This has been one question i have always asked and kept trying to understand until recently. I've seen it asked and discussed multiple times here... So i decided to combine, study and comprehend the various perspective of those who have shared how they are using it @Curtis Hays and many others, to come up with a simple way for me to implement. Here is my personal understanding: Say we are four people in the marketing department, and i am the only one who has built an content pipeline using the ICM framework, now i want onboard the other 3 coworkers and you're one of them... lol 😀 We have one master system, the original pipeline i'm using is now hosted on GitHub (with the same agent.md and context.md, rules and stages). Step 1: Getting the System on Your Computer You copy/clone the entire workspace from the internet (GitHub) to your PC. This gives you the same folders I have: 01-ideas 02-drafts 03-formats etc Step 2: Creating Content Open your copy of the workspace. Talk to ai agent while in the folder normally. Example conversations: “Give me ideas for LinkedIn posts about productivity” “Turn idea number 4 into a full draft” “Format this draft for Instagram carousel and Substack” The agent uses the shared system I built, so all our content has the same style and quality. Step 3: Sharing Improvements If you create a better prompt or improve one of the stages: Tell the agent: “I improved the carousel format, make a Pull Request” I (or the content lead) will check it. Once approved, everyone gets the improvement automatically. Step 4: Where Files Live Your ideas and drafts: Stay on your computer (or save final versions to the department Google Drive, which we all have access to). The framework (how we create content): Lives in the shared system (Github). - What You Need to Do Install Git (one time, easy). Clone (copy) the workspace. Use AI agent within the folder workspace.

Tell us three things: 1. What you do (job, industry, student, career-changer, whatever) 2. What brought you to Clief Notes 3. One thing you're trying to figure out right now related to computing or AI I'll respond to every single one. And read each other's intros too because the person who's stuck on the same problem as you might already be in this thread. I'll go first I am Jake, I have been working in tech for 15 Years, building with Generative AI for 3 Years straight now! Excited to teach and learn! That's it. Simple, scannable, gives you data on who's joining and what they need, and keeps the feed clear for content that retains people past week one.