fix: update all Stage 2 references to Stage 3 CANONICAL type counts

Comprehensive update of type count references from Stage 2 (31 nouns + 40 verbs)
to Stage 3 CANONICAL (42 nouns + 127 verbs) across entire codebase.

Changes (23 files):
- Core architecture: Memory tracking comments, speedup calculations
- Tests: Type count assertions, enum index expectations, memory benchmarks
- CLI: User-visible type count output
- Augmentations: Type detection comments
- Documentation: Architecture docs, guides, performance docs
- Type embeddings: Regenerated for all 169 types (338KB)

Specific updates:
- 31 → 42 (noun count): 38 occurrences
- 40 → 127 (verb count): 24 occurrences
- 124 → 168 bytes (noun array size): 5 occurrences
- 160 → 508 bytes (verb array size): 5 occurrences
- 284 → 676 bytes (total type tracking): 12 occurrences
- Enum indices updated to match Stage 3 reordering

Type embeddings regenerated:
- 42 noun embeddings (64.5 KB)
- 127 verb embeddings (194.8 KB)
- Total: 338 KB (was 108.8 KB)

All constants, arrays, and tests now consistent with Stage 3 taxonomy.

Fixes #v5.5.1-type-count-migration

src/augmentations/display/fieldPatterns.ts

@@ -23,7 +23,7 @@ export const UNIVERSAL_FIELD_PATTERNS: FieldPattern[] = [
     fields: ['firstName', 'lastName', 'fullName', 'realName'],
     displayField: 'title',
     confidence: 0.9,
-    applicableTypes: [NounType.Person, NounType.Person],
+    applicableTypes: [NounType.Person],
     transform: (value: any, context: FieldComputationContext) => {
       const { metadata } = context
       if (metadata.firstName && metadata.lastName) {
@@ -72,7 +72,7 @@ export const UNIVERSAL_FIELD_PATTERNS: FieldPattern[] = [
     fields: ['bio', 'biography', 'profile', 'about'],
     displayField: 'description',
     confidence: 0.85,
-    applicableTypes: [NounType.Person, NounType.Person]
+    applicableTypes: [NounType.Person]
   },
   {
     fields: ['content', 'text', 'body', 'message'],
@@ -105,7 +105,7 @@ export const UNIVERSAL_FIELD_PATTERNS: FieldPattern[] = [
     fields: ['role', 'position', 'jobTitle', 'occupation'],
     displayField: 'type',
     confidence: 0.8,
-    applicableTypes: [NounType.Person, NounType.Person],
+    applicableTypes: [NounType.Person],
     transform: (value: any) => String(value || 'Person')
   },
   {

src/augmentations/display/intelligentComputation.ts

@@ -1,11 +1,11 @@
 /**
  * Universal Display Augmentation - Intelligent Computation Engine
- * 
+ *
  * Leverages existing Brainy AI infrastructure for intelligent field computation:
  * - BrainyTypes for semantic type detection
- * - Neural Import patterns for field analysis  
+ * - Neural Import patterns for field analysis
  * - JSON processing utilities for field extraction
- * - Existing NounType/VerbType taxonomy (31+40 types)
+ * - Existing NounType/VerbType taxonomy (42+127 types)
  */
 
 import type { 

src/augmentations/typeMatching/brainyTypes.ts

@@ -1,9 +1,9 @@
 /**
  * BrainyTypes - Intelligent type detection using semantic embeddings
- * 
+ *
  * This module uses our existing TransformerEmbedding and similarity functions
- * to intelligently match data to our 31 noun types and 40 verb types.
- * 
+ * to intelligently match data to our 42 noun types and 127 verb types.
+ *
  * Features:
  * - Semantic similarity matching using embeddings
  * - Context-aware type detection

src/augmentations/typeMatching/intelligentTypeMatcher.ts

@@ -1,8 +1,8 @@
 /**
  * IntelligentTypeMatcher - Wrapper around BrainyTypes for testing
- * 
+ *
  * Provides intelligent type detection using semantic embeddings
- * for matching data to our 31 noun types and 40 verb types.
+ * for matching data to our 42 noun types and 127 verb types.
  */
 
 import { NounType, VerbType } from '../../types/graphTypes.js'

src/augmentations/universalDisplayAugmentation.ts

@@ -1,11 +1,11 @@
 /**
  * Universal Display Augmentation
- * 
+ *
  * 🎨 Provides intelligent display fields for any noun or verb using AI-powered analysis
- * 
+ *
  * Features:
  * - ✅ Leverages existing BrainyTypes for semantic type detection
- * - ✅ Complete icon coverage for all 31 NounTypes + 40+ VerbTypes
+ * - ✅ Complete icon coverage for all 42 NounTypes + 127 VerbTypes
  * - ✅ Zero performance impact with lazy computation and intelligent caching
  * - ✅ Perfect isolation - can be disabled, replaced, or configured
  * - ✅ Clean developer experience with zero conflicts