Welcome to Part 9! In previous parts, we've built a robust RAG system that processes markdown blog posts and makes them searchable through semantic embeddings. Now it's time to expand our capabilities with Docling - a powerful document processing library that…
WARNING: THESE ARE DRAFT POSTS WHICH 'ESCAPED'. It's likely much of what's below won't work; I generate these as how-to for ME and then do all the steps and get the sample app working...You've been sneaky and seen them! they'll likely be ready mid-December.…
WARNING: THESE ARE DRAFT POSTS WHICH 'ESCAPED'. It's likely much of what's below won't work; I generate these as how-to for ME and then do all the steps and get the sample app working...You've been sneaky and seen them! they'll likely be ready mid-December.…
WARNING: THESE ARE DRAFT POSTS WHICH 'ESCAPED'. It's likely much of what's below won't work; I generate these as how-to for ME and then do all the steps and get the sample app working...You've been sneaky and seen them! they'll likely be ready mid-December.…
WARNING: THESE ARE DRAFT POSTS WHICH 'ESCAPED'. It's likely much of what's below won't work; I generate these as how-to for ME and then do all the steps and get the sample app working...You've been sneaky and seen them! they'll likely be ready mid-December.…
Welcome to Part 4! We've set up our GPU (Part 2), understand embeddings and vector databases (Part 3), and have the overall architecture (Part 1). Now it's time to build the ingestion pipeline - the system that processes all your blog posts and makes them…
Welcome to Part 3! We've got our GPU stack working (Part 2), and we understand the architecture (Part 1). Now it's time to dive into the magic that makes semantic search possible: embeddings and vector databases. NOTE: This is part of my experiments with AI…
Welcome to Part 2! In Part 1, we laid out the vision for building a writing assistant that uses your blog as a knowledge base - like how lawyers use LLMs trained on case law to draft documents. Now it's time to get our hands dirty with the foundation: making…
Buckle in because this is going to be a long series! If you've been following along with this blog, you'll know I'm a bit obsessed with finding interesting ways to use LLMs and AI in practical applications. Well, I've got a new project that combines my love of…