Hey, ran into something and curious if others have felt this too. I used the ICM method to build a tool. Staged pipeline, each step fed the next, worked great for getting the thing built. But now I'm realizing ICM feels designed for building fresh. If I want to build the same app for a different user, running the pipeline again makes sense. But if I want to edit the existing app, the pipeline docs are useless. They're stale and the agent has no efficient way to navigate the actual codebase. You need a completely different approach for editing. Less staged pipeline, more routing the agent around the live code so it knows where everything is. Has anyone figured out how to handle this transition? From ICM build mode to edit/iteration mode? Do you build an ICM around the edit/iteration mode as well ?

💰 Week 1 winner @Ian Barriopedro took home $200 cash. 🎟️ This week the prize gets bigger. ✨ Winner gets a FREE seat in The Lyceum. ✨ https://www.skool.com/quantum-quill-lyceum-1116/12-weeks-real-projects-250k-in-prizes-lets-talk?p=e850567b 🎯 Pick your cohort: Technical, Business, or Creator. Your call. 📋 THE CHALLENGE: "The Returning Client" You just got hired again. Different client this time. Meet Marcus. 👋 📎 Download the full client brief attached to this post. 🛠️ YOUR DELIVERABLE An interactive artifact built in Claude that does what Marcus asked for. ✍️ Plus a 100 word writeup covering: - 👤 Who it's for - ⚙️ What it does - 🎨 One design choice you made and why 📐 THE RULES ✅ It has to work ✅ It has to sound like Marcus, not a bank ✅ The writeup matters ⚖️ Judging: Myself, Jake, and the mods. 🎟️ Who can enter: Premium and VIP members only. Free members, this is your sign. Upgrade and you're in the running for a Lyceum seat. 🚀 📨 How to submit: Drop a screen recording or screenshot of your artifact, the link if you've got one, and your writeup in the comments below. 📅 Deadline: Saturday, May 2nd at 12:00 PM EST 🎉 Winner announced: Monday, May 4th at 12:00 PM EST 💡 A note before you start. This isn't a finance challenge. It's a design and voice challenge. You don't need to be a CFP to win this. Read the brief. Marcus tells you exactly what he wants and how he thinks. Your job is to build something that solves his problem and sounds like him. 🆕 If you've never built an artifact in Claude before, this is a great first one. The brief is clear, the scope is reasonable, and the bar is "would Marcus actually send this to a prospect?" 🔥 @Ian Barriopedro set the standard last week. Your turn. LFG 🚀

📊 You've probably seen this chart floating around LinkedIn and Twitter Each dot is 3.2 million people. ⬜ Grey is the 84% of humans who have never used AI 🟩 Green is the 16% who have used a free chatbot 🟨 Yellow is the 0.3% who pay for one 🟥 Red is the tiny sliver who use AI coding tools Most of the people sharing it have not actually said what it means. So here it is. 🔁 We live inside an algorithm. Mine shows me AI all day. Yours probably does too. Every reel, every post, every podcast clip, every ad. The feed makes it feel like the whole world has moved on without you and you are sprinting to keep up. Inside Clief Notes that feeling gets louder. You log in and see people building agents, shipping side projects, automating their inbox, talking about Claude Code and MCP servers like it is normal. In this room, it is. Step outside and almost nobody is doing any of it. 6.8 billion people have never opened a chatbot. Plenty of the ones who did opened it once, asked it something dumb, got a dumb answer, and decided the whole thing sucked. They are not coming back this year. Maybe not next year either. 🪖 When I was in the Marine Corps I never felt like I was doing anything special. I was surrounded by other Marines. Everyone around me could do what I could do. The standard was the standard. It was not until I left and stood next to people who had never served that I understood. The thing I thought was ordinary was rare. I just could not see it because I was inside it. That is what is happening to you in here. If you feel behind in this community, that is the right feeling to have. It means you are standing next to the people pushing the edge. Step outside this room and the thing you are calling behind is so far ahead of where most of the world is sitting that they cannot see you from where they are. And do not forget. The thing you built last week, the workflow you set up this morning, the conversation you just had with Claude. A version of you from two years ago would have paid good money to do any of it.

Hey community!! yesterday I Launched MinAITaur, my Human Tech consulting agency!! We dedicate to mitigate your bureaucracy and uplift your job!! I decided to start on a clean slate, everything from 0. I am so happy, everything has been possible thanks to Jake's teachings and ways. The Agency is a mix of organizational psychology consulting and IT automations using Claude! We help you redesign your Northstar giving your human capital the proper space and the repetitive tasks an architectural system which helps you mitigate it to stay more human than ever before!!! Here is my brands branding proposition. Everything is still in Launch state, happy to help anyone who resonates with this message and if you guys would like to follow I would be thankful to have you there as well. Socials: ig & fb: @minaitaur, www.minaitaur.io. (PD: webpage is not launched yet)

I keep going back and forth between: “I should learn a bit more first” and“ I should just start and figure it out”. Some days I feel like I’m close to understanding it, other days it feels like I’m missing something obvious. Not sure if that’s just part of the process or I’m overthinking it. Anyone else went through this at the start?