Hi all 👋 Thank you for all the great content. I’ve been lurking around for a few weeks and it’s been a lot of fun to try new things. Unfortunately I can’t share any of it but I’m hoping to try one of the competitions soon. Most of my ICMs now have evolved to have roughly 3 rooms: 1. Data extraction and pre-processing 2. Data analysis and feature extraction 3. Result presentation and discussion The projects are large enough that it is starting to feel like each room needs its own coding subagent because re-usable skills don’t seem to cut it anymore: 1. Engineers : each data source gets its own CLI, each analysis implements a different research angle, each user interfaces have different taste requirements… 2. Reviewers : Looks for red flags not just in the code but also in the data and the rendering of the presentation… 3. Executors : Runs my daily pipeline fast and without polluting the context window. Most of the generic skills I find online are for software engineering; not data science. I used to think specs folders and test folders should sit at the root of my repo but now I think they should be buried deep into each room? Anyone else trying to use ICM for data science? Have you used ICM to migrate away from Jupyter notebooks or do you combine Jupyter with ICM? I’m also curious if you have a particular way of forcing your ICM to invoke sub-agents and restrict their tools and/or folder access. I’m not doing any of that right now… Cheers! E

I don't want a progress percentage today. I want to know what's actually changing. If you've been working through Building Your Stack, what is one decision you've made because of it? - Maybe you added something. - Maybe you removed something. - Maybe you realized part of your current stack makes absolutely no sense. 😂 Whatever it is, post it below. What did Building Your Stack make you rethink? And if you've been flying through the lessons but skipping the quizzes or accountability posts... Go back. Those are there to make sure you can actually explain and apply what you're learning rather than just consuming it. Drop your biggest realization below. 👇 And keep going. New roadmap next Friday, September 25th.

Built a guided way to turn work you know by heart into something you and your AI can actually use. generates a HUGE packet for you. Workflow Audit Package - The Vault · Clief Notes This is inspired by something I do in my Corporate workshops and also wanting to build something sustainable to help out the Premium and VIP members. Start with a copy-and-paste interview prompt: your AI asks one question at a time about what comes in, what you do, where things get messy, what goes out, and the decisions you want to keep. It works for business owners, consultants, subject matter experts, creators, or anyone with a recurring task they want to understand and improve. You can answer in rough words or by voice; no technical background is needed. Once you have checked the interview, give it to the included builder skill with the blank HTML template. Your AI audits the answers and creates a detailed, editable workflow package with a map of your work, evidence for where improvement could matter, open questions, practical prompts, and a recommended folder structure based on ICM: ordinary folders and readable files that give the AI the right context at each step. Open the package in your browser, correct anything it got wrong, download your copy, and use the first-test plan on a completed example you can check. Everything you need to start is in the kit; the start guide explains both copy-and-paste and file-upload options. Workflow Audit Package - The Vault · Clief Notes

Three days into Implementation Playbooks. I want to know what came out of it. Not what you watched. Not what you understood. What did you actually MAKE? - An animation you finally got working? - A folder structure that finally makes sense for your AI setup? - A browser workflow that's saving time? - Or something else entirely? Drop it below. Doesn't matter how small. Some of the most useful things in here started as the smallest outputs. And if you got stuck on a step... Don't sit there spinning. - Bring it to the Clief Notes AI - Bring it to the next call - Go back to the lesson and figure out WHERE you got stuck. That's part of the build. The roadmaps aren't here to make you feel like you completed something. They're here to make sure you walk out the other side with something you can actually use. Drop what you built below. 👇

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)