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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?
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🚨 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 🙌
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🤝 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.
‼️CLAUDE JUST RESET LIMITS‼️
Just thought I'd post one of these again if you're not aware... Claude just resets everyone's limits to 0% used while keeping your weekly limit reset date the same so you effectively have free rein until your next weekly limit. Seems like the consensus is this is in response to GPT 5.6 being made public. So get back to playing with Fable if you maxed it out like myself! I got extra lucky as my limit resets at Sat 12:00 am so I've effectively got double usage 🔥
Using VSCode as a review station, not an editor
Many online resources treat VSCode like an editor with Claude bolted on. I use it the other way around. Claude does most of the writing. VSCode is where I catch it when it drifts. I'm not a developer. My Master's degree is in curriculum design. I run two active projects out of VSCode, a Next.js site for my digital products brand and a NestJS accounts receivable backend for a solar company. Both live and die by whether Claude follows the rules I set. VSCode is how I make those rules visible. A few things I do that I don't see talked about much. Pin the rulebook, not the code. I keep CLAUDE.md, the current task file, and my master data CSV open in split panes before I start a session. When Claude drifts I can see exactly which rule got ignored. If it's already open in the sidebar it stays close to my hands and I can drop it back into the chat in one click. Use the diff view as a pause button. After Claude makes changes I never let a commit happen until I've scrolled through the git diff in VSCode. This has caught hiccups and allowed for guardrails to prevent future issues. Search across files to audit for drift. My brand has hard rules on things like em dashes and specific capitalization for divine pronouns. Audits catch AI drift the same way spellcheck catches typos. Verification scripts as VSCode tasks. I have small Python scripts that count rows and check character limits. Running them from the terminal was fine, but making them one-click tasks changed how often I actually use them. Now every session ends with a task run. If it doesn't pass, the work isn't done. Have you noticed your AI doesn't always tell the truth? Make it verify its work. Multi-root workspaces to keep projects separate. I'm sure you all already to this, but it's worth saying. My AR backend and my devotional brand are very different contexts. Keeping them in separate workspaces means their CLAUDE.md files don't accidentally cross wires. None of this is fancy engineering. Goodness knows, I don't have a tech background. It's mostly refusing to trust the AI's report on itself and using VSCode where I can see the work done.
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