diff --git a/README.md b/README.md
index 0c98afc..f1e4075 100644
--- a/README.md
+++ b/README.md
@@ -134,45 +134,8 @@ python -c "from bot import start_bot; import asyncio; asyncio.run(start_bot())"
 
 ### Vacancies
 - `GET /vacancies` - List all vacancies
-
-## Usage Flow
-
-1. **User visits website** → Calls `GET /login`
-2. **Gets Telegram bot link** with unique token
-3. **User clicks link** → Opens Telegram bot
-4. **User sends `/start {token}`** to bot
-5. **Bot validates token** → Updates status to "success" in DB
-6. **Website polls** `GET /check-auth/{token}` → User authenticated!
-
-## Database Operations
-
-### Manual Database Operations
-
-```python
-# Test database connection
-python database/database.py
-
-# Initialize database
-python init_db.py
-
-# Drop and recreate tables (⚠️ DELETES ALL DATA)
-python init_db.py  # Choose option 2
-```
-
-### Using Database Sessions in Code
-
-```python
-from database.database import get_db, User
-from sqlalchemy import select
-from fastapi import Depends
-
-@app.get("/example")
-async def example_endpoint(db: AsyncSession = Depends(get_db)):
-    # Query users
-    result = await db.execute(select(User).where(User.status == "success"))
-    users = result.scalars().all()
-    return users
-```
+ 
+ 
 
 ## Development
 
@@ -192,57 +155,6 @@ async def example_endpoint(db: AsyncSession = Depends(get_db)):
 └── docker-compose.yml      # Docker services
 ```
 
-### Testing
-
-```bash
-# Install test dependencies
-pip install pytest pytest-asyncio httpx
-
-# Run tests
-pytest tests/ -v
-
-# Test specific file
-pytest tests/test_bot.py -v
-```
-
-## Troubleshooting
-
-### PostgreSQL Connection Issues
-```bash
-# Check if PostgreSQL is running
-docker ps | grep postgres
-
-# Check connection
-psql -h localhost -U postgres -d rag_ai_assistant
-```
-
-### MinIO Connection Issues
-```bash
-# Check if MinIO is running
-docker ps | grep minio
-
-# Access MinIO console
-open http://localhost:9001
-```
-
-### Database Migration
-```bash
-# If you need to reset the database
-python init_db.py  # Choose option 2 (reset)
-```
-
-## Production Considerations
-
-1. **Security**
-   - Change default passwords in `.env`
-   - Use environment-specific configurations
-   - Enable SSL/TLS for PostgreSQL
-   - Implement rate limiting
-
-2. **Performance**
-   - Adjust SQLAlchemy pool settings
-   - Add database indexes as needed
-   - Implement caching (Redis)
 
 3. **Monitoring**
    - Add logging