# Objective: Add production-ready functionality. ## Steps: 1. **User Authentication** - Integrate Auth0, Firebase, or Streamlit-Authenticator. 2. **Persistence** - Save chat history to a database (e.g., SQLite, Firebase). 3. **Rate Limiting** - Prevent abuse with `@st.experimental_fragment` or custom logic. 4. **File/Data Integration** - Allow users to upload documents for context-aware responses (e.g., PDF QA). 5. **API/Vector Database Integration** - Integrate additional APIs and/or a vectorstore to make the chatbot a field expert in a certain topic.
Objective: Add production-ready functionality.
Steps:
User Authentication
Persistence
Rate Limiting
@st.experimental_fragmentor custom logic.File/Data Integration
API/Vector Database Integration