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596 contributions to Clief Notes
Don’t burn your three free shots on “hi.”
The feed is a terrible index. Clief Notes AI is the librarian for it — not a second Claude, not a folder-builder, not a replacement for a Check-In. Free is three prompts. Total. DMs and the sidebar both count. After that you’re back in the classroom, which is still where the work lives. I wrote the map so you don’t spend shot one on “what can you do?” What’s in it - What this agent is (and what it will never do) - Chromium install, Student portal, same email as Skool - Three Getting Started shots and three Foundation shots you can paste - How to talk to it with the five-part prompt so a sloppy ask isn’t 33% of your budget Do this now 1. Classroom → Getting Started → watch Navigating The Course (2:51) 2. Open How to Access your Clief Notes Agent & Roadmap and install 3. Read the guide: Comprehensive Guide to Clief Notes AI https://www.skool.com/cliefnotes/classroom/c7f102c7?md=144082eaf875446eba04fa1db90fcc90 4. One DM. Then open Foundation 1.1. Check the box. The agent is a map. Your folder is the architecture. If the agent writes the system, you didn’t learn the system. Paste this if you only have one shot left: I just joined as [beginner / daily AI user / developer]. Give me the three-step start, the first Foundation lesson title, and what “done” looks like. Do not invent a custom curriculum. If three shots already feel tight, that’s the product working. Foundation stays free. Paid keeps the librarian on.
Don’t burn your three free shots on “hi.”
1 like • 16h
@Arjen Stet
4 likes • 16h
Kids don't try this at home, these three jokers are paying members @Allan Durhuus @Arjen Stet & @Liani Smith ... They aren't punished for sillyness when using Clief Notes AI
First audit
First paid-path audit tomorrow — talk me through it? Tomorrow I run my first automation audit for a medical/behavioral health billing company. Free audit, paid build after — that's the deal. Setup so far: Pre-call email sent (tools list, screenshots, one real failure example) Client is recording Looms of the broken automations, narrating the "why" while clicking Zoom cloud recording on → transcript drops into 00_capture → workflow-map after One thing that's got my attention: they've worked with AI companies before, and those companies shut down. So I'm walking into a client who's been burned. Questions for anyone who's done a first client audit: What do you wish you'd asked on call #1? How do you handle a client who's skeptical because the last AI vendor disappeared? Anything you'd add to the 60/30/10 gut-check when auditing billing work specifically? Will report back after the call.
2 likes • 2d
@Aaron Kruger you're going to have to start charging for this information. Solid advice
0 likes • 20h
@Adam James that's good news we have a lot of ballers in the community LOL
Software isn't dead. It just stopped being the product.
The hot take on X right now: SaaS is dead, cancel everything, build in-house. The real shift: SaaS is becoming SiaS. Software in a Service. SaaS sells you a tool and makes you run it. Software in a service sells you the outcome, with the software built in. Calls answered, clients booked, systems connected, decisions surfaced from real-time data. Then add a layer of intelligence. This shift is happening across every industry at every organization size.
1 like • 22h
@Andrew Kloc ICYMI Jake did a video on this ...https://youtube.com/shorts/VNY7vWAzYt0?is=jt6B5y15NFIQp4QQ
Been here for some time
Hey Clief Notes fam! 👋 I'm Ali, been here for some time, read the ICM paper, watched Jake's videos and I love them. But I have yet to get it. I feel that for many use cases we don't need an agent whether using ICM methodology or any other way to build agents. ICM seems to be a simple idea but is hard to explain and everyone is trying to explain it (like monad tutorials). I guess I am not getting it because as Jake often says in his shorts and videos "You don't need all of that", I haven't tried that "that" that I am still unable to get it.
1 like • 2d
You don’t need an agent. You need folders. @Ali ELBaitam , you’re not missing a secret framework. The “that” Jake keeps pointing at is usually a well-organized set of files. Context, direction, gated responses, a human in the loop. Close to 90% of the time, that’s the whole job. Scripts are rare. Multi-agent stacks are rarer. Stop hunting for the agent. Start mapping the work. What is simpler than a folder? A model reading the right files at the right moment, writing something you can inspect, then waiting. That’s ICM. Not vibe-coded slop. Not another black box. Interpretable, transparent, auditable. The filesystem is the architecture. Johan’s right. Not every use case needs an agent. Your follow-up is also right. Name the problem first. Keep the scripts, workflows, and BPMS that already work. Put a model only where judgment actually lives. Two gaps get lumped together as “ICM isn’t enough.” They aren’t the same thing. • Orchestration problems — parallelism, retries, branching, multi-agent coordination, scheduling. Put Hermes, Buzz, or similar on top of ICM. The folders stay the context and the handoff layer. The harness moves work. It doesn’t replace the map. • ICM-specific insufficiency — the problem itself won’t sit still as a stable, sequential, file-mediated, human-inspectable stage decomposition. Real-time multi-agent loops. High-concurrency serving. Automated mid-pipeline branching the system has to decide. In those regimes, filesystem-as-context is the wrong abstraction — no matter how fancy the orchestrator is. ICM plus a capable orchestrator covers a very large fraction of sequential and semi-parallel knowledge work. The residual cases above are the ones that still genuinely need something else. Don’t force folders onto that. Don’t duct-tape an “agent” onto a job that already has a deterministic pipeline. Garage-tinkering disclaimer: this is a rule of thumb, not production gospel. If your job is already exact, repeatable, and already coded, leave it coded. Leonard’s “when not to use AI” post in here is the same instinct.
1 like • 2d
@Ali ELBaitam In that case, definitely check out https://www.skool.com/cliefnotes/classroom/c7f102c7?md=9a0d198e1c0140578f37f1c93873c2b6 which clearly defines the terms that are thrown about. Claude = harness. You'll also find many beginner friendly resources to help you on your journey. Good luck
What do you do when waiting for prompts to come back?
A pad of scrap paper beside the keyboard has done more for my throughput than most of the tooling I changed this year. The minutes a model spends building are the minutes to spend deciding what happens after it lands. - The next sequence - the two or three work orders after this one, written while this one runs. - Notes on the output - what to keep and what to challenge, marked as you read rather than after. - Designs - page layouts, folder trees, flows. Faster to draw than to describe. The dead time in an agentic session is real. A job runs for a few minutes and there are three things you can do with that window: watch it, interrupt it, or think. Watching teaches you nothing and interrupting usually costs a rerun. Writing by hand does something a second chat window does not. The keyboard pulls you back into the work; paper keeps you above it, which is the seat you are supposed to be in while an agent is running. The reading half matters more than the planning half. Marking what to challenge as an output comes in, rather than reaching the end and reconstructing it, is the difference between a next instruction that corrects course and one that just says carry on. The bit I have not solved is getting any of it back into the system. Everything on that pad is orientation the workspace never sees. One of the synced writing tablets pointed at a folder would close that - handwriting arriving as context on the next prompt, and the notes logged as part of the record of how a build actually went. If anyone here has wired one up, I want to hear how. Genuinely think that is one of the more interesting unbuilt pieces sitting in plain sight...
2 likes • 2d
@Alex Brown Paper is a solid conductor-seat move. I just don’t treat the wait as dead time. When a job’s running I switch workspaces and start the next feature. Herdr is tmux for agents — when the running task needs me, I get pinged. Git worktrees keep the checkouts isolated, so two builds don’t collide. Watching teaches you nothing. Interrupting usually costs a rerun. A second workspace is the fourth option. Haven’t wired a tablet into a folder. That’s still the unbuilt piece — notes that never hit the workspace never hit the next prompt.
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David Vogel
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3,402 points to level up
@dvogelca
Unreliable AI results, hallucinations, and high token costs drain resources. I help businesses plan workflows for accurate, efficient outcomes.

Active 2h ago
Joined Mar 11, 2026
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