🎉 Complete AI-Enhanced University Portal - Ready for Production

✨ Major Features Added:
- AI Chat with conversation memory and university-specific knowledge base
- Multi-tenant university support with white-label capabilities
- Professional admin interface for knowledge base management
- Advanced database schema with Prisma ORM
- Comprehensive documentation and guides
- Modern Next.js 15 + React 19 architecture
- Bilingual support (English/Arabic)
- Role-based access control
- Real-time chat interface with loading states

🔧 Technical Improvements:
- Fixed all linter errors and TypeScript issues
- Cleaned up codebase and removed legacy files
- Added comprehensive .gitignore
- Updated README with detailed setup instructions
- Optimized database schema and migrations
- Enhanced error handling and user experience

📚 Documentation:
- AI Conversation Memory Guide
- AI Enhancement Summary
- Developer Guide
- User Guide
- Complete setup and deployment instructions

🚀 Ready for GitHub deployment and production use!

scripts/setup-ollama.sh

@@ -0,0 +1,63 @@
+#!/bin/bash
+
+echo "🚀 Setting up Ollama for University Portal AI Chat"
+
+# Check if Ollama is already installed
+if command -v ollama &> /dev/null; then
+    echo "✅ Ollama is already installed"
+else
+    echo "📥 Installing Ollama..."
+    
+    # Detect OS and install Ollama
+    if [[ "$OSTYPE" == "darwin"* ]]; then
+        # macOS
+        echo "Installing Ollama for macOS..."
+        curl -fsSL https://ollama.ai/install.sh | sh
+    elif [[ "$OSTYPE" == "linux-gnu"* ]]; then
+        # Linux
+        echo "Installing Ollama for Linux..."
+        curl -fsSL https://ollama.ai/install.sh | sh
+    elif [[ "$OSTYPE" == "msys" ]] || [[ "$OSTYPE" == "cygwin" ]]; then
+        # Windows
+        echo "For Windows, please install Ollama manually from: https://ollama.ai/download"
+        echo "After installation, run: ollama serve"
+        exit 1
+    else
+        echo "❌ Unsupported operating system: $OSTYPE"
+        echo "Please install Ollama manually from: https://ollama.ai/download"
+        exit 1
+    fi
+fi
+
+# Start Ollama service
+echo "🔄 Starting Ollama service..."
+ollama serve &
+
+# Wait a moment for the service to start
+sleep 3
+
+# Check if Ollama is running
+if curl -s http://localhost:11434/api/tags &> /dev/null; then
+    echo "✅ Ollama service is running"
+else
+    echo "❌ Failed to start Ollama service"
+    echo "Please try running 'ollama serve' manually"
+    exit 1
+fi
+
+# Pull the default model (llama2)
+echo "📦 Pulling Llama2 model (this may take a while)..."
+ollama pull llama2
+
+echo "🎉 Setup complete! Ollama is ready to use with the University Portal AI Chat."
+echo ""
+echo "To use the AI chat:"
+echo "1. Make sure Ollama is running: ollama serve"
+echo "2. Start the development server: npm run dev"
+echo "3. Click the AI chat button in the bottom-right corner of the portal"
+echo ""
+echo "Available commands:"
+echo "- Start Ollama: ollama serve"
+echo "- Stop Ollama: pkill ollama"
+echo "- List models: ollama list"
+echo "- Pull a model: ollama pull <model-name>"