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Welcome to Clief Notes. Here's where to start.
1. Watch the intro video and introduce yourself in the intro post here 2. Start with The Foundation (free course). Concepts, folder architecture, prompting framework. Everything else builds on this. 3. Check in at the bottom of each lesson. Polls, discussion posts, other members working through the same stuff. Use them. 4. When you're ready to build real things, move to Implementation Playbooks (Level 2). When you're ready to build your own tools, Building Your Stack (Level 3). 5. Post your work. Ask questions. Help others when you can. What are you here to build?
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🏆 WEEKLY COMP #3: THE SPECIALIST 🏆
💰 $325 CASH PRIZE 💰 That's a full year of Premium. Win this and your membership pays for itself. 📋 THE CHALLENGE You just got hired again. Different client this time. Meet Sarah, a freelance copywriter who's drowning in context-switching. 📎 Download the full client brief attached to this post. Short version: She works with three types of clients (SaaS founders, ecommerce brands, local service businesses) and starts from scratch every project. She doesn't need another tool. She needs a system. Your job is to build her a folder-based AI specialist she can drop into any Claude project. The folder IS the deliverable. đŸ—‚ïž THIS WEEK YOU LEARN ICM Up until now, comps have been "build a thing." This week you utilize the methodology taught throughout the community. 🧠 Folders as architecture. That's it. That's the whole concept this week. Your specialist is a folder with five things: - 📄 identity.md (who they are) - 📐 rules.md (how they respond) - 💬 examples.md (what good looks like) - 📚 reference/ (source material) - 📖 README.md (how to use it) Drop the folder into a Claude project. Claude becomes the specialist. Reusable. Shareable. Portable. 🎯 PICK YOUR SPECIALIST Don't pick copywriting. That's Sarah's example. Pick something YOU would actually use. A few sparks to get you thinking: - A salary negotiation coach - A meal planner that knows your dietary restrictions - A code reviewer for your stack - A real estate market analyst for your city - A technical recruiter screener - A grant writer for nonprofits in your space The more specific, the better. "Marketing expert" is not a specialist. "B2B email expert for enterprise SaaS targeting CFOs" is. đŸ’Œ WHY THIS ONE LANDS ON YOUR RESUME Real talk. Winning a comp in a Skool community doesn't get you a job by itself. But shipping a working folder-based AI specialist with a clean README and a public repo? That's a portfolio piece.
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Who's here? Drop your intro.
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.
It’s a win for me
One of my first goals in using all I’m learning here was to automate the monthly income statement for my (small) organic granola company. For many years my husband and I just winged much of the accounting and financial details of our business. Waiting till tax time or the end of the year to cobble together what we needed. The reports from Shopify and square worked fine. But over the past few years, we’ve put more emphasis on growing the business and i honestly hate being in the dark. My husband is ok being a little loosey-goosey - good thing we aren’t financially dependent on this! It’s still very much a side hustle but it’s our brand and we take pride in the quality and integrity of our product and love our customers. So, on to the win
 Today, I did it! I set up my folders, write my .md files. Tested, iterated and eventually nailed it. All I have to do is export my revenue, my expenses and fill in a few other details regarding events we do and presto. 4 steps, pausing along the way to reconcile any flags and finally landing at a clear picture of all the numbers of our business! Plus more regarding events we do, fees and other things we want to have to make future decisions. I’m excited to run all my stages for May. This made so much click for me. This might be basic but a huge win for me!
My AI writing setup's first rule is: don't write
I'm drafting a very old sci-fi novel of mine with Claude Code. Four scenes in. More excited about a creative project than I've been in years — and the reason isn't the speed. It's that the workspace is built to refuse. Setup: a folder called `writing-room`. Eight stages, from premise to compilation, each one a markdown directory the AI loads only when it's relevant. Compass, world, characters, structure, voice, writing, revision, compilation. The first rule, hardcoded in `CLAUDE.md`: > Before generating prose, always load `voz.md` and `padroes-prosa.md`. Without these two, refuse the writing task and ask the author to do Stage 05 first. Translation: the AI cannot draft a scene until I've locked in the voice. And `voz.md` was reverse-engineered from scenes I wrote by hand. The voice is mine. The AI only gets to extend it. There's also a file called `padroes-prosa.md` — 9 anti-AI-slope techniques. Verbalized sampling. Fragmentation. Character voice. Rare vocabulary. Every generated scene must apply at least 3, and the reviser uses the same file as a checklist. What this changes in practice: - I don't fight AI prose. I gate it. - Each stage loads minimum context. The AI doesn't drown in 200k tokens of worldbuilding to draft one scene. - After every scene, a `cronista` skill updates a canon file. Continuity stays cheap. - I'm the bottleneck on voice. I'm fine with that. The transferable bit, if you build with AI: The most useful thing your workflow can do is sometimes say no. Refusing to act without the right inputs forces you to produce those inputs — and that's where your taste enters the system. Without that gate, the AI averages you out. Toward the median sentence. The median plot beat. The median version of you. A friend of mine said that "in order to have a second brain, you need to have a primary working brain". I laughed: true enough. I wanted to build the gate first. Then let it write. And I'm loving it.
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Jake Van Clief, giving you the Cliff notes on the new AI age.
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