Bookmarks Chatbot

Bookmarks Chatbot

Type
AI
Date
October 13, 2024
Notes

A Q&A Chatbot with access to my browsing bookmarks.

Status
Released
Role

Developer

huggingface.co

This chatbot has access to my browser bookmarks from 2020 to mid-2024. It covers a variety of topics I’m interested in, including Art, Technology, and Culture.

You can use it in a few ways:

  • Extract specific links. For example: "Give me the links about Ethereum"
  • Get summaries of bookmarked content. Try: "Summarize 'How to do great work' by Paul Graham"
  • Ask general questions on various topics. Like: "What goes into a typical music recording contract?"

Here's a quick rundown of how it works behind the scenes:

  • The system uses RAG (Retrieval-Augmented Generation) with a framework called Langchain. Basically, it helps the chatbot find and use relevant information.
  • The bookmarks are stored in a database called FAISS that makes searching super fast.
  • The brains of the operation is Claude 3 Haiku, a small and fast AI model by Anthropic.
  • When you ask a question, the system comes up with a few more related questions to help find the right links. It then searches the database and passes the best information to Claude to craft your answer.

Keep in mind, if the chatbot can't find good information to answer your question, it'll let you know by saying something like "I don't know" or "I can't find it." And like any AI, it might make mistakes sometimes. This is mostly a fun project I put together for my own curiosity and enjoyment. While I can't make any promises about its performance, I hope you have fun exploring and maybe discover something interesting! Enjoy!