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Owned by Izumo

Smetti di costruire agenti AI: lavora con cartelle e file. Crea sistemi che durano e generano valore reale per i tuoi business, processi e attività.

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29 contributions to Clief Notes
An interview and a new style.
A new animation style on top of the 16-bit one that I created, as well as an amazing interview I had today with Jackson Bennett Keep an eye out for another YouTube video coming soon where I give you all a tutorial on how to make animations and videos like this
1 like • 7h
Great animation and great message 🫶
How am I making my new animations?
Just made a video on How to Make AI Videos That Don't Feel Like AI Slop Also finally nailed down my voice model to sound really good. The whole video shows its own making, from the voice to the storyboard, the animation and the render, all out of one folder on my computer. Even shows how quickly you can create different styles as well! I'm also adding the templates to the vault tonight, and updating the Implementation Playbooks to focus on this, with a whole new set of lectures. More soon! If you are loving my work I really would love some support, if you subscribe to premium you can support me to make more free resources for everyone else! Upgrade Here!
1 like • 7h
No Hype! No bullshit! ICM is truly one of the best way for using AI to automate things really efficiently! Great job, Jake 🫡
Eight months of infrastructure. Two weeks to simplify it.
Eight months ago, I started building what I thought orchestration required — N8N, Postgres, LibreChat, consulting and hosting fees. Tens of thousands of dollars. That was the right bet at the time. Nobody I saw was doing this with Claude yet. Three or four months ago, the game changed. And I didn't know it until I stumbled onto Jake's content on YouTube. Two weeks after watching "Stop Building AI Agents. Use This Folder System Instead", I have a working MCP. Client demo-ready. The whole system I was killing myself over? Markdown files and orchestration prompts. That's it. I want to give credit where it's due. Jake put something out that reoriented how I thought about AI. The investment wasn't wasted — it built the foundation. But Jake and this community pointed me toward what was actually possible now. If you're still building the complex version because you think you have to — it's worth a second look.
2 likes • Jun 27
@Curtis Hays This is what happens when there is real value!
1 like • 16d
@Cody Guluk I agree with you 100%! But I actually discovered Jake through YouTube while I was developing my super-complex multi-agent system... which I obviously ended up turning into a system of files and folders hahaha If you're interested, I actually posted the video about my story on YouTube just yesterday! https://www.skool.com/cliefnotes/i-threw-away-3-months-of-work-then-i-saw-jakes-video stay curious 🫡
What did you actually build this weekend? ️
Three days into Implementation Playbooks. I want to know what came out of it. Not what you watched. Not what you understood. What did you actually MAKE? - An animation you finally got working? - A folder structure that finally makes sense for your AI setup? - A browser workflow that's saving time? - Or something else entirely? Drop it below. Doesn't matter how small. Some of the most useful things in here started as the smallest outputs. And if you got stuck on a step... Don't sit there spinning. - Bring it to the Clief Notes AI - Bring it to the next call - Go back to the lesson and figure out WHERE you got stuck. That's part of the build. The roadmaps aren't here to make you feel like you completed something. They're here to make sure you walk out the other side with something you can actually use. Drop what you built below. 👇
0 likes • 22d
@André Ramirez , the hardest part has been building it one piece at a time without overengineering before things were actually settled, and changing direction a lot along the way: using it daily kept surfacing the real needs, the right settings, the right structure, until it actually became useful for my own work instead of just impressive on paper. The other big one: getting something that isn't a single small process to behave in an increasingly deterministic way and actually follow the rules I give it. But as @Jake Van Clief says, real value comes from the effort, iterating over and over until it gets more reliable and governable. Never forget agents aren't deterministic, though.
1 like • 16d
@Lucky Taylor Hahaha, anyone who actually uses AI agents goes crazy! That’s for sure! You start thinking they’re real people!
I threw away 3 months of work, then I saw Jake's video!
🎥 Posted the video that tells my ICM story. Some of you read my post a few weeks back: I built the same system twice, first with a full multi-agent architecture, then with ICM after finding Jake's channel. Turned that story into an actual video for my Italian YouTube channel: three months of work thrown away, then the video that changed everything. 👉 It's in Italian, but watchable in English too. My goal is to bring the ICM methodology, point of view, and school of thought to Italy, where almost none of this exists yet. stay curious 🫡
1 like • 18d
Thanks, @Michael Steve. I totally agree with you 💯
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Izumo Spedicato
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@izumo-spedicato-3032
Explorer, Software Engineer since 2009, Entrepreneur. stay curious

Active 24m ago
Joined Jun 10, 2026
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