Demo: Using Repo Prompt with o1 pro for Better Document Processing

Описание: A demo of using Repo Prompt with o1 pro. Here are some take-aways:

Repo Prompt is a new tool that helps make changes across multiple files by generating diffs, and uniquely works with o1 pro which doesn't yet have an API.
o1 pro works best with structured XML prompts containing four sections: goal, return format, warnings/caveats, and context dump.
A clever strategy is using one AI model (like GPT-4) to generate optimized prompts for another AI model (like o1 pro).
While o1 pro takes longer to process (around 3 minutes in the demo) because it tries multiple inference strategies, it can effectively summarize and distill information from large amounts of content.
Repo Prompt can be used beyond just code changes - it works well for general document processing and summarization tasks by treating the input as RAG (retrieval-augmented generation) context.

If you want to see more experiments like this, check out my website: https://mattstockton.com