diff --git a/src/components/AIQueryInterface.astro b/src/components/AIQueryInterface.astro
index 79e6455..a3452e7 100644
--- a/src/components/AIQueryInterface.astro
+++ b/src/components/AIQueryInterface.astro
@@ -1185,7 +1185,6 @@ class AIQueryInterface {
keyInsights.push('Mehrheit der Analyseschritte mit hoher Sicherheit');
}
- // Calculate meaningful insights based on response quality
const responseQualityEntries = auditTrail.filter(e =>
e.metadata?.responseConfidence && e.metadata.finalConfidence
);
@@ -1204,7 +1203,6 @@ class AIQueryInterface {
potentialIssues.push(`${lowConfidenceSteps} Analyseschritte mit niedriger Konfidenz`);
}
- // Check for truncated responses
const truncatedResponses = auditTrail.filter(e =>
e.output && typeof e.output === 'object' &&
e.output.response && e.output.response.includes('...')
@@ -1230,7 +1228,6 @@ class AIQueryInterface {
medium: mediumConfidenceSteps,
low: lowConfidenceSteps
}
- // aiTransparency removed entirely
},
analysisQuality,
keyInsights,
@@ -1339,7 +1336,6 @@ class AIQueryInterface {
const details = [];
const metadata = entry.metadata || {};
- // The backend now provides meaningful inputSummary and outputSummary
if (metadata.inputSummary && metadata.inputSummary !== 'Leer') {
details.push(`Eingabe: ${escapeHtml(metadata.inputSummary)}
`);
}
@@ -1348,12 +1344,10 @@ class AIQueryInterface {
details.push(`Ausgabe: ${escapeHtml(metadata.outputSummary)}
`);
}
- // Show meaningful reasoning (backend now avoids generic "completed with X%" messages)
if (metadata.reasoning && !metadata.reasoning.includes('completed with')) {
details.push(`Begründung: ${escapeHtml(metadata.reasoning)}
`);
}
- // Action-specific additional details
if (entry.action === 'similarity-search' && metadata.similarityScores) {
const topScores = Object.entries(metadata.similarityScores)
.sort(([,a], [,b]) => (b) - (a))
@@ -1597,11 +1591,9 @@ class AIQueryInterface {
embeddingsSimilarities: {}
};
- // Enhanced export structure with proper audit trail handling
const exportData = {
metadata: {
timestamp: new Date().toISOString(),
- version: "1.1", // Increment version for improved structure
toolsDataHash: toolsDataHash,
aiModel: aiModel,
aiParameters: aiParameters,
@@ -1609,16 +1601,13 @@ class AIQueryInterface {
mode: this.currentMode,
processingStats: processingStats,
exportedBy: 'ForensicPathways',
- auditTrailVersion: '1.1' // Track audit trail format version
},
recommendation: {
- // Export recommendation without auditTrail to avoid duplication
...this.currentRecommendation,
- auditTrail: undefined // Remove from recommendation as it's at top level
+ auditTrail: undefined
},
- auditTrail: this.currentRecommendation.auditTrail || [], // Extract to top level
+ auditTrail: this.currentRecommendation.auditTrail || [],
rawContext: rawContext,
- // Add validation checksum for integrity
checksum: this.calculateDataChecksum(this.currentRecommendation)
};
@@ -1647,7 +1636,6 @@ class AIQueryInterface {
if (!data) return 'empty';
try {
- // Simple checksum based on key data properties
const keyData = {
recommendedToolsCount: data.recommended_tools?.length || 0,
backgroundKnowledgeCount: data.background_knowledge?.length || 0,
@@ -1661,7 +1649,7 @@ class AIQueryInterface {
for (let i = 0; i < dataString.length; i++) {
const char = dataString.charCodeAt(i);
hash = ((hash << 5) - hash) + char;
- hash = hash & hash; // Convert to 32-bit integer
+ hash = hash & hash;
}
return Math.abs(hash).toString(36);
} catch (error) {
@@ -1680,14 +1668,13 @@ class AIQueryInterface {
typeof data.metadata.timestamp === 'string' &&
data.recommendation &&
typeof data.recommendation === 'object' &&
- Array.isArray(data.auditTrail) // Audit trail at top level
+ Array.isArray(data.auditTrail)
);
if (!isValid) {
return false;
}
- // Enhanced validation for audit trail structure
if (data.auditTrail.length > 0) {
const sampleEntry = data.auditTrail[0];
const hasRequiredFields = !!(
@@ -1718,10 +1705,9 @@ class AIQueryInterface {
this.showUploadedBanner(data.metadata);
- // Fix: Ensure audit trail is available in recommendation for restoreAIResults
this.currentRecommendation = {
...data.recommendation,
- auditTrail: data.auditTrail // Restore audit trail to recommendation object
+ auditTrail: data.auditTrail
};
this.showResults();
@@ -1813,7 +1799,6 @@ class AIQueryInterface {
throw new Error('Ungültiges Analyse-Dateiformat');
}
- // Store audit trail separately for restore function
this.uploadedAuditTrail = data.auditTrail;
console.log('[AI Interface] Valid previous analysis file uploaded:', {
@@ -2282,7 +2267,6 @@ class AIQueryInterface {
if (this.currentRecommendation && this.elements.results) {
this.showResults();
- // Check both locations for audit trail for backward compatibility
const auditTrail = this.currentRecommendation.auditTrail || this.uploadedAuditTrail;
if (auditTrail && Array.isArray(auditTrail) && auditTrail.length > 0) {
diff --git a/src/components/ContributionButton.astro b/src/components/ContributionButton.astro
index 5434ff6..1b1a610 100644
--- a/src/components/ContributionButton.astro
+++ b/src/components/ContributionButton.astro
@@ -1,5 +1,5 @@
---
-// src/components/ContributionButton.astro - CLEANED: Removed duplicate auth script
+// src/components/ContributionButton.astro
export interface Props {
type: 'edit' | 'new' | 'write';
toolName?: string;
diff --git a/src/components/TargetedScenarios.astro b/src/components/TargetedScenarios.astro
index 2a4eb4f..8db7a33 100644
--- a/src/components/TargetedScenarios.astro
+++ b/src/components/TargetedScenarios.astro
@@ -4,7 +4,6 @@ import { getToolsData } from '../utils/dataService.js';
const data = await getToolsData();
const scenarios = data.scenarios || [];
-// Configuration
const maxDisplayed = 9;
const displayedScenarios = scenarios.slice(0, maxDisplayed);
---
diff --git a/src/content/config.ts b/src/content/config.ts
index 32bc781..bbaede6 100644
--- a/src/content/config.ts
+++ b/src/content/config.ts
@@ -16,7 +16,7 @@ const knowledgebaseCollection = defineCollection({
tags: z.array(z.string()).default([]),
published: z.boolean().default(true),
- gated_content: z.boolean().default(false), // NEW: Gated content flag
+ gated_content: z.boolean().default(false),
})
});
diff --git a/src/pages/api/ai/embeddings-status.ts b/src/pages/api/ai/embeddings-status.ts
index 0fc5a95..1346b18 100644
--- a/src/pages/api/ai/embeddings-status.ts
+++ b/src/pages/api/ai/embeddings-status.ts
@@ -1,4 +1,4 @@
-// src/pages/api/ai/embeddings-status.ts - Updated
+// src/pages/api/ai/embeddings-status.ts
import type { APIRoute } from 'astro';
import { embeddingsService } from '../../../utils/embeddings.js';
diff --git a/src/pages/api/ai/enhance-input.ts b/src/pages/api/ai/enhance-input.ts
index 9fe7dd8..1425cd8 100644
--- a/src/pages/api/ai/enhance-input.ts
+++ b/src/pages/api/ai/enhance-input.ts
@@ -1,4 +1,4 @@
-// src/pages/api/ai/enhance-input.ts - Updated to use refactored services
+// src/pages/api/ai/enhance-input.ts
import type { APIRoute } from 'astro';
import { withAPIAuth } from '../../../utils/auth.js';
import { apiError, apiServerError, createAuthErrorResponse } from '../../../utils/api.js';
diff --git a/src/pages/api/ai/query.ts b/src/pages/api/ai/query.ts
index ade956a..1617bbb 100644
--- a/src/pages/api/ai/query.ts
+++ b/src/pages/api/ai/query.ts
@@ -1,4 +1,4 @@
-// src/pages/api/ai/query.ts - Updated to use refactored services
+// src/pages/api/ai/query.ts
import type { APIRoute } from 'astro';
import { withAPIAuth } from '../../../utils/auth.js';
import { apiError, apiServerError, createAuthErrorResponse } from '../../../utils/api.js';
diff --git a/src/pages/contribute/index.astro b/src/pages/contribute/index.astro
index c24081b..47d8e30 100644
--- a/src/pages/contribute/index.astro
+++ b/src/pages/contribute/index.astro
@@ -1,5 +1,5 @@
---
-// src/pages/contribute/index.astro - Consolidated Auth
+// src/pages/contribute/index.astro
import BaseLayout from '../../layouts/BaseLayout.astro';
import { withAuth } from '../../utils/auth.js';
diff --git a/src/utils/aiPipeline.ts b/src/utils/aiPipeline.ts
index 0e810d0..0d5614c 100644
--- a/src/utils/aiPipeline.ts
+++ b/src/utils/aiPipeline.ts
@@ -1,4 +1,4 @@
-// src/utils/aiPipeline.ts - Fixed to remove hardcoded values and improve dynamics
+// src/utils/aiPipeline.ts
import { getCompressedToolsDataForAI, getDataVersion } from './dataService.js';
import { aiService } from './aiService.js';
import { toolSelector, type SelectionContext } from './toolSelector.js';
@@ -77,7 +77,6 @@ interface PipelineContext {
}>;
seenToolNames: Set;
embeddingsSimilarities: Map;
- // Add phase metadata for dynamic phase handling
phaseMetadata?: {
phases: any[];
criticalPhaseIds: string[];
@@ -128,7 +127,6 @@ class AIPipeline {
currentContextLength: 0,
seenToolNames: new Set(),
embeddingsSimilarities: new Map(),
- // Initialize phase metadata dynamically
phaseMetadata: this.initializePhaseMetadata(toolsData.phases)
};
@@ -259,20 +257,17 @@ class AIPipeline {
};
}
- // Dynamically determine critical phases based on typical_tools or key_activities
const criticalPhaseIds = phases
.filter(phase => {
const typicalToolsCount = phase.typical_tools?.length || 0;
const keyActivitiesCount = phase.key_activities?.length || 0;
- // Consider phases with many tools or activities as critical
return typicalToolsCount >= 3 || keyActivitiesCount >= 2;
})
.map(phase => phase.id);
- // Calculate phase complexity based on metadata
const phaseComplexity = new Map();
phases.forEach(phase => {
- let complexity = 1; // Base complexity
+ let complexity = 1;
if (phase.typical_tools?.length > 5) complexity += 1;
if (phase.key_activities?.length > 3) complexity += 1;
@@ -389,7 +384,6 @@ class AIPipeline {
const moderatedTaskRelevance = this.moderateTaskRelevance(sel.taskRelevance);
const priority = this.derivePriorityFromScore(moderatedTaskRelevance);
- // Generate dynamic limitations based on context
const dynamicLimitations = this.generateDynamicLimitations(tool, phase, sel);
this.addToolToSelection(context, tool, phase.id, priority, sel.justification, moderatedTaskRelevance, dynamicLimitations);
@@ -444,18 +438,15 @@ class AIPipeline {
): number {
let confidence = 60;
- // Use dynamic phase metadata instead of hardcoded values
const isCritical = phaseMetadata?.criticalPhaseIds.includes(phaseId) || false;
const phaseComplexity = phaseMetadata?.phaseComplexity.get(phaseId) || 1;
- // Selection made
if (selectedCount > 0) {
confidence += 20;
} else {
return 30;
}
- // Selection ratio (for phases, 20-50% is reasonable)
const ratio = selectedCount / availableCount;
if (ratio >= 0.2 && ratio <= 0.5) {
confidence += 15;
@@ -463,17 +454,14 @@ class AIPipeline {
confidence += 10;
}
- // Dynamic critical phase handling
if (isCritical && selectedCount >= 2) {
confidence += 10;
}
- // Phase complexity factor
if (phaseComplexity > 2 && selectedCount >= phaseComplexity) {
confidence += 5;
}
- // Quality of selections (based on task relevance)
const avgRelevance = selections.length > 0 ?
selections.reduce((sum, s) => sum + (s.taskRelevance || 70), 0) / selections.length : 0;
@@ -489,12 +477,10 @@ class AIPipeline {
private generateDynamicLimitations(tool: any, phase: any, selection: any): string[] {
const limitations: string[] = [];
- // Add existing limitations if provided
if (selection.limitations && Array.isArray(selection.limitations)) {
limitations.push(...selection.limitations);
}
- // Generate context-aware limitations
if (tool.type === 'software' && !tool.projectUrl) {
limitations.push('Installation und Konfiguration erforderlich');
}
@@ -507,12 +493,11 @@ class AIPipeline {
limitations.push('Kommerzielle Lizenz erforderlich');
}
- // Phase-specific limitations
if (phase.id === 'acquisition' && tool.type === 'method') {
limitations.push('Sorgfältige Dokumentation für Chain of Custody erforderlich');
}
- return limitations.slice(0, 3); // Limit to 3 most relevant
+ return limitations.slice(0, 3);
}
private async processToolMode(
@@ -699,7 +684,6 @@ class AIPipeline {
moderatedTaskRelevance = this.moderateTaskRelevance(75);
}
- // Generate dynamic limitations instead of hardcoded ones
const dynamicLimitations = this.generateCompletionLimitations(tool, phase, selection);
this.addToolToSelection(
@@ -754,10 +738,8 @@ class AIPipeline {
private generateCompletionLimitations(tool: any, phase: any, selection: any): string[] {
const limitations: string[] = [];
- // Context-specific limitation for completion tools
limitations.push('Nachträgliche Ergänzung - ursprünglich nicht als Hauptmethode identifiziert');
- // Tool-specific limitations
if (tool.skillLevel === 'expert') {
limitations.push('Erfordert Expertenwissen für optimale Nutzung');
}
@@ -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`);
}
diff --git a/src/utils/auditService.ts b/src/utils/auditService.ts
index c17b857..6e3a584 100644
--- a/src/utils/auditService.ts
+++ b/src/utils/auditService.ts
@@ -1,4 +1,4 @@
-// src/utils/auditService.ts - Fixed with meaningful confidence and reasoning
+// src/utils/auditService.ts
import 'dotenv/config';
function env(key: string, fallback: string | undefined = undefined): string | undefined {
@@ -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 = {}
): 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 = {}
): 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,
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;
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,