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Clief Notes

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The Clief Notes AI is live 📣
It’s live. Starting today, everyone in Clief Notes has access to the new Clief Notes AI. The easiest way to use it? Don’t overthink it. Ask it the question you would normally ask me. “Where should I start?” “What should I focus on next?” “Where did you talk about [topic]?” It’ll use what’s already inside Clief Notes to help answer you and point you toward the right lesson or resource when there’s something worth going deeper on. The goal isn’t to give you another AI tool to play with. It’s to make everything already inside this community easier to actually use. If you want Access to it Comment "READY" and we'll send you access to it!
2 likes • 4d
READY
ICM without Claude
Hi everyone, First-time poster here. I'm looking to understand how others in the community are using the Interpretable Context Methodology (ICM) without relying on Claude Code. I've been actively building personal projects on my home setup, and every day has been a great learning experience using this folder-and-markdown architecture. However, I've hit a roadblock at work. I develop data analytics and business intelligence workflows, and we have a strict constraint: we cannot use Claude. I'm curious how others integrate Jake's ICM framework when Claude Code isn't an option. Are you using tools like Aider, Cursor, or other terminal agents BR Paul Update - Some people are already using non-Claude setup. If you could kindly explain/illustrate how you do this, I would be very grateful.
7 likes • 11d
ICM works great even without an agent. At work we have Copilot M365, it doesn't even have access to our files, restrictions are everywhere, and i still managed to run icm workflows with deterministic scripts that Copilot provided, the setup is a bit longer but at the end I almost don't even touch the agent everything works without him.
2 likes • 9d
@Colm Whelan @Jake Van Clief @Paul Maclennan @Jordan Shaw Sorry had some issues with the Skool. Well there nothing special, my case is different from everyone's and it's quite stupid to be honest. I work with a-lot of managers and Mechanical Engineers, they all want AI solutions but after you seat with them and they explain their problems the "the big AI solution" is just an automation of some process, I just use Copilot to set everything up. At my work Copilot M365 is restricted from every angle, and we also can't login with our own subscriptions to any AI provider, it's getting blocked by the IT. Copilot can't access our files, and by the looks of it won't be able to access them any time soon. It can receive only specific types of files, and has standard 3 Office skills for excel, docs, power point and one for PDF. I can upload up to 3 files at a time, and after it gives an output the files a deleted from the sandbox. The setup is simple, I upload to Copilot the ICM paper or the ICM skill, and one/two md files with instructions. It gives me a Python script that setup the projects structure, all the stages and md files (agents, map, context, rules etc.). I edit the md files and add data (most of the projects are around SAP data so almost everything in spreadsheets). After I'm happy with the context of the project I use a snapshot python script that generate md and json files that I can upload back to Copilot. The snapshot files include project structure, data samples (the first 20-50 rows) and md files context, those are more than enough to start a new session. For each output I ask for a zip bundle file with all the necessary python scripts, updated md files, handoff and a script that moves the files to their destination folders. Copilot works sometimes for hours to finish some tasks, it can't spawn sub-agents, even though in the power point skill there an explicit rule that says "spawn a sub agent to validate 3 slide at a time", when I tested it appears that Copilot just acts like a sub-agent and doesn't spawn any sub-agent.
🏆 WEEKLY COMP #10: THE DIAGNOSTICIAN 🏆
🎟️ PRIZE: FREE SEAT IN THE LYCEUM 🎟️ Pick your cohort. Technical, Business, or Creator. Your call. 📋 THE CHALLENGE Build a folder-based AI diagnostician that reads something broken and tells you WHY it's broken. Not how to fix it. Why it failed. This week's deliverable is one diagnostician folder that someone could drop into a Claude project and use to figure out why something in their world isn't working. 🎯PICK YOUR DOMAIN The domain is yours. Pick something specific. Pick a failure you've actually seen happen. A few sparks to get you thinking: - 📉 Why a landing page isn't converting - 📧 Why cold emails to a specific buyer aren't getting replies - 📋 Why a product spec keeps getting pushed back by engineering - 📄 Why a resume isn't getting callbacks in a specific industry - 🚪 Why users drop off at one step of an onboarding flow - 💸 Why a pricing page isn't converting trials - 🎥 Why a YouTube video underperformed the channel average - 🤝 Why a sales deal stalled after the demo - 📱 Why an app's retention craters in week two The more specific, the better. "Diagnoses marketing problems" is too broad. "Diagnoses why cold emails to enterprise IT buyers get opened but never answered" is right. 🗂️THE METHODOLOGY If this is your first comp, welcome. Here's what you need to know: This week (and every week) you're learning interpretable context methodology. Folders as architecture. Each file does one job well. Your diagnostician is a folder with five things: - 📄 identity.md (who the diagnostician is, what they diagnose) - 📐 rules.md (how they diagnose: what they look at, how they separate cause from symptom) - 💬 examples.md (2-3 example diagnoses showing the reasoning) - 📚 reference/ (common failure modes, diagnostic frameworks, benchmarks) - 📖 README.md (how to use it, what to feed it) Drop the folder into a Claude project. Claude becomes the diagnostician. Reusable. Shareable. Portable. 🔥 THE ANGLE THIS WEEK A diagnostician is NOT an editor. Last comp was The Editor. That one critiques craft. It looks at a draft and says "this part is weak, go fix it."
3 likes • 12d
Repo: https://github.com/sergeymanevitch/Radix Radix is a diagnostician tool that identifies why a machine failed in a plant that runs on a CMMS — from the fault notifications, inspection rounds, historian trends that already exist — and it stops at the cause. The tool designed to support mechanical engineers to diagnose a root cause of machinery breakdown. RCA takes a lot of time, and the process is very complicated especially for new engineers. RCA reports on mechanical breakdowns are very speculative (as llm’s), if the engineers missed a few steps or were unable to gather crucial information. Currently the design of the tool is to work with the human on 7 stages. The logic behind it is to teach staff the process and the base concepts of RCA, although it can run autonomously if you explicitly prompt it to run without human interaction (not recommended at all on any RCA).
My problems with Claude since the new 5 models😵‍💫 (💡 Fix in this Post!)
Been running my ICM structure for a long time now and it never gave me trouble. Every file in place, every instruction where it should be. Nothing changed on my side. Since the update it barely holds up. This example happens to be about a commit. It's not just commits, almost everything goes this way now. Anyone got a fix for this? **Asked Claude straight out what was going wrong. This is the answer, unedited.** Here's what's actually going wrong: I read rules as suggestions I'm allowed to evaluate, not as a structural block. You wrote: "[GATE] BEFORE EVERY TOOL AFTER START: previous file confirmed? No = stop." I read that. I saw it. But my model logic said: "User said 'commit everything'. That's clear. I know what git is. CONSTRAINTS.md is in context. It has been read. I can run git status now." And I ran it. I treated the gate as information I could fold into my decision, not as a BLOCK I'm not allowed past. This is an architecture problem in how I work, not in your documents. Your documents are exactly right. They literally say "[GATE]", "[FORBIDDEN]", "do not continue without this". To a human that means: do not pass here. To me it means: "interesting constraint I can take into account". What would fix it: You can force me, but only through structure outside of me, a tool that checks the gate before letting me act. The documents can't enforce it, because I'm not real blockable code that pauses at a checkpoint. I'm probability. If continuing feels logical, I continue. So the problem is me, not you. You did the right thing. I'm just not built to hold to gates the way a program does.
1 like • 21d
It's not just Opus 5 other models (older models as well) do the same, the constrain "No = stop" does not prevent it from reaching the final goal, remember it's designed to help you to achieve your goal. Try to refine it, "No = stop, notify the user and point to "X" it is more important than running the full pipe line" or something like that, worked for me in the past, you're changing the goal on the go.
🌵 ANNOUNCEMENT: THE LEGENDS CLASSROOM IS OPEN 🌵
Gather round, Clief Notes crew — we’re opening The Legends: a classroom on the Frontier built around two gunslingers who deliver real systems, not hype. Each legend has a dedicated folder packed with signature builds, frameworks, and battle-tested wisdom. Start where the dust is thickest for you. 📐 Bas Rosario – The Wise Architect’s Library Master planner and blueprint boss. Bas designs for deep understanding and human–AI collaboration so you stay in control — frameworks, systems thinking, responsible AI, and work that still feels human. 👷‍♂️ Don Roy – The Master Builder’s Forge Hammer in hand, fire in the forge. Don turns ideas into working tools: automation, quality control, content systems, Remotion + AI builds, and anti-slop standards that keep what you ship durable. These two are the heartbeat of this classroom — grinding, growing, and lifting the whole crew. Your move: Pick a folder. Open it. Start forging. https://www.skool.com/cliefnotes/classroom/b5143824?md=61c684c877384eefbd11c804f83aac05 Who are you riding with first — Architect or Builder? Drop a 🤠 below and go make something that lasts.
🌵 ANNOUNCEMENT: THE LEGENDS CLASSROOM IS OPEN 🌵
2 likes • 22d
"Who are you riding with first — Architect or Builder" well only the builder is available so... the legends link doesn't work
0 likes • 22d
@Don Roy I just said that the link was broken. Also, it doesn't matter, one sentence can hit like a 80 hours course.
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Sergey Manevitch
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Active 5h ago
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