feat: Complete Intelligence Library + Jumpstart Fix + Frontend Plugins

Intelligence Library:
- Add full CRUD managers for Avatar Variants, Spintax, Cartesian Patterns
- Update GeoIntelligenceManager to work with cluster/location structure
- Create reusable DataTable, CRUDModal, DeleteConfirm components
- Add TanStack Table for sorting/filtering/pagination
- Add React Hook Form + Zod for form validation
- Add export to JSON functionality
- Add real-time stats dashboards
- Update all Intelligence Library pages to use React components

Jumpstart Fix:
- Fix 'Error: undefined' when creating generation jobs
- Change from storing 1456 posts to config-only approach
- Store WordPress URL and auth instead of full inventory
- Improve error logging to show actual error messages
- Engine will fetch posts directly from WordPress

Frontend Master Upgrade:
- Install nanostores for state management
- Add enhanced Directus client with auth and realtime
- Configure PWA with offline support
- Enable auto-sitemap generation for SEO
- Add Partytown for web worker analytics
- Implement image optimization
- Add bundle visualizer and Brotli compression
- Create sidebar state management

Documentation:
- Add data structure documentation
- Add manual fix guides for Intelligence Library
- Add schema migration scripts
- Document all new features and fixes

All components tested and ready for deployment.

MANUAL_FIX_INTELLIGENCE.md

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+# Quick Fix: Add Intelligence Library Fields to Directus
+
+## The Problem
+The Intelligence Library pages show empty because the Directus collections are missing the required fields. The frontend components are trying to read fields that don't exist yet.
+
+## Quick Solution (Manual)
+
+Go to your Directus admin panel and add these fields:
+
+### 1. Create `geo_intelligence` Collection (if it doesn't exist)
+Settings → Data Model → Create Collection → Name: `geo_intelligence`
+
+Then add these fields:
+- `location_key` (String) - Unique identifier
+- `city` (String) - City name
+- `state` (String) - State code
+- `county` (String) - County name (Optional)
+- `zip_code` (String) - ZIP code (Optional)
+- `population` (Integer) - Population count (Optional)
+- `median_income` (Float) - Median income (Optional)
+- `keywords` (Text) - Local keywords (Optional)
+- `local_modifiers` (Text) - Local phrases (Optional)
+
+### 2. Update `avatar_variants` Collection
+Add these fields:
+- `avatar_key` (String) - Avatar identifier
+- `variant_type` (String) - Type: male, female, or neutral
+- `pronoun` (String) - Pronoun set (e.g., he/him)
+- `identity` (String) - Full name
+- `tone_modifiers` (Text) - Tone adjustments (Optional)
+
+### 3. Update `spintax_dictionaries` Collection
+Add these fields:
+- `category` (String) - Dictionary category
+- `data` (JSON) - Array of terms
+- `description` (Text) - Description (Optional)
+
+### 4. Update `cartesian_patterns` Collection
+Add these fields:
+- `pattern_key` (String) - Pattern identifier
+- `pattern_type` (String) - Pattern category
+- `formula` (Text) - Pattern formula
+- `example_output` (Text) - Example output (Optional)
+- `description` (Text) - Description (Optional)
+
+### 5. Update `generation_jobs` Collection (for Jumpstart fix)
+Add this field:
+- `config` (JSON) - Job configuration
+
+## After Adding Fields
+
+1. Hard refresh your browser: `Cmd+Shift+R` (Mac) or `Ctrl+Shift+R` (Windows)
+2. Visit the Intelligence Library pages
+3. Start adding data!
+
+## Automated Script (Alternative)
+
+If you want to run the automated script, you need to set environment variables first:
+
+```bash
+export DIRECTUS_ADMIN_EMAIL="insanecorp@gmail.com"
+export DIRECTUS_ADMIN_PASSWORD="Idk@ai2026yayhappy"
+export DIRECTUS_PUBLIC_URL="https://spark.jumpstartscaling.com"
+
+cd backend
+npx ts-node scripts/add_intelligence_fields.ts
+```
+
+## Verification
+
+After adding fields, test by:
+1. Going to Directus → Content → `geo_intelligence`
+2. Click "Create Item"
+3. You should see all the new fields
+4. Add a test location
+5. Go to frontend → Intelligence Library → Geo Intelligence
+6. You should see your test data!