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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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🚨 You've been asking when the Lyceum opens. The waitlist is live. 🚨
The waitlist is up and seats are limited, so this is your nudge to go lock yours in. 👇 New here? Quick context. 👀 The Lyceum is Jake's live cohort program built on ICM, the methodology 35,000 people in this community are already using to get real results with AI. The short version: folders over agents. You learn the layer underneath the tools, the one that keeps working when the next model drops. Full breakdown is on the site. Here's what's inside: 🎯 Three cohorts, Technical, Business, and Creator. Same methodology, built around what you actually do. 🎥 Live sessions with Jake and a full team of instructors. ♾️ Lifetime recordings, written curriculum, and a private cohort Discord. 📜 An Eduba ICM certification you can put on your resume. And a guarantee no course makes: ✅ You leave with a working product, or the team finishes it with you. ⏳ Seats are limited and this community moves fast, so the math is not in your favor if you wait. 💡 Pricing and start dates aren't public yet. The waitlist sees them first, gives feedback on timing, and gets in before the program opens. Everything you want to know is on the page. If you already know this is for you, get on it. 🔥 👉 https://lyceum.eduba.io
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TokenMaxxing: The Fix For AI's Spending Problem Is Not Good For OpenAI And Anthropic
This already in mainstream news says alot: "A new discipline called model routing is taking hold, sending hard tasks to expensive frontier models and easy ones to cheaper, faster alternatives. It can cut AI bills dramatically. But it also means OpenAI and Anthropic stop getting paid for every task, which complicates the IPO story both are built on." A lot of people are worried about AI valuations, IPOs, model routing, token costs, and whether the AI bubble will burst. Maybe it will, maybe it won't. I think we're asking the wrong question. The real question is whether intelligence is becoming abundant, which seems obvious. History shows that when a powerful resource becomes cheaper, people don't use less, they use exponentially more. Computing got cheaper and we built the internet. Storage got cheaper and we stored everything. Bandwidth got cheaper and we streamed everything. Intelligence is getting cheaper, so we'll use it everywhere. Model routing, if anything, it's a sign the industry is maturing. Whether the future belongs to GPT, Claude, Gemini, open source, or something we haven't seen yet, the biggest opportunity won't be in the models themselves but in the systems built around them: ICM, knowledge vaults, agent networks, workflows, governance, context, orchestration, and execution. The people (especially everyone in here learning ICM) who learn how to organize intelligence will likely create more value than the people just consuming. So if you're building skills, systems, agents, GTM/RevOps systems, businesses, or operating frameworks today, don't get distracted by every headline about these $1Trillion valuations or bubbles. Keep building. If the bubble expands, you'll benefit. If the bubble bursts, the skills, systems, and knowledge you've built will still be there, and that's the part nobody can take away. Having our own structurs, scaffolding, or architecture is far more valuable over time. It's also recession proof.
🏗️ Scaling ICM solutions and moving beyond local desktop
What patterns are working so far, and what new possibilities are on the horizon? I want to start pitching to leads on using folder structure as agent architecture. So far, I'm building with Codex and Claude from my desktop, but that doesn't scale beyond me and my computer. Before I can pitch, I need to develop a clear understanding of what's possible for creating ICM solutions without local-system dependencies. I think managing files in Google shared drive or Microsoft OneDrive could work, but I'm not sure what pitfalls would come up. I'm not sure if ChatGPT or Claude.ai have sufficient agentic capabilities to carry out all the tasks that an ICM workspace would ask them to do. Maybe ChatGPT Workspace Agents or Claude Managed Agents connecting to ICM files in cloud storage is the right answer.
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Jake Van Clief, giving you the Cliff notes on the new AI age.
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