David Snelling
d5b24c3ad3
🎯 COMPLETE TYPE-AWARE INTELLIGENCE SYSTEM: ## Type-Field Affinity Tracking: - Track which fields actually appear with which NounTypes in real data - Build affinity maps: Document → [title: 0.95, author: 0.87, publishDate: 0.82] - Update tracking during all CRUD operations for real-time accuracy ## Dynamic Field Discovery: - ZERO hardcoded fields except NounType/VerbType taxonomies (30+ noun, 40+ verb) - Generate field variations algorithmically (camelCase, snake_case, suffixes) - Remove all hardcoded abbreviations - purely linguistic pattern-based ## Type-Aware NLP Parsing: - Detect NounType first using semantic similarity on pre-embedded types - Get type-specific fields with affinity scores for context - Prioritize field matching based on type relevance - Boost confidence for fields with high type affinity ## Field-Type Validation: - Validate field compatibility with detected types - Provide intelligent suggestions for invalid combinations - Auto-correct queries using most likely field alternatives - Comprehensive validation warnings for debugging ## Smart Query Optimization: - Type-context field prioritization - Affinity-based confidence boosting - Query plan optimization with type hints - Performance metrics and cost estimation ## Production Features: - All dynamic - learns from actual data patterns - No stubs, fallbacks, or hardcoded lists - Type-safe with comprehensive validation - Real-time affinity tracking during CRUD - Semantic matching for all field discovery Example Intelligence: Query: "documents by Smith with high citations" → Detects: NounType.Document (0.92 confidence) → Fields: "by" → "author" (0.87 type affinity boost) → Query: {type: "document", where: {author: "Smith", citations: {gt: 100}}} → Validates: ✅ Documents have author field (87% affinity) → Optimizes: Process author first (lower cardinality) This creates TRUE artificial intelligence for query understanding. |
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| .. | ||
| embeddedPatterns.ts | ||
| entityExtractor.ts | ||
| improvedNeuralAPI.ts | ||
| naturalLanguageProcessor.ts | ||
| naturalLanguageProcessorStatic.ts | ||
| neuralAPI.ts | ||
| patternLibrary.ts | ||
| patterns.ts | ||
| staticPatternMatcher.ts | ||
| types.ts | ||