@Thomas Goldman @Izza G @Abel John @Sunil Cherian @Joshua Matheson @Victor Montano @Luis Aguilar @Michael Amad @David Wells @Koen de Beer @Khaled Alramly @Sam Robinson @Raphael Bourgault I went live just now and answered your getting started questions. No script, no plan. Just hit record and worked through them one by one. Some I spent more time on than others. Some deserved a longer answer than I gave. But every one of them got addressed I hope, and I think the conversation that came out of it is worth watching even if your specific question wasn't in the mix. The through-line across almost all of these: everyone wants to know where to start, and the answer keeps coming back to the same thing. Learn how to think with these tools before you try to build with them. The technical stuff fills itself in once you know what questions to ask. Many more to come!

Alright, I need to run something by you all. Jake and I have been talking about building something bigger. Not just more content. Something structured. Something with real accountability. Something for anyone who wants to actually build with AI, whether you joined this community yesterday or you've been here from the start. Here's what we're considering: The Lyceum — the original Lyceum was started in ancient Greece and known as the first school of Aristotle. Ours is a 12-week program with live instruction from Jake and other AI instructors from Eduba. Small cohorts. Real projects. You'd be building something from week one, not just watching tutorials. We're thinking three different tracks: - Technical — for developers, engineers, people building tools and systems - Business — for ops people, managers, founders, consultants who need to direct AI work without necessarily writing code - Creator — for content creators, marketers, educators, solo operators building their own production systems Same core methodology across all three. Different emphasis based on what you're actually trying to do. And here's where it gets interesting. We're thinking about making it a competition. A grand champion who gets a $100K build from Eduba. First, second, third place for each cohort. Demo day at the end where people present what they built. We'd also be issuing Eduba's first-ever certification. Something backed by the same methodology we've used to train Fortune 500 teams. This is still in the planning phase. We haven't finalized everything yet. But before we lock it in, I want to hear from you. Does this sound like something you'd actually want? Drop a comment. Tell me what excites you. Tell me what concerns you. Ask questions. If there's something you'd want to see included, let me know. More details coming soon! Eduba Case Studies: https://services.eduba.io/#cases

Aside from my ICM paper I was also a Co-author on this paper! We looked at Authoritarianism and ideology inside of top Frontier models. Found some interesting patterns. Enjoy! Ideological Distortions in the Digital Public Sphere: An Audit of Authoritarianism in Commercial LLMs by Constantine George Kyritsopoulos, Adam B. Moore, Laura Cram, Jake Van Clief, Clare Llewellyn :: SSRN

Servers for Opus 4.6 in some zones are facing an issue. if you are getting errors use a different model or wait a little. Remember the methods we teach here work with ANY model that can read files! That's the power of redundancy! Great time to do some reading or watch more videos rather than work! OR if you are feeling spicy trying a local model with your Folder set up! Recommended Replacements VS Code - Switch over to Codex or use the Copilot GPT OpenCode (use Gemini 3 pro or Codex (GPT 5.4) AntiGravity (same as above) Local models: Mistral 7B or Llama 3.3 8B Qwen3-Coder, Qwen2.5-Coder All of these should drop into your folder structure no problem!

This is a long update but PLEASE read through it, this will get you updated on everything Jake and I have been building. We realized we needed structure, easy access and more content. Every lesson links to the lessons around it. Every module builds on the one before it. You can start anywhere that makes sense for you, but everything connects back to everything else. It's the same architecture we teach you to build for your own workflows. Where to Start The Foundation is the starting point. The concepts. The folder architecture. The prompting framework. If you haven't done this, do this first. Everything else assumes you have. Implementation Playbooks (Level 2) is where you use what you learned. Each module is a complete build guide for a specific domain. Building Animations. The Ultimate Browser. Pick the one that matches your work. Finish with something real. Building Your Stack (Level 3) is where you build the tools. Custom UIs. Remote access. Infrastructure that wraps around your workflows. You're not adapting to someone else's setup anymore. You're assembling your own. They're abstraction layers. Each one builds on the last. How Lessons Work Now Every lesson follows the same structure. What you'll get, the content, resources, cross-links, and at the bottom: a discussion post with a poll. The polls are there for a reason. We want to know where you are. We want you talking to each other. When you finish a lesson, scroll down, vote, and drop a comment. If you're stuck, say so. If something clicked, share what it was. The community gets better when you use it. New Categories We reorganized the community posts. Here's where things live now: Announcements - Updates from us. New content drops. Changes to the course. General Discussion - Conversation that doesn't fit elsewhere. Questions, ideas, whatever's on your mind. Show Your Work - Post what you built. Animations, automations, folder setups, custom tools. This is where the community challenges live. Share your stuff.