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Recently a lot of excellent community discussion around how to ICM, largely because that’s the foundation but also refocused due to @Bas Rosario’s Post on ICM as building a Cake. Having experienced rapid growth in my past, one of the hardest things to do is keep language and definitions aligned. If I say the Agent did this, where does your brain go? Lines get crossed because you have so many levels of understanding and perspective. Some people are coming from non-technical backgrounds and have learned through corporate ai marketing. Others coming from corporate environments where language is defined for them by the management and designers building their infrastructure. Mini cultures with their own language. One of the brilliant aspects of ICM is it's commonality with almost anyone on a computer. It's just a folder, from that foundation we can all get on board. What's difficult is what happens next. I had this conversation with claude during a planning session. Claude asked me did I want agents or roles? I responded back by did he mean an agent like claude or codex, which is really an LLM, a purpose built agentic piece of software that the market tells me is an agent that does stuff? Or a folder acting as an agent with a specific role. I didn't know what the underlying meaning implied, how to answer? So I asked here was the response. 1. Engine — the LLM brand (Claude, Codex, Kimi, Minimax). Raw cognition, rented capacity, the electrons. Interchangeable. 2. Agent — the ICM folder. Persistent shaped context: identity + rules + reference + memory + boundaries. A standing operator that exists on disk and endures across sessions. This is your "folders hold attention" — an agent is where attention lives. 3. Role — a lens/hat: a function performed at one step of a process. It exists only in the doing. Where attention points right now.

We just broke 40k Members, in less then 4 months... To say I am honored and blown away is an understatement. I feel like yesterday @Matthew Creamer quit his job to sleep on my floor and bust out 15 hour days to build out content, structure and anything else I thought you all would need to make this community worth it. But at the end of the day there is only one thing for me to say. THANKYOU None of this, and I mean NONE of this would be remotely worth it if it wasn't for you all. To list and tag everyone that have contributed so much valuable not just to this community but to me would be nearly impossible. Thank you to every single one of you. Thank you for commenting and helping out on posts Thank you for sharing the wins you have gotten both at home and professionally. Thank you for believing in me and what I am building septically those of you who have been around since the beginning (you know who you are). I cannot tell you how happy my heart is to get in front of you all and teach, talk, ask questions and even learn a lot myself. It is a dream come true to become someone that people can learn from; to share my thoughts and have those very thoughts change the way people live their lives and do their work. It's only the beginning too, I can't wait to see what the rest of the year has in store, and I promise to keep building, working and recording for you all. From the very very very bottom of my heart.....Thankyou! Thankyou to every single one of you reading this and for being part of such an amazing community.

🎟️ PRIZE: FREE SEAT IN THE LYCEUM 🎟️ Pick your cohort. Technical, Business, or Creator. Your call. ---- 📋 THE CHALLENGE You are the client this week. No fictional Marcus. No fictional Sarah. No fictional Devon. Pick a real problem in your own life or work. Build the folder-based specialist you wish you had. This is the capstone of Month 2. The challenge flips. Instead of building for someone else, you write your own brief and solve it for yourself. ---- 🎯 THE TWIST The hard part isn't building. The hard part is scoping. Picking the right problem is harder than solving the wrong one. Most people pick problems that are too small or too vague. The skill this week is treating yourself like a real client. Be specific about what's broken. Be specific about what you need. Don't pick "I want to be more productive." Pick "I waste two hours every Sunday night writing the same kind of LinkedIn carousel posts and I need a folder that handles 80% of the draft work so I can focus on the hook and the visuals." That's a real brief. Specific problem. Specific scope. Specific desired output. ---- 🗂️ TWO DELIVERABLES THIS WEEK This is the only week with two pieces: 1️⃣ Your own client brief. 250 words or less. Describe the problem you're solving for yourself. Treat yourself like a real client. What's broken? What have you already tried? What do you need? 2️⃣ The folder system that solves it. Same structure as every week: - 📄 identity.md - 📐 rules.md - 💬 examples.md - 📚 reference/ - 📖 README.md Your brief lives at the top of the repo as brief.md so judges can read it before they look at the folder. ---- 🔥 THE ANGLE THIS WEEK Anyone can follow a brief. Writing your own, then solving it, then shipping it as a usable folder is a portfolio piece that demonstrates judgment, not just execution. This is the skill that separates "AI hobbyist" from "AI builder." Anyone can prompt their way through a problem someone else handed them. Scoping a problem, designing the solution, and shipping it as a system is what real work looks like. 💪

I looked at other sites offering similar services and took each comment from a previous post into mind, creating this edition of my site. My goal was to make the message full of value and targeted toward the user and their concerns with AI, AI agents, and workflows. People like Curtis Hays, Carla Bosteder, Tristan Bolle, Ivan Kruger, Ruby Sparks, and Bret Gold helped out. Thanks to all. Let me know what you think: https://optimarketai.com/ Using CloudFlare to deploy the site for $0 made this easy. I've had my domain with them for over a year with great service and no problems. I had my site with Hostinger where I first put it up, but no way was I paying the new fees to keep it up. And they offer no advantage. Best success to all on your journey. A couple pages from the site: