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Clief Notes

47.4k members • Free

30 contributions to Clief Notes
Absolute recommendation - No one works here
Just received the new book from Paul Cheek, which focuses on on the organizational part of AI. It is very hands on on how organizations must change to really embrace AI. It also talks about StartUps. I think is a great companion to the ICM approach, as it focus on the company part. So in German we would say „Lesebefehl“ 🫡
Absolute recommendation - No one works here
0 likes • 1d
@Duane Garnes you‘re welcome
1 like • 23h
One of my already favorite quotes to efficiency: "This creates a new efficiency benchmark for every leader to track: productive work per dollar of inference.[...] your inference costs scale linearly with every new customer, you haven't built a more efficient business. You've simply traded a human HR problem for a technical one." And I think that is exactly where ICM comes into my mind. You build a system on a solid foundation, so you do not burn massive amounts of tokens again and again without any value.
What do you do when you have loads of files to feed in?
I have a big pile of documents I want the agent to use later. Not all of it at once, just the right bits when I ask for them. What is the best practice to handle that? 1. Do you keep the full text of each file, or just a summary of it? 2. Where does it all sit? 3. Months later, how does the agent find the right one again without reading everything? 4. Do I need RAG for this, or is there a simpler way that works? 5. When did your setup stop coping, and what did you change?
1 like • 2d
@Peter Potter I am facing the same "problem". As far as I understood, it shouldn't be a problem to have some more markdown or other textfiles (yaml, json) as long as you can still get the routing right.
Just realized how portable ICM is
I just watched the Jake Van Cleef breakdown, and the biggest thing that stood out to me was how easy it is to use different llms. It clicked because I am trying out different local llms, and having a system which is this easy to set up and maintain is really a game changer. My main takeaway was a reminder, that the foundation matters. You need to document the processes and context and update it with the thing you learn on the way. And if you do this, you can come a pretty long way with quite small models. Which is essential for my work. Going forward, I'm going to document the foundations which currently resides mainly between my ears 🧠.
1 like • 2d
@Robert Mladic I think more of scripts and use of tools.
1 like • 2d
@Derick Reedy Let's keep on buliding the foundations!
New to ICM? Get hands on learning experience here
Step-by-step interactive guide from idea to output. Design an ICM workflow alongside Maya, one decision at a time, and watch a messy process become something an AI can run again and again. Right now, Maya has to try to remember what needs to be done and where each piece of information is kept. She needs a better solution. https://claude.ai/public/artifacts/7c9618f4-8324-4048-902c-cbcf77c9c102 Let’s build one with her. 😀
New to ICM? Get hands on learning experience here
0 likes • 2d
@Carey Peter just clicked through the simulation. Great work! Very simple and great explanation of core principles.
👑 Ry takes the win this week!
@Ry Mac has been absolutely amazing this week! From the continuous engagement to the value packed videos he's been posting, a position well deserved. ⏰ The 7-day clock resets. Next Monday someone new takes the top spot. 🎯 How it works: - 📝 Post things worth reading - 💬 Help people in the comments - 🛠️ Share what you're building, what's working, what's breaking - ❤️ Engage with what others are putting out there The leaderboard tracks all of it. 🎁 The prize, depending on where you're at: 🆓 Free member? You get lifetime Premium, free ⭐ Already Premium? We convert your Premium so you stop paying 👑 Already VIP? We convert your VIP so you stop paying Either way, you stop paying. Amazing value you're sharing Ry, congrats!
4 likes • 2d
@Ry Mac congrats, well deserved!
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Marc Schröder
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@marc-schroder-6025
Former naval officer, today freelancer in the infosec space

Active 21h ago
Joined Aug 22, 2026
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