Yet again making this SO hard to decide, I am bringing together a rubric just to be able to really break these down its getting so close. OVER 37 ENTRIES. Spent all day today looking at YouTube Videos, testing apps, reading through markdown files. Going to spotlight six (no particular order), then a few thoughts on where this is heading as well as the winner out of everyone. 🥊 @Ariel Ortiz , The Praeceptor Honest read: if Ariel had been premium last week, he was the winner and again this week easily can take home the prize but more importantly they are premium now! He went premium and somehow raised his own bar. Idea for a Native iOS app in Swift 6 , three YouTube videos including a 4:28 behind-the-build, voice mode pipeline, 17 operator extractions (Grove, Munger, Walsh, Aurelius, Naval, more). Hero copy reads "A room. Not an app." which was really a great hook, one of those opening lines that makes you very curious right off the rip. What I'd take from Ariel beyond this comp: he treats every brief like a product launch. Even the video stack alone is a walk towards the idea that distribution matters as much as tech now. 🔗 https://praeceptor-web.vercel.app 🔗 https://github.com/orteug/the-praeceptor 📹 https://youtu.be/Cfs1KAC2Ry0 🔥 @Ruby Sparks , The Gut Mechanic Ruby's a monster. Every week crushes it without a doubt. The landing pivots from consumer pain into a B2B sales pitch in one stat (the $530B-lost-to-employee-health number) and her voice across the entire page is sharper than what most paid brand consultants ship. She also created an ENTIRE skool community for it. Which is a win in its self. Twenty years of chronic illness in the founder story. IG, Skool, a 14-minute course, B2B framing layered into the consumer hook so the consumer side does discovery and the B2B side does monetization.

💰 $500 CASH 💰 Win this and you've covered a year of Premium with $175 left over. 📋 THE CHALLENGE Build a folder-based AI coach for a specific domain. You pick the domain. This week's deliverable is one coach folder that someone could drop into a Claude project and use as their personal coach for whatever you've built it for. 🎯 PICK YOUR DOMAIN The domain is yours. Pick something specific. Pick something you'd actually use. A few sparks to get you thinking: - 🎤 Public speaking coach for new managers giving their first big presentations - 💼 Salary negotiation coach for tech workers at Series A startups - 📞 Cold call coach for first-year SDRs in B2B software - 🎯 Interview prep coach for product manager roles - ✍️ Writing coach for one specific genre (sci-fi short stories, college essays, op-eds) - 🏋️ Fitness form coach for one movement (squat, deadlift, golf swing) - 🌍 Language learning coach for one use case (medical Spanish, business Mandarin) - ♟️ Chess coach for one specific opening or endgame pattern - ⚽ Youth athletics coach for one sport and age group The more specific, the better. "Life coach" is too broad. "Salary negotiation coach for tech workers at Series A startups" 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 the foundation of interpretable context methodology. Folders as architecture. Each file does one job well. Your coach is a folder with five things: - 📄 identity.md (who the coach is) - 📐 rules.md (how they coach) - 💬 examples.md (what good looks like) - 📚 reference/ (frameworks, drills, source material) - 📖 README.md (how to use it) Drop the folder into a Claude project. Claude becomes the coach. Reusable. Shareable. Portable. 🔥 THE ANGLE THIS WEEK A coach is NOT a knowledge base. A coach gives feedback. Pushes back. Asks better questions. Holds people accountable.

💰 $325 CASH 💰 That's a full year of Premium. Win this and your membership pays for itself. But the real prize this week isn't the cash. Keep reading. 📋 THE CHALLENGE You just got hired again. Meet Diana, owner of a 4-person boutique real estate team in Austin. 60-80 transactions a year, mostly residential, mix of buyers and sellers. 📎 Download the full client brief attached to this post. Short version: She doesn't want software. She wants a system she can teach her team to use in a week. Your job is to build the AI operating system for her team. This isn't one specialist. This is a small team of AI specialists organized into a multi-folder ICM architecture, with a clear handoff protocol between them. 🗂️ WHAT YOU'RE BUILDING Last week was one specialist. This week is a team of them. Required folders: 📍 00_orchestrator/ — The router. Where every request starts. Decides which specialist gets the job. 📍 01_lead_qualifier/ — First contact with new prospects. Captures intent, budget, timeline. 📍 02_property_research/ — Deep research on specific properties or neighborhoods. 📍 03_client_communication/ — Drafts emails, texts, follow-ups in the voice of the agent. 📍 04_transaction_coordinator/ — Handles the deal once it's live. Checklists, deadlines, document tracking. Each folder must include: - 📄 identity.md - 📐 rules.md - 💬 examples.md - 🔗 handoff.md (NEW for Week 4 — how does this folder pass work to another folder?) - Plus a root-level README.md explaining the architecture, the typical flow, and how to onboard a new team member. 🔥 WHY THIS ONE IS DIFFERENT Weeks 1, 2, and 3 were warmups. This is the comp where the work you ship genuinely starts to look like the real thing. The handoff protocol is the test. Anyone can build five folders. The hard part is defining what each one needs from the previous one and what it passes to the next one. That's where multi-agent systems actually live or die.

Tell us three things: 1. What you do (job, industry, student, career-changer, whatever) 2. What brought you to Clief Notes 3. One thing you're trying to figure out right now related to computing or AI I'll respond to every single one. And read each other's intros too because the person who's stuck on the same problem as you might already be in this thread. I'll go first I am Jake, I have been working in tech for 15 Years, building with Generative AI for 3 Years straight now! Excited to teach and learn! That's it. Simple, scannable, gives you data on who's joining and what they need, and keeps the feed clear for content that retains people past week one.