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Clief Notes

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212 contributions to Clief Notes
RE: 8 Months of Infrastructure (Intro)
@Curtis Hays "AI can solve problems, but it can't tell you which ones matter." Wow. That sums up so much. Got me thinking. How do you even get your own thinking into the AI in the first place? Feels like that is the hard part nobody talks about. I'm diving into your next training. Thanks!
2 likes • 39m
That’s what I’m trying to teach, not that I’m an expert, we are all new to this but I tried to start with the foundations. My classes are in David’s corner. Try the grail diary, it’s a decent capture skill. @Mira Bradshaw has done some great work herself here. My biggest advice, build yourself an ingest skill to pick apart and file away your knowledge. Most of my knowledge came from transcripts. 100 podcasts, 3000 client calls, all ingest by my agent. We looked for repeated patterns. Things I kept saying to clients over and over, how I made decisions, did I lead with data or emotion. How did my clients react. Once that was done then we went through to work of reassembling to put it back together as doctrine. The layer in my ICM that lived above everything else. The capture process started years ago. Started forming February of 2025 and was codified in February of 2026. Then in March Jake and the ICM appeared in my feed. I took a weekend to learn it and the next week to bring all my context into the layers. That is what put me ahead. Not any sort of technological advancement or know how. When it comes to how AI works I am probably in the bottom 3rd of this room. I’m just blessed enough to have seen a problem that called me to work on early last year. I’ve spent hundreds of hours and probably $100k trying to solve it. Jake was the last piece of the puzzle and he gave it to me for free. My VIP membership was a thank you to him. I hope to walk you all through something of value soon. A map so you can pave your own path.
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 • 4h
@Carlos Pecucci Took a quick look at this. You've got a Map / Rooms / Tools, routing table mandatory, CLAUDE.md as a router and not a brief. That's the file-based approach Jake teaches, and you packaged it clean. The build sequence. "Build one workspace, test it, then iterate — never scaffold six before you've produced a single output." And step 7, trace the error back to the source file instead of patching the final output. It's the discipline most of this lives or dies on. One thing I'd say to anyone grabbing this: don't skip the classroom. You said it yourself in the README and you're right. This scaffolds the structure clean, but the courses are where you figure out what belief goes inside it. The routing table is the easy part to copy. The judgment about what each room is actually for is the part you have to earn. Side note, your name got me. Carlos was my name for four years of high school Spanish. My old friends still call me Los. Nice work with your first MIT repo.
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?
2 likes • 4h
I think @Ari Evergreen is who you want to answer this question.
My $60K confession got a sequel (plot twist: she came back)
Earlier this week I confessed in here that I'd scoped about $60K of work for a client who paid me under $20K, and that she'd capped it off by sending me a "you didn't deliver" email at 11pm. A bunch of you commented. Some to encourage me. Some of you, I'm pretty sure, just pulled up a chair and grabbed the popcorn. Either way, you wanted to know how it ended. So here's the sequel. Nobody died. I'll lead with that. ------------------------------------ What I walked into ------------------------------------ Monday she blew a gasket. Strongly worded, escalated, the kind of email where you can feel the caps lock breathing through the screen. I did not respond like a calm professional. I spiraled. Half of me concocted a plan to pull up every receipt and go twelve rounds. The other half, the half I'm less proud of, came up with a half-baked plan to just roll over, apologize for stuff that wasn't even mine to apologize for, and turn myself into a doormat so the discomfort would go away. Running on no sleep, nursing a bruised ego, two bad plans and the stress of not having a newborn baby in the house yet... (wife's at 41 weeks, if she hits 42, she's gonna make that baby come out.) ------------------------------------ Then my COO blew up my whole game plan ------------------------------------ The day before the call, I got on with my fractional COO and word-vomited both of my terrible plans at her. She shut them both down. Didn't tell me to fight. Didn't tell me to fold. She handed me an actual plan. First, homework. Go build a point-by-point breakdown of all three agreements. Every deliverable, what's done, what's not, the percentages, and a whole separate column for the work we did that was never even in the scope. That document was her idea, not my heroic late-night brainwave. I didn't have it. She told me to go make it. Then the move. Don't walk in defensive, don't hand her the wheel. Lead with the full picture, so much clarity up front that she can't steer the thing somewhere sideways. She doesn't actually know what a finished marketing blueprint is supposed to look like, so I shouldn't be handing her the power to define "done." Show the whole list first, then talk.
2 likes • 6h
@Ruben Aguirre first if all, I can relate, I’ve had some difficult ones in my day, navigating them is never easy and we probably agonize and beat ourselves up over our own mistakes instead of owning up to our part, pushing through, and then take the lesson and grow. Maybe someday I’ll share the story of the client engagement that literally brought me to my knees. Consulting is not easy and it’s not for everyone. What I got most from your story was the conversation with your COO. You phoned a friend, someone who’s been in situations like this before. She probably has the scars to prove it. Out ICMs are great, but your story shows us how important the human relationship is. I’m constantly using my icm to flush out ideas, working through my thoughts, but then I jump on a call with Tom and he’s able to bring in a new perspective, or tell a relatable story and then things click. I know you know this but this is the lesson for anyone else reading, move away from your keyboard from time to time and phone in a friend. Then take the transcript of the phone call and load it to memory, search for something you may have missed. You might need a reminder in the future. Proud of you Ruben. Take the win and enjoy Father’s Day! You need it.
I did not write the ARI-OS docs. I directed them. ARI-OS V2
That is the whole thesis of the thing it documents. The docs were built the way everything here gets built. I directed background workers and reviewed what came back. The method has a shape you can learn in an afternoon. You sit in one seat and run a loop. Brainstorm the outcome, plan the steps, dispatch the work, review what returns, ship what passes. You keep the judgement steps. The doing runs in the background, with or without you at the desk. The rule under all of it is short. Direct, do not do. The piece I lean on most is a memory that lives on my own machine. It remembers across sessions, so a new chat starts from what I last decided, not a blank page. Local-first. Nothing leaves the machine. This is not magic. Nothing builds itself, and I review every result. The discipline is judging, not doing. Version 2.0.0 is open-source and sits on top of Claude Code. The difference today is that the method is written down, so you can learn it instead of reverse-engineering a repo. Overview: https://www.aris-space.com/documents/ari-os/overview Install: https://www.aris-space.com/documents/ari-os/install Repo: https://github.com/PUSHINGSQUARES/ARI-OS That is the line under all of it. AI accelerates, it does not generate. So here is my question. What is the one task you still do by hand that you should be directing instead? //A<3
I did not write the ARI-OS docs. I directed them. ARI-OS V2
1 like • 7h
The photo looks like Trinity from the Matrix. Gotta check out your build here this next week. Ari you’re years ahead of the rest of us.
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Curtis Hays
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@curtis-hays-2010
Catalyst helping businesses find the truth beneath their growth problem. Agency founder. Podcast host.

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Joined Apr 2, 2026
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