OpenAI

From IndieWeb
(Redirected from GPT)


OpenAI is the creator of many notable AI tools, both for users like ChatGPT, and APIs for developers that can be used to create a generative search index for a personal website, that at least one community member has implemented.

How To

You can create a chatbot that generates answers to questions about content on your website using OpenAI's Embeddings API and GPT models. GPT-3.5-turbo performs well for this purpose, and for a lower cost than prior generative text models offered by OpenAI.

capjamesg's implementation

I use Facebook's faiss vector store for storing the embeddings.

I then keep a JSON file that maps the index associated with each embedding in the faiss store with a record I create during data ingestion. That record includes a URL at minimum and may also include a title, a date, and other meta info.

I ingest my:

  • blog posts
  • docs from libraries I have written
  • personal wiki pages
  • breakfast and coffee wiki pages
  • readmes for all my public github repos
  • my bio
  • and some technical writing I have done

IndieWeb Examples

capjamesg

  • capjamesg has been operating a chatbot on his personal website powered by Embeddings and GPT-3.5-turbo since early March, 2023.

See Also