https://vamsicyberrisk-oss.github.io/Folder-is-the-framework/ For the past few months, I’ve been dabbling with engineering AI systems — hosting local models and combining frontier-level power with local infrastructure to build pet projects. I started by building complex memory modules and RAG systems for local AI agents. While I initially leveraged folder structures, everything was messy, and I believed that building intricate memory architectures around AI models was the only way to harness them effectively. When I stumbled on Jake’s YouTube channel, it was the first time I’d heard someone talking about frameworks and software engineering principles, as opposed to whatever new AI tool was replacing yesterday’s hype. It reminded me that simplicity is the best way to solve complexity. I was immediately hooked on his videos. I realized that in my quest to understand AI better, I had gotten lost in the complexity — I’d forgotten to think in systems and frameworks. So I switched gears and started exploring simplified answers to complex problems. I took Jake’s ICM protocol, built a memory wiki, enhanced it for my own workflows, and built this framework. Today, I just want to share my process with the community. Please let me know your thoughts — I’m open to feedback and constructive criticism. git repo for the skill: https://github.com/vamsicyberrisk-oss/Folder-is-the-framework

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

The waitlist is up and seats are limited, so this is your nudge to go lock yours in. 👇 New here? Quick context. 👀 The Lyceum is Jake's live cohort program built on ICM, the methodology 35,000 people in this community are already using to get real results with AI. The short version: folders over agents. You learn the layer underneath the tools, the one that keeps working when the next model drops. Full breakdown is on the site. Here's what's inside: 🎯 Three cohorts, Technical, Business, and Creator. Same methodology, built around what you actually do. 🎥 Live sessions with Jake and a full team of instructors. ♾️ Lifetime recordings, written curriculum, and a private cohort Discord. 📜 An Eduba ICM certification you can put on your resume. And a guarantee no course makes: ✅ You leave with a working product, or the team finishes it with you. ⏳ Seats are limited and this community moves fast, so the math is not in your favor if you wait. 💡 Pricing and start dates aren't public yet. The waitlist sees them first, gives feedback on timing, and gets in before the program opens. Everything you want to know is on the page. If you already know this is for you, get on it. 🔥 👉 https://lyceum.eduba.io

New lesson and Module dropped in The Foundation. Module 0.1: Where All Of This Leads. Main video is also on YouTube. 📍This is one of my favorite videos I have ever made. It pulls the whole methodology together in one sitting and showcases a few tools my team has been building on the back end. The dialogue extraction tool Kay built, the voice-controlled Claude Code setup we ran in a live call, the full content pipeline running from one folder. 📝Watch it no matter where you are in the course. If you are brand new, it shows you where this all leads. If you have been here a while, it shows you what we have been quietly building. 🔗 Module Zero is where I will place new foundational videos as time goes on as well. 0.1: Where All Of This Leads - The Foundation · Clief Notes Comments are open. Curious which part stands out most for you.

1. Watch the intro video and introduce yourself in the intro post here 2. Start with The Foundation (free course). Concepts, folder architecture, prompting framework. Everything else builds on this. 3. Check in at the bottom of each lesson. Polls, discussion posts, other members working through the same stuff. Use them. 4. When you're ready to build real things, move to Implementation Playbooks (Level 2). When you're ready to build your own tools, Building Your Stack (Level 3). 5. Post your work. Ask questions. Help others when you can. What are you here to build?