AI Chat Assistant
A sophisticated chatbot application that goes beyond simple query-response interactions. It maintains conversation context and remembers user preferences across sessions.
System Architecture
- API Layer: FastAPI for high-performance async endpoints.
- LLM Integration: OpenAI GPT-4 API for intelligence.
- Memory Store: Redis for low-latency retrieval of conversation history.
- Vector Database: FAISS for semantic search and reliable knowledge retrieval (RAG).
Use Cases
- Customer support automation.
- Personal knowledge base querying.
- Interactive code debugging assistant.