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AI Chat Assistant

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PythonFastAPIOpenAIRedis

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.