Good introduction to GPTs in general and a useful guide to getting a GPT to talk to your own knowledgebase via its API.Presents GPTs as a "very similar concept to ... open-source projects like Agents which LangChain, a popular framework for building LLM applications describes as ... to use a language model to choose a sequence of actions to t…

A guide to creating the "chatbot that responds to queries based on the content of uploaded PDF or Text files... built using Langchain, FAISS (Facebook AI Similarity Search... developed by Meta for efficient similarity search and clustering of dense vectors), and OpenAI’s GPT-4... found at ai-docreader.streamlit.app...".The piece first li…

"build a chatbot capable of extracting any kind of information from a set of documents ... your own Document Assistant from scratch, using GPT-3 and Langchain"Good explainer of using embeddings to get around token limits "using LangChain, which is an open-source library designed to simplify the utilization of LLMs with Chain of Thou…

"leverage ChatGPT to answer natural language questions on a variety of text repositories... [via a ]combination of embeddings, vector search, and prompt engineering...Embeddings are mathematical representations of words, phrases, or even entire documents as vectors ... sequences [with] similar meaning are “close together” in a high-dimensiona…