User
Write something
New Member Onboarding. is happening in 21 hours
Pinned
Welcome to Clief Notes. Here's where to start.
1. Go check out 📚Navigating The Course to see how to get around and what's here. 2. Start with The Foundation. 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 join in on our Biweekly competitions and win some real cash. ⭐ Competitions Mega Thread 5. If you are wanting to dive into the masterminds, grab all the past templates, artifacts and resources. Upgrade and head into the The Vault for Premium and The Drawing Room (VIP) for VIP 6. Post your work. Ask questions. Help others when you can. What are you here to build?
Pinned
🚨 New one in the NLP Logix series is live 🚨
Sat down with Katie Bakewell, a data scientist who's been building this since 2011, back when it was still just called "natural language processing" 🧮 She came up through math (DNA computing, time series on commodities) and thinks about problems like proofs, not recipes. What we get into: 🪨 The Indiana Jones "build me a chatbot" boulder she ran from in 2023 🚨 The 7 neural nets that "found" a signal that was completely fake 🏎️ A $5M Pagani vs a $100 Toyota, and why "best" is a trap 🤖 The first chatbot was built in 1966 (ELIZA)... these aren't new ideas 🐬 Meta's SAM3 turning hours of labeling dolphin fins into a single prompt 🧠 Why half the companies asking for AI are solving the wrong problem ▶️ Go watch 💬 Then drop a comment: What surprised you most, or what would you have asked her? Happy learning 🙌
Pinned
🤝 NEW: The Connection Hub is live
👋 Welcome to the Connection Hub - The Vault · Clief Notes So I was on the onboarding call this today, and one thing kept coming up that I couldn't stop thinking about: The biggest value of this new age isn't just the tools. It's the people. 👥 Specifically — people who understand AI the way THIS community teaches it. Not "prompt hacks" and not "10x your output" nonsense, but actually building systems, thinking in workflows, and treating AI like a real part of how you work. That's a rare group. And a lot of you told me the same thing: 💬 "I'd love to work with someone who gets this." 💬 "I want to break into [industry] but don't know anyone in it." 💬 "Who else here does what I do?" So instead of letting those connections happen by accident... I built a place for them. 👇 🗂️👋 Welcome to the Connection Hub - The Vault · Clief Notes It's a simple set of pages, split by industry. You find your corner, drop a quick intro about what you actually do and what you're looking for, and connect with people who speak your language.
🏁 Foundations 2.4 Check-In
You just learned the book, movie, video game framework. Vote below, then tell us in the comments: name one thing in your work that you now realize is on the wrong layer.
Poll
714 members have voted
My exact project kickoff — take what's useful, then tell me what I'm missing
How you start a project quietly decides how it ends. So instead of asking what everyone else does, let me put my own method on the table first — take whatever's useful. Here's my kickoff, before I let myself build anything: 1. Brief before build. I open a brief.md and treat it as the one file the whole project has to answer to. Nothing gets built until it's clear on three things: the outcome, who it's for, and what "done" actually looks like. 2. Same skeleton every time. The project drops into the same numbered folder structure I reuse on everything, so I never design the container twice — I just fill it. The shape is familiar before the work even starts. 3. Lock scope before touching tools. I force the scope down to one sentence, and I write the non-goals explicitly — what this is not. That single step is what keeps it from quietly sprawling later. 4. Decide the upkeep on day one. I set how the project stays current from the start, because the mess is never made on day one — it's made on day thirty, when the context has drifted and nobody decided who keeps it honest. 5. The mistake I stopped making. I used to start building before the brief was finished, telling myself I'd write it up after. The build quietly locked in decisions the brief never got to question — and by the time I noticed, they were expensive to undo. That's my version. It works for me — but I know it has blind spots I can't see from the inside. So flip it on me: what would you do differently? Where is this weak, and what am I leaving on the table? 👇
1-30 of 2,489
Clief Notes
skool.com/cliefnotes
What we give away free beats most paid courses. Build durable AI systems with a Marine vet and Edinburgh researcher. 40+ lessons, growing.
Leaderboard (30-day)
Powered by