AI assistants have great potential to automate web research and content generation. A recent work from Shao et al (STORM: Synthesis of Topic Outlines through Retrieval and Multi-perspective Question Asking) offers a new approach for web research to generate Wikipedia-style articles.
It creates wiki editor personas to ask questions about a user-provided topic and experts aided by search to answer questions about a user-provided topic. The two converse, creating an information rich corpus of questions, answer, and references. Then, use this to flesh out a wiki outline in several stages of refinement.
In this video, we show how to implement these ideas using LangGraph from scratch. In it, we create a well structured wiki focused on "Groq and the future of inference" in less than 5 minutes.
Paper:
https://arxiv.org/abs/2402.14207
Notebook:
https://github.com/langchain-ai/langgraph/blob/main/examples/storm/storm.ipynb