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.

📣 Update (8/3/26): Comp 10 Rules Added, Submissions Due by 8/8 11:59 PM, Winner Announced 8/15 --- What this thread is: I’ve seen a number of people either not know competitions are going on or know how to find them so here is a quick single source thread where you can get to them all. I’ll keep this updated as new challenges are released. See the current challenge as well as all past challenges below! Format for community challenges: https://www.skool.com/cliefnotes/how-competitions-work-from-now-on?p=84912d60 Weekly leaderboard competition: Alongside the biweekly challenges, there is a weekly leaderboard challenge where the member at the top of the 7 day rolling leaderboard wins a free upgrade to their membership. This winner is announced on Mondays typically. @Joshua Hubbard has gone another step further and created a thread linking to all competition entries. Link here: https://www.skool.com/cliefnotes/the-competition-archive-every-entry-every-week-every-link?p=bd752987 --- Current Challenge: Competition 10 The Challenge 💪 - Build a full folder-based diagnostic auditor that tells you why something is broken. Rules & submissions 🗒️ - https://www.skool.com/cliefnotes/weekly-comp-10-the-diagnostician?p=367505f3 Good luck everyone! --- Past Challenges Competition 1 The Challenge 💪 - Build a brand voice document for a pet grooming business Rules & submissions 🗒️ - https://www.skool.com/cliefnotes/first-ever-weekly-competition-is-live?p=90f50bf9 Results🏆 - https://www.skool.com/cliefnotes/weekly-comp-1-winner-ian-barriopedro?p=0501b57e

This community is large and it moves fast. That's the good part and it's also the problem: valuable posts get buried, the same questions get re-asked instead of found, and spammers show up wherever there's an audience. These guidelines are what keeps the room worth showing up to. Read them once. You won't need them again, because most of this is what you'd do anyway. New here? Start with Jake's welcome post and the Foundation course. This post is about how we behave, not where to begin. 1. Build in public. Post the thing while it's half working. A half-finished build is more useful to everyone else than the polished writeup you'll never get around to, and you'll get corrected before you've spent a week going the wrong way. 2. Teach what you learn. The day you figure something out is the day you're best at explaining it, because you still remember exactly what confused you. A month later you've forgotten the hard part and your explanation gets worse. If you cracked something this week, that's a post. Nobody has to earn the right to ask a question here, but this place only works because people come back and answer them once they can. 3. Ask good questions. Specific beats polite. "How should I structure this?" gets three vague answers. "I have a 40 file client folder, the model keeps loading the wrong context file, here's my CLAUDE.md" gets a real one. Say what you tried, what happened, and what you expected instead. A more in depth guide: https://dontasktoask.com The flip side of this: "Anyone here?", "Help please", and one line questions with no context may get removed. Not to be harsh, but because nobody can answer them. 4. Give credit. If you built on someone's skill, template, folder structure or comment, tag them. It costs you nothing and it's the reason people keep publishing their work here instead of keeping it. A lot of the best material in this community started as somebody's reply on somebody else's post.

Hi everyone! Finally, I feel like I can share what I’ve been building behind the scenes. AND I AM FUCKING PROUD OF THIS ONE! 🔥 What do you think something like this is worth? I’ve built an end-to-end contract automation pipeline that runs 100% inside the Microsoft ecosystem. The best part? There is ZERO AI in this flow. Just pure, deterministic, enterprise-grade automation that works flawlessly every single time—and costs next to nothing to run! ⚙️ How the Flow Works: Drop & Trigger: You drop a .pdf file into a specific SharePoint folder. This instantly triggers a Power Automate flow that extracts the data and generates a draft contract. Interactive Teams Approval: The person who uploaded the file receives an automated notification in Microsoft Teams. Right inside Teams, they can: - View the uploaded source file. - Review the generated draft contract. - Approve or deny the contract. - Edit key values directly (edits apply to the final executed contract). E-Signing (No Third-Party Fees): Once approved, the contract is automatically emailed to the customer with a unique link to review and e-sign. - Customers can sign using a mouse, touch screen, stylus, or by uploading a signature image. - Note: You can plug in Adobe Sign or DocuSign, but why pay per signature during testing when you can build it yourself? 😉 Legally Sound Audit Trail: The system captures and logs full verification parameters: [Signed By], [Signed At], [Signer Email], [Signer IP], [Signer Device], [Signature Method], [Document Hash], [Reference], [Approved By], [Approved At]. Final Delivery & Auto-Cleanup: Once signed, the finalized contract is emailed to both parties. The flow then automatically deletes all temporary input and output files, leaving a clean footprint where only the two emailed contracts exist. 🛡️ Built for Enterprise & Clients Bulletproof Reliability: Built-in safety features prevent duplicate entries, invalid file formats, or missing data fields.

Hey Clief Notes fam! 👋 I'm Gary and I'm stoked to be here. 🙋 A little about me: I'm a tech enthusiast who works in education. 🎯 My current goal: I'm in the process of educating myself (a lifelong pursuit) in the world of AI and making it accessible to non-technical people. 💪 What I'm currently building/working on: Currently I am putting together a guide to help people get set up and building stuff with AI on a budget, using local and free-tier models. 🤔 My biggest struggle or question right now: Since I am learning myself, I am most concerned about learning the best approach and managing expectations of what the model being used are currently capable of. Let's get it! 🚀