React

The Answering Machine is a proof-of-concept system that I built using pre-LLM natural language processing (NLP), specifically NLTK, to produce answers to questions asked about data in plain English.

Looking back, this project was a great insight into what LLMs immediately allowed that was incredibly difficult before. This project was several months of work that the openAI sdk would probably have allowed in a few weeks - and that few weeks would have been mostly frontend design and a bit of prompting.

Try it here: http://voicequery-dev.s3-website-us-west-2.amazonaws.com/ Github: https://github.com/hockenmaier/voicequery

The system uses natural language processing to produce answers to questions asked about data in plain English.