chore: recovery checkpoint - v3.0 API successfully recovered

CRITICAL CHECKPOINT - DO NOT PUSH TO GITHUB

Recovery Status:
- Successfully recovered brainy.ts from compiled JavaScript
- All core v3.0 API methods functional (add, get, update, delete, relate, find, etc.)
- Neural subsystem intact (562KB embedded patterns, NLP working)
- Augmentation pipeline operational (20+ augmentations)
- HNSW clustering system complete
- Triple Intelligence compiled (needs constructor fix)
- Test suite validates functionality

Changes preserved:
- 898 files with changes from last 3 days
- 144,475 insertions
- All augmentation improvements
- All test coverage enhancements
- Complete v3.0 feature set

This is a LOCAL checkpoint only - contains recovered work after corruption incident.
Created backup in .backups/brainy-full-20250910-151314.tar.gz

Branch: recovery-checkpoint-20250910-151433
Date: Wed Sep 10 03:18:04 PM PDT 2025

.recovery-workspace/dist-backup-20250910-141917/cortex/neuralImport.d.ts

@@ -0,0 +1,145 @@
+/**
+ * Neural Import - Atomic Age AI-Powered Data Understanding System
+ *
+ * 🧠 Leveraging the brain-in-jar to understand and automatically structure data
+ * ⚛️ Complete with confidence scoring and relationship weight calculation
+ */
+import { Brainy } from '../brainy.js';
+export interface NeuralAnalysisResult {
+    detectedEntities: DetectedEntity[];
+    detectedRelationships: DetectedRelationship[];
+    confidence: number;
+    insights: NeuralInsight[];
+    preview: ProcessedData[];
+}
+export interface DetectedEntity {
+    originalData: any;
+    nounType: string;
+    confidence: number;
+    suggestedId: string;
+    reasoning: string;
+    alternativeTypes: Array<{
+        type: string;
+        confidence: number;
+    }>;
+}
+export interface DetectedRelationship {
+    sourceId: string;
+    targetId: string;
+    verbType: string;
+    confidence: number;
+    weight: number;
+    reasoning: string;
+    context: string;
+    metadata?: Record<string, any>;
+}
+export interface NeuralInsight {
+    type: 'hierarchy' | 'cluster' | 'pattern' | 'anomaly' | 'opportunity';
+    description: string;
+    confidence: number;
+    affectedEntities: string[];
+    recommendation?: string;
+}
+export interface ProcessedData {
+    id: string;
+    nounType: string;
+    data: any;
+    relationships: Array<{
+        target: string;
+        verbType: string;
+        weight: number;
+        confidence: number;
+    }>;
+}
+export interface NeuralImportOptions {
+    confidenceThreshold: number;
+    autoApply: boolean;
+    enableWeights: boolean;
+    previewOnly: boolean;
+    validateOnly: boolean;
+    categoryFilter?: string[];
+    skipDuplicates: boolean;
+}
+/**
+ * Neural Import Engine - The Brain Behind the Analysis
+ */
+export declare class NeuralImport {
+    private brainy;
+    private colors;
+    private emojis;
+    constructor(brainy: Brainy);
+    /**
+     * Main Neural Import Function - The Master Controller
+     */
+    neuralImport(filePath: string, options?: Partial<NeuralImportOptions>): Promise<NeuralAnalysisResult>;
+    /**
+     * Parse file based on extension
+     */
+    private parseFile;
+    /**
+     * Basic CSV parser
+     */
+    private parseCSV;
+    /**
+     * Neural Entity Detection - The Core AI Engine
+     */
+    private detectEntitiesWithNeuralAnalysis;
+    /**
+     * Calculate entity type confidence using AI
+     */
+    private calculateEntityTypeConfidence;
+    /**
+     * Field-based confidence calculation
+     */
+    private calculateFieldBasedConfidence;
+    /**
+     * Pattern-based confidence calculation
+     */
+    private calculatePatternBasedConfidence;
+    /**
+     * Generate reasoning for entity type selection
+     */
+    private generateEntityReasoning;
+    /**
+     * Neural Relationship Detection
+     */
+    private detectRelationshipsWithNeuralAnalysis;
+    /**
+     * Calculate relationship confidence
+     */
+    private calculateRelationshipConfidence;
+    /**
+     * Calculate relationship weight/strength
+     */
+    private calculateRelationshipWeight;
+    /**
+     * Generate Neural Insights - The Intelligence Layer
+     */
+    private generateNeuralInsights;
+    /**
+     * Display Neural Analysis Results
+     */
+    private displayNeuralAnalysisResults;
+    /**
+     * Helper methods for the neural system
+     */
+    private extractMainText;
+    private generateSmartId;
+    private extractRelationshipContext;
+    private calculateTypeCompatibility;
+    private getVerbSpecificity;
+    private getRelevantFields;
+    private getMatchedPatterns;
+    private pruneRelationships;
+    private detectHierarchies;
+    private detectClusters;
+    private detectPatterns;
+    private summarizeEntities;
+    private summarizeRelationships;
+    private calculateOverallConfidence;
+    private generatePreview;
+    private confirmNeuralImport;
+    private executeNeuralImport;
+    private generateRelationshipReasoning;
+    private extractRelationshipMetadata;
+}