No sales page could describe what actually happens in this community. I have been here since pretty much the beginning, and I upgraded to VIP the moment I saw the folder structure system. Not because it was new to me, (I had been doing something similar already.) But the way Jake explained it, the language he put to something I had been feeling but could not articulate, that was the moment I knew I just needed to see where this thing goes. What has happened since has genuinely blown me away! Not just the value Jake and the team bring, which is real and consistent. But the way the community has come together in a way that no sales page could ever describe and honestly, no one would have predicted. Here is what I know now that I did not know then: Premium is where the concepts stop being concepts. The Foundation stuff is good. It gives you the map. But Premium is where you actually learn to drive. Worked examples, production-grade templates, real-world depth. The difference between knowing how something works and knowing how to make it work for you. VIP is something different entirely. I have been in a lot of communities. A lot. And I have paid a lot of money to be in some of them. We are talking well over ten times the cost of a full year of VIP. And I did not get out of those what I get out of this. Most of them have one of two problems: either the value only exists when the founder is in the room, or the “inner circle” is just a room full of people performing expertise at each other. VIP here is neither of those things. What actually happens is a group of people who are genuinely good at different things, sitting in a room together, looking at what you are building and telling you what they actually see. No gatekeeping. No pretending. Just, “here is what I notice, here is what I would check, here is what worked when I tried something similar. Someone brings a compliance question and the person with the compliance background speaks up. Someone is stuck on positioning and the person who has been through it three times says the thing they actually needed to hear.

Dig into the weeds, before you waste time. https://huggingface.co/blog/VirtualOasis/agents-vs-workflows-en You can productionize workflows (ICM folders.... :P) But you need to have a workflow first.

Finally, we get to share our content and our community the way it should be: https://www.skool.com/cliefnotes

A great read with some links to better articles. https://huggingface.co/blog/MengkangHu/workflow-vs-agent If you are interested in Agentic workflows, and Agents as a whole understanding this theory is key.

someone in here rebuilt the same system three times in a month. felt stuck. but that's not stuck. *that's the recipe.* --- most people wont feel this. they copy a template, change the colors, call it shipped. they skipped the part where you hate your own work enough to destroy it. *that hate is the signal.* your taste is ahead of your ability. you're not a tourist. --- you're not stuck because you can't finish. you're stuck because you actually care what it looks like when it's done. that's the whole reason you're going to be good. --- i've rebuilt the same workspace a hundred times. don't mistake your reps for failures. each time i saw something i couldn't unsee. a cleaner way. something that made the last version feel like it lied to me. no one sees the versions that die. but those versions are the only reason the current one works. the rebuild loop is not a detour. it is the path. --- this is the very thing that gives you the eyes to see. and you'll need those here. cause when you're actually building, you can look at someone else's project and see where they've been. the constraints they accepted. the fights they won. *it's right there in the workflow*. that's how you know you're among good people. not because they post wins. because they have a folder full of versions that didn't make it. and you know exactly what that means. --- you're not stuck. you're exactly where you're supposed to be. keep breaking it.