7 +447,6 @@ class ImprovedMicroTaskAIPipeline {
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embeddingsStart,
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{ selectionMethod, embeddingsEnabled: true }
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);
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}
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} else {
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console.log('[AI-PIPELINE] Embeddings disabled, using full dataset');
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candidateTools = toolsData.tools;
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@ -599,7 +554,6 @@ class ImprovedMicroTaskAIPipeline {
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if (!result || !Array.isArray(result.selectedTools) || !Array.isArray(result.selectedConcepts)) {
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console.error('[AI-PIPELINE] AI selection returned invalid structure');
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if (this.auditConfig.enabled) {
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this.addAuditEntry(
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context,
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'selection',
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@ -610,7 +564,6 @@ class ImprovedMicroTaskAIPipeline {
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selectionStart,
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{ aiModel: this.config.model, selectionMethod }
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);
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}
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throw new Error('AI selection failed to return valid tool and concept selection');
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}
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@ -636,7 +589,6 @@ class ImprovedMicroTaskAIPipeline {
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console.log('[AI-PIPELINE] AI selected:', selectedMethods.length, 'methods,', selectedSoftware.length, 'software,', selectedConcepts.length, 'concepts');
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if (this.auditConfig.enabled) {
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const confidence = this.calculateSelectionConfidence(result, candidateTools.length + candidateConcepts.length);
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this.addAuditEntry(
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@ -655,14 +607,12 @@ class ImprovedMicroTaskAIPipeline {
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selectionStart,
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{ aiModel: this.config.model, selectionMethod }
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);
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}
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return { selectedTools, selectedConcepts };
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} catch (error) {
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console.error('[AI-PIPELINE] AI selection failed:', error);
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if (this.auditConfig.enabled) {
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this.addAuditEntry(
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context,
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'selection',
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@ -673,7 +623,6 @@ class ImprovedMicroTaskAIPipeline {
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selectionStart,
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{ aiModel: this.config.model, selectionMethod }
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);
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}
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throw error;
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}
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}
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@ -1371,6 +1320,9 @@ class ImprovedMicroTaskAIPipeline {
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console.log('[AI-PIPELINE] Starting', mode, 'query processing');
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// CLEAR AUDIT TRAIL for new analysis
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auditService.clearAuditTrail();
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try {
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const toolsData = await getCompressedToolsDataForAI();
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@ -1382,7 +1334,6 @@ class ImprovedMicroTaskAIPipeline {
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maxContextLength: this.maxContextTokens,
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currentContextLength: 0,
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seenToolNames: new Set<string>(),
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auditTrail: [],
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embeddingsSimilarities: new Map<string, number>(),
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aiSelectedTools: [],
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aiSelectedConcepts: []
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@ -1410,7 +1361,7 @@ class ImprovedMicroTaskAIPipeline {
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{ candidateTools: filteredData.tools.length, candidateConcepts: filteredData.concepts.length },
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90,
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startTime,
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{ auditEnabled: this.auditConfig.enabled }
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{ auditEnabled: auditService.isEnabled() }
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);
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const analysisResult = await this.analyzeScenario(context);
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@ -1459,7 +1410,7 @@ class ImprovedMicroTaskAIPipeline {
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'completion',
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'pipeline-end',
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{ completedTasks: completeTasks, failedTasks },
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{ finalRecommendation: !!recommendation, auditEntriesGenerated: context.auditTrail.length },
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{ finalRecommendation: !!recommendation, auditEntriesGenerated: auditService.getCurrentAuditTrail().length },
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completeTasks > failedTasks ? 85 : 60,
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startTime,
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{ totalProcessingTimeMs: Date.now() - startTime }
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@ -1477,10 +1428,13 @@ class ImprovedMicroTaskAIPipeline {
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console.log('[AI-PIPELINE] Processing complete. Tasks completed:', completeTasks, 'failed:', failedTasks);
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// FINALIZE AUDIT TRAIL and get final trail
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const finalAuditTrail = auditService.finalizeAuditTrail();
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return {
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recommendation: {
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...recommendation,
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auditTrail: this.auditConfig.enabled ? context.auditTrail : undefined
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auditTrail: auditService.isEnabled() ? finalAuditTrail : undefined
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},
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processingStats
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};
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@ -1522,8 +1476,6 @@ class ImprovedMicroTaskAIPipeline {
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})) || []
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};
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const processedAuditTrail = this.auditConfig.enabled && context.auditTrail ? context.auditTrail : [];
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if (isWorkflow) {
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const recommendedToolsWithConfidence = context.selectedTools?.map((st: any) => {
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const confidence = this.calculateRecommendationConfidence(
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@ -1565,8 +1517,7 @@ class ImprovedMicroTaskAIPipeline {
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return {
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...base,
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recommended_tools: recommendedToolsWithConfidence,
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workflow_suggestion: finalContent,
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auditTrail: processedAuditTrail
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workflow_suggestion: finalContent
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};
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} else {
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const recommendedToolsWithConfidence = context.selectedTools?.map((st: any) => {
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@ -1610,8 +1561,7 @@ class ImprovedMicroTaskAIPipeline {
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return {
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...base,
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recommended_tools: recommendedToolsWithConfidence,
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additional_considerations: finalContent,
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auditTrail: processedAuditTrail
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additional_considerations: finalContent
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};
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}
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}
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@ -11,7 +11,8 @@ function env(key: string, fallback: string | undefined = undefined): string | un
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return fallback;
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}
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interface AuditEntry {
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// CONSOLIDATED AUDIT INTERFACES - Single source of truth
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export interface AuditEntry {
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timestamp: number;
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phase: string;
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action: string;
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@ -40,7 +41,7 @@ interface CompressedAuditEntry {
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metadata: Record<string, any>;
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}
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interface ProcessedAuditTrail {
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export interface ProcessedAuditTrail {
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totalTime: number;
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avgConfidence: number;
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stepCount: number;
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@ -63,7 +64,7 @@ interface ProcessedAuditTrail {
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class AuditService {
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private config: AuditConfig;
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private tempEntries: AuditEntry[] = [];
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private activeAuditTrail: AuditEntry[] = [];
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private readonly phaseConfig = {
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'initialization': { icon: '🚀', displayName: 'Initialisierung' },
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@ -83,11 +84,16 @@ class AuditService {
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'tool-evaluation': 'Tool-Bewertung erstellt',
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'background-knowledge-selection': 'Hintergrundwissen ausgewählt',
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'confidence-scoring': 'Vertrauenswertung berechnet',
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'phase-completion': 'Phasenergänzung durchgeführt',
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'pipeline-end': 'Analyse abgeschlossen'
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};
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constructor() {
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this.config = this.loadConfig();
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console.log('[AUDIT-SERVICE] Initialized:', {
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enabled: this.config.enabled,
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detailLevel: this.config.detailLevel
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});
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}
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private loadConfig(): AuditConfig {
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@ -96,14 +102,6 @@ class AuditService {
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const retentionHours = parseInt(env('FORENSIC_AUDIT_RETENTION_HOURS', '72') || '72', 10);
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const maxEntries = parseInt(env('FORENSIC_AUDIT_MAX_ENTRIES', '50') || '50', 10);
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console.log('[AUDIT SERVICE] Configuration loaded:', {
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enabled: enabledFlag === 'true',
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detailLevel,
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retentionHours,
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maxEntries,
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context: typeof process !== 'undefined' ? 'server' : 'client'
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});
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return {
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enabled: enabledFlag === 'true',
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detailLevel,
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@ -112,6 +110,7 @@ class AuditService {
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};
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}
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// CONSOLIDATED AUDIT ENTRY CREATION - Single method for all audit operations
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addEntry(
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phase: string,
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action: string,
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@ -134,35 +133,44 @@ class AuditService {
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metadata
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};
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this.tempEntries.push(entry);
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console.log(`[AUDIT] ${phase}/${action}: ${confidence}% confidence, ${entry.processingTimeMs}ms`);
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this.activeAuditTrail.push(entry);
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console.log(`[AUDIT-SERVICE] ${phase}/${action}: ${confidence}% confidence, ${entry.processingTimeMs}ms`);
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}
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mergeAndClear(auditTrail: AuditEntry[]): void {
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if (!this.config.enabled || this.tempEntries.length === 0) return;
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auditTrail.unshift(...this.tempEntries);
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const entryCount = this.tempEntries.length;
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this.tempEntries = [];
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console.log(`[AUDIT] Merged ${entryCount} entries into audit trail`);
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// GET CURRENT AUDIT TRAIL - For integration with AI pipeline
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getCurrentAuditTrail(): AuditEntry[] {
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return [...this.activeAuditTrail];
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}
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// CLEAR AUDIT TRAIL - Start fresh for new analysis
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clearAuditTrail(): void {
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if (this.activeAuditTrail.length > 0) {
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console.log(`[AUDIT-SERVICE] Cleared ${this.activeAuditTrail.length} audit entries`);
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this.activeAuditTrail = [];
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}
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}
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// FINALIZE AUDIT TRAIL - Complete analysis and return final trail
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finalizeAuditTrail(): AuditEntry[] {
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const finalTrail = [...this.activeAuditTrail];
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console.log(`[AUDIT-SERVICE] Finalized audit trail with ${finalTrail.length} entries`);
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this.clearAuditTrail();
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return finalTrail;
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}
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processAuditTrail(rawAuditTrail: AuditEntry[]): ProcessedAuditTrail | null {
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if (!this.config.enabled) {
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console.log('[AUDIT] Service disabled, returning null');
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console.log('[AUDIT-SERVICE] Processing disabled');
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return null;
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}
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if (!rawAuditTrail || !Array.isArray(rawAuditTrail) || rawAuditTrail.length === 0) {
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console.log('[AUDIT] No audit trail data provided');
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console.log('[AUDIT-SERVICE] No audit trail data to process');
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return null;
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}
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try {
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console.log('[AUDIT] Processing', rawAuditTrail.length, 'audit entries');
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console.log(`[AUDIT-SERVICE] Processing ${rawAuditTrail.length} audit entries`);
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const totalTime = rawAuditTrail.reduce((sum, entry) => sum + (entry.processingTimeMs || 0), 0);
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const validConfidenceEntries = rawAuditTrail.filter(entry => typeof entry.confidence === 'number');
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@ -214,18 +222,18 @@ class AuditService {
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summary
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};
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console.log('[AUDIT] Successfully processed audit trail:', result);
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console.log(`[AUDIT-SERVICE] Successfully processed audit trail: ${result.phases.length} phases, ${result.avgConfidence}% avg confidence`);
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return result;
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} catch (error) {
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console.error('[AUDIT] Error processing audit trail:', error);
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console.error('[AUDIT-SERVICE] Error processing audit trail:', error);
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return null;
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}
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}
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private compressEntry(entry: AuditEntry): CompressedAuditEntry | null {
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if (!entry || typeof entry !== 'object') {
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console.warn('[AUDIT] Invalid audit entry:', entry);
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console.warn('[AUDIT-SERVICE] Invalid audit entry skipped');
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return null;
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}
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@ -241,7 +249,7 @@ class AuditService {
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metadata: entry.metadata || {}
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};
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} catch (error) {
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console.error('[AUDIT] Error compressing entry:', error);
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console.error('[AUDIT-SERVICE] Error compressing entry:', error);
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return null;
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}
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}
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@ -375,4 +383,4 @@ class AuditService {
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}
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export const auditService = new AuditService();
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export type { ProcessedAuditTrail, CompressedAuditEntry };
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export type { CompressedAuditEntry };
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