OpenAI just launched Workspace Agents in ChatGPT (openai.com/index/introducing-workspace-agents-in-chatgpt) and the architecture they're describing maps almost exactly to what Interpretable Context Methodology (ICM) has been doing. Sequential stages. Structured context loaded per step. Input/output contracts. Human review gates before the next step runs. Agents that keep working after you close the tab. The difference is not in the concept, it's in the implementation. OpenAI delivers this as a cloud product built on top of Codex. ICM delivers the same logic through the filesystem: portable, versionable, zero framework dependency, no vendor lock-in. The observability story is also different. When you want to inspect what the agent did at any step, you open the folder and read the file. No dashboard to configure, no logging layer to build, no special tooling. The structure itself is the audit trail. The OpenAI announcement is good news for everyone building in this space. It validates that structured, stage-based, reviewable AI workflows are the right direction for real work inside organizations.

For those who missed the first post or just joined: The Lyceum is a 12-week program we're building. Live instruction from Jake and the Eduba team. Small cohorts. Real projects. You build something from week one, not watch tutorials. At the end, a competition with real prizes. Eduba's first certification, backed by the same methodology we've used to train Fortune 500 teams. Now here's what we've locked in since then. The Structure Three 4-week sprints with a 1-week break between each. Not 12 straight weeks of grind. You build, you breathe, you come back sharper. - Sprint 1: Foundation — Core methodology. Everyone starts here. - Sprint 2: Application — You're building. Real project, real progress. - Sprint 3: Capstone — Finish what you started. Demo day prep. The breaks aren't fluff. They're built in so you can catch up, refine, or just live your life without falling behind. The Cohorts Same curriculum across all three. The difference is where your hours go. Technical — Developers, engineers, technical founders. You're building a tool or production system. 30% of your time goes to Claude Code and integrations. Another 30% to production systems and capstone. This is the builder track. Business — Ops, managers, founders, consultants. You're automating a process or designing a system spec. Heavy emphasis on workflow design (30%) and decision frameworks (25%). You direct the work without writing the code. Creator — Marketers, educators, solo operators. You're building a content production system. One person replaces the team. 25% on content pipelines, 20% on workflow design. This is how you scale yourself. Pick the track that matches how you work. The methodology transfers no matter which one you choose. A 4th Cohort? We're considering adding a team cohort if there's enough interest. This would be for companies that want to enroll multiple employees, or for people in the community who want to form their own team and build together. If that sounds like you, let us know in the comments.

New module live in Implementation Playbooks: Building Websites Three lessons covering how to build and deploy a real website using Claude Code and GitHub Pages. Free hosting, no Wix, no monthly fees. I also break down how Claude Code already writes project memory for you (you do not need to build a complex memory system, it is already happening) and how I structure my prompts to keep token usage as low as possible throughout a real build. Start with 3.1. The video walks through the entire process from analyzing a reference site to having a live URL you can send to anyone. Under 10 prompts total. 3.2 and 3.3 go deeper on the pieces that went by fast in the video(And I will be recording new videos for soon). If you have ever pushed an API key to a public repo or burned through tokens rebuilding something you should have planned first, those two are for you.

We're restructuring how things work around here. Read this whole post!!! 🏆 WEEKLY COMPETITIONS START APRIL 20TH 🏆 Every single week, we're running a competition with cash prizes. Here's the catch: you have to be a Premium or VIP member to participate. The first one drops April 20th. We'll announce the challenge, you'll have a week to complete it, and the winner takes home cash. Every. Single. Week. If you've been thinking about upgrading, now you have a reason. Upgrade link: https://www.skool.com/quantum-quill-lyceum-1116/plans See you on April 20th. 🚀 📚 ALL CONTENT IS NOW UNLOCKED 📚 We used to gate Implementation Playbooks at Level 2 and Building Your Stack at Level 3. That's gone. When you join, you get everything. The Foundation. Implementation Playbooks. Building Your Stack. All of it. Immediately. Premium and VIP content stays exclusive to those tiers, but everything else is yours from day one. We're not going to force you to engage. This community works because people want to be here. 🎮 LEVELS NOW = REWARDS So what do levels mean now? They track your participation. The more you show up, help others, and share your progress, the higher you climb. And climbing comes with real rewards. How Points Work: - 👍 Like received: +1 XP - 💬 Comment: +1 XP - 🪄 Post that gets engagement: +3–5 XP - 🎓 Complete a lesson: +1 XP - ❤️ Helping others: bonus XP (manually awarded) Your title changes at each level. Everyone sees it next to your name across the community. 📐 Hit Level 8 — Free lifetime Premium membership. Already a paying VIP member? We'll upgrade you to free lifetime VIP. 👑 Hit Level 9 — 💰💰 $500 cash. Straight up. 💰💰 🏅 WEEKLY ENGAGEMENT LEADER = FREE LIFETIME MEMBERSHIP 🏅 Every Monday morning, we check the 7 day leaderboard. Whoever's on top gets free lifetime Premium membership. Already a paying VIP member? We'll upgrade you to free lifetime VIP. This resets every week. New week, new winner.

Tell us three things: 1. What you do (job, industry, student, career-changer, whatever) 2. What brought you to Clief Notes 3. One thing you're trying to figure out right now related to computing or AI I'll respond to every single one. And read each other's intros too because the person who's stuck on the same problem as you might already be in this thread. I'll go first I am Jake, I have been working in tech for 15 Years, building with Generative AI for 3 Years straight now! Excited to teach and learn! That's it. Simple, scannable, gives you data on who's joining and what they need, and keeps the feed clear for content that retains people past week one.