Project 10Q Inference

As we learned LLMs are trained on massive amounts of data so free sources such as company SEC filings are likely used. The goal of this project is to learn how to enhance an LLM with any data source you have. Even though we are using a freely available source we can still use this to highlight and supplement a weakness of LLMs. LLMs can only answer data that it has been trained on. While LLMs are being updated frequently they can be 6 months to 3 years out of date depending on the model you choose. So following along with our theme, how would an LLM have data published in a companies most recent 10-Q? In our case it will be because we provide it to the LLM as part of its prompt context.