Jev is MASSIVE for what we are building here. Essentially a model that can only do three things, yes or no decisions, scoring, or classifying. And all of that without using a major foundational model and burning tokens. Has anybody else been applying this to their workflows? I’m really excited to hear from Jake if you are using Jev.

You can now leave reviews on the about page (only paying members which is a little annoying but that's Skool settings not mine) It would seem there is a review page, even if you may not be staying long or have gotten your fill out of the content, if I have helped in any way please leave a review by clicking on this link to help others understand what is in here! https://www.skool.com/cliefnotes/about

https://github.com/RinDig/icm-architect Most AI tools try to understand your project by stuffing as much of it as they can into one chat. That is slow, expensive, and they still miss the thing that matters: if I change this, what else breaks? The new System map form walks a repo (or a notes folder) and writes a small catalog instead: - What the pieces are — in your words and in the code’s words (“Chat” is actually called Incubator) - What is real vs leftover vs fake — so nobody builds on a feature that only exists in an old doc - If you change X, what else moves — and what looks related but is the wrong thing You do not get a 40-page audit report. You get index-card pages. A later agent opens the catalog, one card, and the file it points at. That is it. Same idea as the rest of ICM: the folder is the map. A person can open it. An agent can walk it. Nobody has to hold the whole system in their head. Ask it to “map this repo”

It’s live. Starting today, everyone in Clief Notes has access to the new Clief Notes AI. The easiest way to use it? Don’t overthink it. Ask it the question you would normally ask me. “Where should I start?” “What should I focus on next?” “Where did you talk about [topic]?” It’ll use what’s already inside Clief Notes to help answer you and point you toward the right lesson or resource when there’s something worth going deeper on. The goal isn’t to give you another AI tool to play with. It’s to make everything already inside this community easier to actually use. If you want Access to it Comment "READY" and we'll send you access to it!

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)