SMShaik Mujtaba Hussaininmujtaba08.hashnode.dev·3d ago · 8 min readInside OKF: How the Files Actually Work(Part 3 of 5: Understanding OKF) In Part 1, we covered the shape of OKF at a high level: a folder of markdown files, each with a small metadata header. In Part 2, we made the case for why this needs t00
SMShaik Mujtaba Hussaininmujtaba08.hashnode.dev·5d ago · 6 min readWhy Can't the AI Just Already Know This Stuff?(Part 2 of 5: Understanding OKF) Every time this topic comes up, someone asks the same, completely reasonable question: "Wait — isn't this what training is for? Or fine-tuning? Why do we need a whole 00
SMShaik Mujtaba Hussaininmujtaba08.hashnode.dev·Sep 2 · 7 min readWhat Is OKF? A Simple Guide to the Open Knowledge Format(Part 1 of 5: Understanding OKF) Here's a problem you've probably run into without having a name for it. You're building something with an AI agent — maybe it's answering questions about your company'00
SMShaik Mujtaba Hussaininmujtaba08.hashnode.dev·Aug 25 · 16 min readUnderstanding AirLLM: How to Run a 70B Model on a 4GB GPU I went down a rabbit hole trying to understand AirLLM — a library that claims to run 70B+ parameter models on GPUs with as little as 4-6GB of VRAM. What started as "what is this tool" turned into a mu00
SMShaik Mujtaba Hussaininmujtaba08.hashnode.dev·Aug 19 · 10 min readOntologies, Explained Like You're Actually Confused (Not Like a Textbook)I tried to explain ontologies to someone recently, and my first attempt went wrong. They stared at me and said, essentially, "No man, not a good way of explaining. Take me there intuitively." Fair. My00
