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Welcome to Clief Notes. Here's where to start.
1. Go check out ๐Ÿ“šNavigating 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. โญ 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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๐Ÿšจ New one in the NLP Logix series is live ๐Ÿšจ
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" ๐Ÿงฎ She came up through math (DNA computing, time series on commodities) and thinks about problems like proofs, not recipes. What we get into: ๐Ÿชจ The Indiana Jones "build me a chatbot" boulder she ran from in 2023 ๐Ÿšจ The 7 neural nets that "found" a signal that was completely fake ๐ŸŽ๏ธ A $5M Pagani vs a $100 Toyota, and why "best" is a trap ๐Ÿค– The first chatbot was built in 1966 (ELIZA)... these aren't new ideas ๐Ÿฌ Meta's SAM3 turning hours of labeling dolphin fins into a single prompt ๐Ÿง  Why half the companies asking for AI are solving the wrong problem โ–ถ๏ธ Go watch ๐Ÿ’ฌ Then drop a comment: What surprised you most, or what would you have asked her? Happy learning ๐Ÿ™Œ
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๐Ÿค NEW: The Connection Hub is live
๐Ÿ‘‹ Welcome to the Connection Hub - The Vault ยท 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. ๐Ÿ‘ฅ Specifically โ€” 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: ๐Ÿ’ฌ "I'd love to work with someone who gets this." ๐Ÿ’ฌ "I want to break into [industry] but don't know anyone in it." ๐Ÿ’ฌ "Who else here does what I do?" So instead of letting those connections happen by accident... I built a place for them. ๐Ÿ‘‡ ๐Ÿ—‚๏ธ๐Ÿ‘‹ Welcome to the Connection Hub - The Vault ยท 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.
Fable Token Economy Gonna Have me Begging ๐Ÿฅบ๐Ÿคฃ
Spare a token, sir? ๐Ÿช™ Y'all remember two weeks ago when Fable was included in our plans? Just sitting there. Free. Like water from a fountain. Anthropic said nah, that fountain is a vending machine now. $10 per million input. $50 per million output. Double Opus. And every Fable call in Claude Code burns your plan credits at 2x the rate, so that weekly quota you thought was generous? Gone by day 3. I give it about a month before the Clief Notes community looks like this: "Hey man... you got any Fable tokens you're not using? I just need like 200k output tokens. I'll pay you back Friday I swear." "Bro I haven't consumed Fable in three days. I've been surviving on Sonnet 5 like it's ramen." "I used to have a Max plan. A FAMILY. Now I'm out here refreshing the Claude Console watching my usage credits tick down." There's gonna be two types of people in this community. The ones who set a monthly spending cap, and the ones who find out what $50 per million output tokens actually feels like when Fable decides to think for 40,000 tokens before answering your question. That's two dollars just for the thinking. The THINKING. It didn't even answer yet. And don't get me started on the agentic loops. You let Fable run a Claude Code session with dynamic workflows, the thing fans out into a bunch of subagents, and suddenly your invoice looks like you took the whole squad to dinner and everybody ordered the lobster. Meanwhile everyone else is out here watching through the window. They never even got a taste. The real ones already know: The ICM reduces token wasting, Opus 4.8 is included in your plan. Sonnet 5 is $2/$10 intro pricing through August. The local model swarms/subagents run on hardware you already own. Save Fable for the tasks that actually need it, architecture decisions, the hard debugging sessions, the moments where you need the gold standard. Everything else? Run it local and always make sure your ICM is set and engaged. Run it cheap. Hoard those Fable tokens like they're the last clean water in the wasteland.
Fable Token Economy Gonna Have me Begging ๐Ÿฅบ๐Ÿคฃ
Advice building an APP
Hey Legends, I hope everyone is having a great Friday. I plan on building a mobile app over the coming weeks and wanted to ask if anyone could point me in the right direction in terms of educational content on this topic? It appears that others in this group have built some amazing apps, so I'm hoping someone can share some insights with me. Cheers.
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