Great explainer of Skeleton of Thought by Tom Yeh
Skeleton of Thought RAG by hand ✍️ + Langflow. I am designing a series of exercises to teach advanced RAG techniques. This is No. 4, just in time for the Halloween! 🎃 = Series = Advanced RAG by hand ✍️ + Langflow 1. Query Rewrite RAG 2. Multi-Query RAG 3. Hyde RAG 4. Skeleton of Thought RAG more to come ... = Background = Over the past few months, I've done quite a few sketches to teach advanced RAG techniques in various webinars. I was often asked: "Your drawings help me understand the idea. But how can I implement it in practice?" I am experimenting with Langflow to see if it is the right tool to bridge the gap between my high-level drawings and practical implementations. If successful, I plan to use it in my course next semester. = Design = 1. Match my Langflow exercises to my high-level hand sketches as closely as possible 2. Keep the layout as similar across the exercises as possible, making it easy to compare them and understand their differences and similarities. 3. Make data visible in their own separate blocks, rather than embedded into other blocks as inputs and outputs. For example, query, answer, retrieved chunks, prompt template, all have their own blocks. 4. Use distinct colors to denote Retrieval 🟧, Augmented ⬛️, and Generation 🟩. #halloween #RAG #aibyhand [REPOST♻️] to share this exercise with your network!