Skip learning convoluted LLM-specific frameworks and write your first LLM application using regular Python functions and Hamilton! In this post, we'll present a containerized PDF summarizer powered by the OpenAI API. Its flow is encoded in Hamilton, which the FastAPI backend runs and exposes as an inference endpoint. The lightweight frontend uses Streamlit and exercises the backend. (GitHub repo)

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