How to prompt a "random chance" type of output without the bot being aware of state? More in description

[PaulBellow]

@curt.kennedy

Use embeddings and/or classifiers.

I agree. This thread might be helpful…

Document Sections: Better rendering of chunks for long documents

I wanted to share with the community some work I’ve been doing around Retrieval Augmented Generation (RAG) using long form documents. I’ve developed a new technique called “Document Sections” which I feel is superior to traditional techniques being employed today. Here’s an example of the chunks returned by a vector DB like Pinecone. This is the chunk output from Vectra, my local vector DB project, for a query over a small corpus of documents from the Teams AI Library I designed. [image] Th…

… embedding is a lot more work, but once it’s set-up, you can do a lot more with dynamic prompts…