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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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๐Ÿ† WEEKLY COMP #3: THE SPECIALIST ๐Ÿ†
๐Ÿ’ฐ $325 CASH PRIZE ๐Ÿ’ฐ That's a full year of Premium. Win this and your membership pays for itself. ๐Ÿ“‹ THE CHALLENGE You just got hired again. Different client this time. Meet Sarah, a freelance copywriter who's drowning in context-switching. ๐Ÿ“Ž 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. ๐Ÿ—‚๏ธ THIS WEEK YOU LEARN ICM Up until now, comps have been "build a thing." This week you utilize the methodology taught throughout the community. ๐Ÿง  Folders as architecture. That's it. That's the whole concept this week. Your specialist is a folder with five things: - ๐Ÿ“„ identity.md (who they are) - ๐Ÿ“ rules.md (how they respond) - ๐Ÿ’ฌ examples.md (what good looks like) - ๐Ÿ“š reference/ (source material) - ๐Ÿ“– README.md (how to use it) Drop the folder into a Claude project. Claude becomes the specialist. Reusable. Shareable. Portable. ๐ŸŽฏ 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. ๐Ÿ’ผ 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.
Why Stack Cognee?
*** Disclaimer -- This Hermes + Cognee stacking talk is advanced, highly experimental mad-scientist $hit. My setups & ideas are garage tinkering โ€” โ€œduct-tape two beasts and see what explodesโ€ energy. Not production gospel. Can break gloriously. Pearl of wisdom: Master Jakeโ€™s ICM method first. Nail prompt and context engineering before touching any of this. If your agent goes rogue, donโ€™t come looking for me. *** ...now with that out of the way ;-) Hermes already ships one of the strongest native memory and learning loops youโ€™ll find in any open-source agent. It doesnโ€™t just โ€œrememberโ€ โ€” it actively extracts skills from every task, curates facts into clean memory files, builds procedural superpowers, and gets sharper at your workflow with every run. Thatโ€™s not marketing fluff. Itโ€™s baked in and it works. So the question lands hard: if Hermes already learns over time, why the hell would anyone stack Cognee on top? Because they solve two completely different problems โ€” and together they turn a sharp apprentice into something that feels superhuman. Hermesโ€™ native memory is agent-first and ruthless about efficiency. It keeps context tight, avoids token bloat, runs self-improvement cycles, and turns one-off tasks into repeatable skills. Itโ€™s designed to make the agent better at acting for you, session after session, without needing a PhD in memory engineering. Perfect for most day-to-day work. Cognee is a full knowledge engine. Itโ€™s built for the stuff Hermes intentionally stays light on: ingesting messy data at scale, structuring it into graphs and ontologies, spotting hidden connections across projects, resolving contradictions, and creating a stable, semantic long-term substrate that multiple agents or tools can actually share. One is the brain that learns by doing. The other is the encyclopedic library that never forgets context and connects dots you didnโ€™t even know existed. They donโ€™t fight. They layer. Hermes recently added clean modular memory providers. That means you can plug Cognee in as the heavyweight backend for deep graph recall and cross-session intelligence while keeping Hermesโ€™ native layers (prompt memory, skill curation, fast SQLite search) for speed and autonomy. No messy overlap. No retrieval wars. Just smarter routing.
๐Ÿ Foundations 2.5 Check-In
This one breaks down orchestration. Vote below, then pick one AI tool you actually use and tell us in the comments: can you identify which part is the model and which part is the routing layer around it?
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Clief Notes
skool.com/quantum-quill-lyceum-1116
Jake Van Clief, giving you the Cliff notes on the new AI age.
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