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+# Reason Flow - AI Engineering Reasoning System
+
+An intelligent AI system for complex engineering reasoning with continuous learning capabilities.
+
+## Architecture
+
+- **MODEL1**: Engineering reasoning model that creates step-by-step plans
+- **QUERYMODEL**: Execution model that uses tools to carry out plans
+- **RAG Pipeline**: Document search and retrieval system
+- **6 Specialized Tools**: Query expansion, extraction, reports, web search, PDF search
+- **Feedback Loop**: Continuous learning system
+
+## Tech Stack
+
+- **Backend**: Express.js, PostgreSQL, Sequelize
+- **Frontend**: React, Socket.io
+- **AI Models**: Kimi K2 (Groq), OpenAI
+- **RAG**: LangChain, Vector Database
+- **Fine-tuning**: SFT, DPO, Correction Memory
+
+## Setup Instructions
+
+1. Install dependencies:
+```bash
+npm run install-all
+```
+
+2. Set up environment variables:
+```bash
+cp env.example .env
+# Edit .env with your API keys and database credentials
+```
+
+3. Set up database:
+```bash
+# Create PostgreSQL database
+createdb reason_flow
+```
+
+4. Start development servers:
+```bash
+npm run dev-full
+```
+
+## Project Structure
+
+```
+reason_flow/
+├── server/                 # Express.js backend
+│   ├── controllers/       # Route controllers
+│   ├── models/           # Database models
+│   ├── routes/           # API routes
+│   ├── services/         # Business logic
+│   ├── middleware/       # Custom middleware
+│   └── utils/            # Utility functions
+├── client/               # React frontend
+│   ├── src/
+│   │   ├── components/   # React components
+│   │   ├── pages/        # Page components
+│   │   ├── services/     # API services
+│   │   └── utils/        # Utility functions
+├── data/                 # Training data and documents
+├── tests/                # Test files
+└── uploads/              # File uploads
+```
+
+## Features
+
+- **Intelligent Planning**: AI generates step-by-step engineering plans
+- **Tool Execution**: Automated execution using specialized tools
+- **Document Search**: RAG-powered document retrieval
+- **Continuous Learning**: Feedback loop for model improvement
+- **Real-time Chat**: WebSocket-based communication
+- **File Upload**: Document processing and indexing
+
+## API Endpoints
+
+- `/api/health` - Health check
+- `/api/auth/*` - Authentication
+- `/api/chat/*` - Chat functionality
+- `/api/models/*` - Model management
+- `/api/documents/*` - Document management
+- `/api/feedback/*` - Feedback collection
+- `/api/tools/*` - Tool execution
+
+## Development
+
+Run tests:
+```bash
+npm test
+```
+
+Build for production:
+```bash
+npm run build
+```
+
+## License
+
+MIT