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New Member Onboarding. is happening in 3 days
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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.
PandaClip
Introducing PandaClip🐼 I've spent the last few months building something I wanted for my own AI workflows. PandaClip is an open-source, local-first MCP toolbox for AI agents with a live desktop lens that lets you watch everything your agents do as it happens. Instead of piecing together dozens of utilities, PandaClip provides a shared local workspace with over 40 deterministic tools across four systems: 📋 Clipboard — clipboard history, snippets, channels, TTL-based cleanup, and built-in secret screening. ⚡ Cache — a namespaced TTL cache so agents stop repeating expensive lookups. 🎋 Bamboo — organize existing files with tags, notes, and metadata without moving or renaming them. 🌱 Garden — a knowledge graph where agents can plant facts, connect them with typed relationships, track revisions, and build persistent knowledge over time. The feature I'm most excited about is the Lens. Leave it open on a second monitor and watch your agents work in real time. Every clipboard update, memory write, knowledge graph change, project update, and note edit appears instantly in a live activity feed. Click any event to inspect its contents, or keep the frameless hover overlay pinned while you work. Everything is local-first. • No cloud services • No remote database • No network dependency • No background daemons • The MCP server is the only writer, while the Lens is a read-only observer designed to safely monitor activity without interfering with your agents. The idea was inspired by Anthropic's Jacobian Lens. Jacobian Lens visualizes what's happening inside a language model. PandaClip brings that idea one level higher—it visualizes your agents' working state as they interact with tools, memory, projects, and knowledge. PandaClip also pairs naturally with magpie-search. magpie-search is responsible for finding information across conversations, files, and the web. PandaClip provides the structured workspace where agents cache results, save reusable information, and grow a persistent knowledge graph. They're intentionally independent projects that complement one another.
PandaClip
Fable 5 got extended to July 19!
I don't even know what sort of a marketing strategy this is. Anyways, enjoy it while it lasts ig!
Fable 5 got extended to July 19!
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