Everyone argues about which model is best. GPT, Claude, Gemini. Almost nobody can tell you the layers their AI is actually standing on. So here is how the thing you use every day actually works. Picture it as a city. At the bottom is the land. The models. The raw intelligence. On their own they can only talk. They cannot do anything. On top of the land you get storefronts. The harnesses. These are the tools that let a model actually act. Read your files, run code, search the web, remember what happened last time. When you say you are "using AI," this is almost always the layer you are touching. Not the model. The storefront built on top of it. Here is the catch most people never feel until it bites them. The storefronts do not talk to each other. Your context, your history, your setup, none of it travels. Switch tools and you start from zero on a fresh plot of land. So the layer everyone is now chasing is the roads. The connective bit. The thing that lets your work move between tools, lets you hand it off, lets you build pipelines on top instead of babysitting one chat at a time. That is the part I want to talk about. Because you do not have to wait for someone to sell you the roads. That is ICM. We have been laying those roads out of numbered folders and plain markdown the whole time. > Your context travels between tools. Copy the folder. > Anyone can change the pipeline. Open a markdown file. > Hand the whole thing to a teammate. Send them the folder. No platform. No deploy. No lock-in. A workspace is a folder, and a folder goes anywhere. And once the road is yours, you build on it. Run stages in parallel. Have one model check another model's work. Ask two models the same question and compare. None of that needs a framework. It needs structure you can read. ICM does not do everything, and it does not pretend to. Real-time, high concurrency, fifty agents talking at once, that is a framework's job and ICM says so out loud. But most work is not fifty agents. Most work is five stages and a human who wants to see each one.

Quick story, when the community was first under 20 or so members, I had to actually hunt down the link to the skool from 2-3 frames on an instagram reel, it was a pain, but such a worthful pain 🙏 We've grown so much over just the span of a week or so, from having less than 50 members to our first milestone of 100 members, I remember telling jake this is such a good milestone, what happened next was just mind-blowing, a few days later he posted 1 reel, the much loved File architecture system. That changed everything. You might've seen me in chat a lot interacting with the community, but let's appreciate the people behind the scenes (and in front as well) who actually power clief notes. The main orchestrator: @Jake Van Clief Jake's goal from the start was never to make a profit hungry 100% automated community, I understood from day 1 that he actually spends his time (FYI, he had over a 2 hour class with 50 students as he is a university professor) engaging with the community, regardless of the amount of work he does behind the scenes, regardless of having over 400+ intro's, he manually goes through each and every 1 trying to learn about everyone in the community to the best of his abilities. We all could agree that he deserves a break, but he told me that he wasn't interested in taking one for now, regardless of how much has been done, the world keeps moving and so does he. Our big man Mathew: @Matthew Creamer Matthew may not have been interacting in the community as much, but trust me he's working so much on the BTS work which no one gets to see and unlike other "AI Gurus", he hasn't once asked for any sort of appreciation or praise, GOAT tbh. My most fav developer: @Kay K Many of you don't know Kay, but this guy has some pure awesome talent, he's made the completely free to VIP member software which helps each individual learn and understand any concept/lecture/research paper/list goes on. The level of design and architecture that he made within such a short time never fails to amaze me, amazing stuff.

Stumbled upon this which leads me to ponder why is AI free? What are your thoughts?

Last night, before bed, I picked up my phone. Old habit. Check YouTube, X, Reddit. See what I missed. Hunt for the hidden gem someone posted about AI. I put it back down without opening any of them. Not because I was tired. Because I didn't want to. And when I thought about it, I realized I haven't actually done that routine in a while. For most of us, the answer to the title question is probably the same: "Stop Building AI Agents. Use This Folder System Instead." That was two months ago. It's why most of us are here. Everything I was hunting for out there, I have now in this community. The videos that came before that were all the same. Everyone was copying each other. New model, new skill, someone's hot take on what changes everything. I kept watching because I thought the next one would be useful. It wasn't. Curious if anyone else has had this happen - where the community replaced the hunting behavior that used to eat your nights. What did you stop or start doing once you found Clief Notes?

Hey everyone, quick community update. We recently turned up the DM requirement to Level 4. I know for some people this might feel annoying, especially if you are new here and just want to connect with people, ask questions, or network. That is not something we take lightly. The reason we made this change is simple: we are trying to protect the community. We have had bots jumping in, spamming low effort comments, posting random two-letter replies, and even using other bot accounts to like their own content just to level up faster. Once they get access to DMs, the next step is usually spam, scams, fake offers, or people getting messaged privately by accounts that are not here for the right reasons. That is the part we are trying to stop. This community is not about gatekeeping information. It is the opposite. The goal is to build a connected community where people can learn from each other, share what is working, ask better questions, and grow together. We also understand that not everyone is on the same plan or in the same situation. We have members on the free tier, paid members, experienced members, and people still figuring things out. Everyone here still has a place. The Level 4 DM requirement is not meant to block real members from connecting. It is meant to make sure the people getting access to private messages are actually contributing, engaging, and showing they are here to be part of the community. The best way to level up is simple: Show up. Ask real questions. Share real thoughts Help when you can. Be part of the conversation. We want this place to stay open, helpful, and valuable without letting bots and bad actors ruin the experience for everyone else. Appreciate everyone who is here for the right reasons. Let’s keep building this the right way. We already highlighted this in @David Vogel post below. This is not going to change. If we dont protect the community now it will become very hard to deal with this later.