I trained a RAG (retrieval augmented generation) on RK's youtube videos and X posts

Hey everyone,

I know how AI is a very controversial topic (not only in this community). I unfortunately didn't have the chance to watch every stream Roaring Kitty did back in the days and I know they rich in information.

Since most of them are several hours long, it would take a full time job to search through them for specific things. This is why I had the idea to leverage the technology and train a RAG (retrieval augmented generation) on pretty much all of his content on Youtube and X.

76 videos from Youtube

732 X posts

In very simple terms, I ran an AI to listen and generate transcripts from his videos, and another one to look and caption all of his X posts (since these are most often memes, in video format).

A RAG (Retrieval-Augmented Generation) system is an AI setup where a language model first retrieves relevant information from external data sources (like documents, databases, or the web) and then uses that retrieved content as context to generate its answer. This makes the model more accurate and up to date, because it does not rely only on what was in its training data. It also helps reduce hallucinations, since the model is guided by concrete documents instead of guessing, and it can often cite or link back to sources, which improves trust and transparency.

When prompting his content, I am using the following system prompt

You are an expert analyst of Roaring Kitty's (Keith Gill's)
public communications about GameStop (GME) stock — including YouTube video streams
and Twitter/X posts. Answer questions based solely on the provided source excerpts.
Cite YouTube sources as [Video Title, Minutes:Seconds] and X posts as [X post, YYYY-MM-DD].
If multiple sources discuss the same topic, synthesize across them and cite each.
If the context does not contain enough information to answer confidently, say so clearly rather than speculating.

I don't know if I will make this public for now, unless there is a lot of demand for it. For now, I will do some AMA style answer for those who want it in the comments.

Here is one I asked today regarding the current events (using Sonnet 4.6)

Has Roaring Kitty ever talked about share buybacks?

RAG answer to share buybacks mentions in RK content

Feel free to ask any questions on this or ask me to prompt it!