Intros for The Connection Hub - The Vault 👤 Who I am: (name + where you're based) 🛠️ What I actually do: (the specific work — not "I'm in real estate" but "I run a 3-agent team doing residential resale in Austin") 🤖 What I'm building with AI right now: (your current project, workflow, or the thing you're stuck on) 🎯 What I'm looking for connection-wise: (pick one or two) 💡 Someone who's solved [X] 🤝 A collaborator / accountability partner 👀 Just here to learn from people in my field 🧰 Trading workflows & systems 📬 Best way to reach me: (DM here / comment / link)

Quick context: I've been building an AIOS and running my own marketing agency on it. It's heavily inspired by ICM, OKF, and the LLM Wiki work, and the through-line from all three is the same. Keep the whole business in plain, structured files instead of a vector DB, so any model can load and reason over it directly, and so the owner keeps their system rather than renting it. The core is an autonomous agent that does two things: - Onboarding: it runs a conversation that builds your folder structure and context as you talk. No time-consuming manual interview, and you get familiar with the agent from the first message. - Assistant: the same agent then teaches you the system, builds and updates your skills, runs them on demand or on a schedule, and pulls data from your connected tools. Everything is text-first. Two architecture notes: capabilities are skills you build and run rather than a fixed cast of agents, and it's provider-agnostic so it isn't tied to one model or company. I built it for my agency first, and I'm now offering it to owners in the 4 verticals I know best (agencies, home services, ecommerce, personal services), improving it with every build. Where I'd love feedback: the file-native, no-vector-DB bet, the agent-led onboarding as a pattern, and skills-as-capability vs an agent swarm. Where do you think this hits a ceiling? Happy to go deep or show a walkthrough. www.nuAIOS.com

Personally. No I don't think they did, I think the researchers are discovering what I did already ! And I'm happy they are. I would love if you all could comment, share or tag Google in this though as I would love to work with them ! Video below. https://cloud.google.com/blog/products/data-analytics/how-the-open-knowledge-format-can-improve-data-sharing

How are you guys creating a 2nd brain with claude? How are you saving the information? I keep hearing aboaut kaparthy or obsidian..im really confused about it.