Activity
Mon
Wed
Fri
Sun
Sep
Oct
Nov
Dec
Jan
Feb
Mar
Apr
May
Jun
Jul
Aug
What is this?
Less
More
AI Sales Agency Launchpad

15.5k members • Free

AI Money Lab

90.6k members • Free

AI Realism Starter Hub

20.3k members • Free

LMG's AI Academy

10.6k members • Free

Automatable Free

22.1k members • Free

AI Automation Society

441.4k members • Free

AI Video Creators Community

3.2k members • $9/month

AI Creator Bootcamp

2.2k members • $9/month

Clief Notes

46.2k members • Free

16 contributions to Clief Notes
🏁 Foundations 2.4 Check-In
You just learned the book, movie, video game framework. Vote below, then tell us in the comments: name one thing in your work that you now realize is on the wrong layer.
Poll
795 members have voted
1 like • Jun 20
@Abdulrehman Sagheer That's great! I hope this skill helps you!! There is also a git repo that Jake built - it might help - https://github.com/RinDig/Interpreted-Context-Methdology/tree/main/workspaces/workspace-builder
0 likes • Jun 29
@Abdulrehman Sagheer yes, you also can ask claude to help you install as a skill
🏁 Foundations 4.5 Check-In
You just saw how context changes per task. Vote below, then tell us in the comments: what two areas of your work did you set up, and did Claude behave differently in each one?
Poll
300 members have voted
2 likes • Jun 19
I built ICM-builder skill for Claude! Comment "icm-builder" and I'll send it to you. It helps a lot to create your folder structure , claude.md and all context.md files! It works ! lol
1 like • Jun 29
@Ivan Soto https://www.skool.com/cliefnotes/icm-builder-skill?p=d6430658 here is the post that i explain it and has the link for download! I hope it helps
🏁 Foundations 1.3 Check-In
You learned the framework. Now try it on something you're actually working on. Vote below, then drop your prompt structure in the comments. Not the output. The structure. Show us how you set it up.
Poll
1454 members have voted
3 likes • Jun 19
I built ICM-builder skill for Claude! Comment "icm-builder" and I'll send it to you. It helps a lot to create your folder structure , claude.md and all context.md files!
1 like • Jun 23
@Med Bouasria hey Sure! Here’s the post I explain a little more and where you can find the link https://www.skool.com/cliefnotes/icm-builder-skill?p=d6430658
ICM-Builder Skill - link
Hey folks 👋 Packaged an icm-builder skill — helps scaffold projects, generate routing tables, and track what needs updating when you change a contract or reference file across stages. GitHub: https://github.com/carloswecare/icm-builder WARNING: Not a substitute for the courses and fundamentals — just a helper for when you're already building. First attempt, open-sourced on GitHub. Would love PRs, issues, or a "you're solving the wrong problem" if that's the case 😄 — Carlos
ICM-Builder Skill - link
1 like • Jun 21
@Khalid Elbaz Great man! Here is the best place to learn!
0 likes • Jun 22
Hey @Fayzan Ashraf ! Welcome to the community! You’re spot on—the support here is incredible, and that "master chat" workaround you built is a great hack. Jake’s framework is definitely going to supercharge what you’re already doing. As for me, I’m currently focused on two main fronts: - Business Automation: Integrating AI into my Airbnb services company to streamline operations. - Video Creation: Learning how to fully automate the video creation and production pipeline. Excited to see how you map out your ideas once you get those fundamentals down. Let's get it!
Loop Engineering 🔄 + ICM 📂: Perfect match, or completely different things?
Hey everyone! 👋 I’ve been spending a lot of time thinking about how we build, and Loop Engineering have been popping up lately... I’m really curious to see how you all view the relationship between Loop Engineering and ICM. I’d love to get your quick thoughts on a few fundamental questions: 🤝 Do they naturally intertwine? To me, Loop Engineering is all about how the agent acts—creating autonomous cycles of execution, verification, and self-correction. On the other hand, ICM is about where the agent lives—using transparent folder structures and markdown files to manage context. Do you see them as a natural duo? Does a great autonomous loop need a clean file structure like ICM to keep from losing its mind? 🏗️ Can Loop Engineering be the framework FOR ICM? Instead of looking at them as separate tools, can we use the concept of Loop Engineering as the actual structural framework to drive an ICM workspace? For example, using the agent's looping logic to systematically move files from a 01_inbox to a 02_processing folder? Or do you think keeping the looping logic and the context methodology strictly separate is a better approach? 🤷‍♂️ Or are they just for completely different use cases? Are we trying to force a connection that shouldn't be there? Do you use Loop Engineering for heavy task automation, but prefer to leave ICM strictly for human-in-the-loop, highly readable research workspaces? 💬 What’s your take? - How do you define the connection between Loop Engineering and ICM? - Are you combining them in your current builds, or keeping them completely separate?
1 like • Jun 22
@Ari Evergreen Got it :) thanks for sharing your setup ! It is geeeeeniuuussss
1 like • Jun 22
@Theo Boomsma thanks for sharing ! Also we should think in loops within constrains ... this video helped me: https://www.youtube.com/watch?v=7clJ8IH784Q&t=1158s I appreciate Ras Mic honesty and solution here... Key Points - A loop fires once from a human, then the agent generates, reviews its own result, and feeds it back to keep building. - Human-in-the-loop keeps you directing, governing, and approving each step while the agent builds. - Wide-open loops make heavy assumptions and burn serious tokens; Michael cites Peter's tweet about $1.3 million worth of tokens in one month. - Reserve slash goal and similar loops for the $200/month plan, since the $20 and $100 tiers burn through fast. - Loops shine in confined, fixed-feedback work: code review, SEO pages, and other binary tasks. - Mic’s daily win is a closed code-review loop with Cursor, GitHub, and Greptile that chases a 5/5 score.
1-10 of 16
Carlos Pecucci
3
10 points to level up
@carlos-pecucci-9352
Solopreneur exploring the power of AI to simplify work and spark innovation. Passionate about leveraging automation, data, and creativity!

Active 1h ago
Joined Mar 10, 2026
Powered by