SMShaik Mujtaba Hussaininmujtaba08.hashnode.dev·3d ago · 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
SMShaik Mujtaba Hussaininmujtaba08.hashnode.dev·Aug 14 · 6 min readAP2: How AI Agents Will Actually Pay for ThingsI've been reading a lot about agent protocols lately — A2A, MCP, the usual suspects — and somewhere in all of that I ran into something I hadn't really thought about before: sure, agents can now talk 00
SMShaik Mujtaba Hussaininmujtaba08.hashnode.dev·Aug 11 · 7 min readThe A2A Data Model, Traced Through a Real TaskIn the last post, we left off right after a client agent found a server agent's Agent Card and decided it was a good fit. Great — now what? What actually gets sent back and forth once two agents agree10
