Over the past few months, there have been massive shifts in both AI technology itself and how people are using it. But honestly, the most important thing for anyone is figuring out the approach that works best for them. I recently had a realization: in this context, "I" am not just one single entity. Depending… Continue reading Outsourcing My Memory: How I Set Up Claude for Coding
Wow. My last post was in early May, which means there has been almost a four-month gap. Back in mid-May, I was deeply focused on the concept of sharing and using llm-wiki within a small group. I've put that idea on hold for now, though. I'll revisit that story later if the opportunity arises, but… Continue reading I’m Still Alive: A Long-Overdue Update
I've been slowly catching up with Andrej Karpathy's llm-wiki concept. Anyone currently working with AI agents probably has a question somewhere in the back of their mind: what kind of memory should you give an LLM, and how? A variety of approaches have emerged — from MEMORY.md files to RAG — but I don't think… Continue reading Andrej Karpathy’s llm-wiki
I've added a fourth member to Team Mustang. His name is Falman. With a simple prompt of about ten lines, I've set him up to assist with my ideation — a kind of brainstorming partner, if you will. I've been talking with him for a few days now, and he's been more helpful for organizing… Continue reading Ideation Partner, Falman
I think it's about time I shut down my OpenClaw server. It's been roughly two months since I first dove in during the first week of February. I believe many people, myself included, were captivated—and perhaps concerned—by two main things: first, the experience of encountering an AI that works proactively, moving beyond the chatbot format… Continue reading Is it Time to Say Goodbye to OpenClaw?
As I've mentioned briefly in a previous post, I've been building out an AI Agent Team to help me with my personal development projects. I've named them 'Team Mustang'—a nod to Fullmetal Alchemist. The current roster consists of Roy, Breda, and Hawkeye, who serve as the Planner, Generator, and Evaluator, respectively. Those of you who… Continue reading AI Agent Team vs. Single Claude Code Session
I've been setting up AI Agent Teams for a while now, mostly with a mix of curiosity and skepticism. One of those is 'Team Mustang,' a team dedicated to supporting my personal software development project. Up until last week, I was just warming up with some light toy projects and defining the roles for each… Continue reading Putting AI Agent Teams to the Test: From Toy Projects to Real-World Tasks
About three weeks ago, I threw together this "AI Diplomacy" project in a hurry just to test Claude Code's Remote Control feature. I tinkered with it for another day or two, then went on a business trip to Korea, and after that I got busy building an agent team. Before I knew it, the project… Continue reading AI Diplomacy, Part 2: Optimizing the Prototype (and Watching Tokens Burn)
Nine Discord bots in a week. Am I out of my mind? 😑 Team Mustang: Roy, Breda (planning to add 2 more)Team IMF: Ethan, Luther, Brandt, Benjii (oddly enough, "Benji" is blocked as a bot name)Team Homunculus: Wrath, Lust, Gluttony Testing AI agent teams across different purposes and environments led to... well, this situation. Right… Continue reading Nine Discord Bots in a Week: A Multi-Agent Experiment
A few days ago, I hit my weekly limit on the Claude Max Plan and was locked out of Claude for about a day. Not a huge deal for work—I could just switch to my company-provided Claude Team account. The real problem was my OpenClaw AI assistant, N.I.C.K., since I'd been running him on Sonnet… Continue reading My First (Disappointing) Weekend with Local LLM on OpenClaw
Kirin's Technology Essay 