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Mar 15 •
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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16h •
New Video: We Audited a Vibe Coded Production App. Three Holes Found.
Dropped a new one for you all. Mike from Urban Pulse let me share footage from his security audit. He vibe coded his whole platform using my routing architecture, then hired me and my team to read every line before he opened it up to high ticket clients. We took our time over many hours. We found three holes that I share here. A Google Maps API key that had already been flagged and locked down by Google. A second cryptographic auth layer the AI built on top of Supabase, which already handles all of this for you. A JWT verification step that never checked the issuer, meaning any valid Supabase token from any project on the internet would have passed. This is what real building and shipping looks like in the AI world. Mike built something that used to take a year and a couple hundred grand. He did it solo. Then he paid engineers to audit it before any customer touched it. Copy his move. If you are vibe coding anything you plan to put in front of paying clients, watch this one.
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12d •
I come asking for help! (NEW ROUND! VOTE ONCE A DAY PLS)
Because of the Amazing support you all gave for the first Round Wylder (my step daughter) made it into the second round! You can vote once a day and some days are 2x votes ! I would love love love if any of you support her going to work with some of the best animal rescues in the world to just cast at least one free vote if you can! You can vote here! Not Ai related so sorry for that ! Wylder | Junior Ranger
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Mar 2 •
Who's here? Drop your intro.
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.
2h •
15 "X.com" AI Accounts You Must Follow in 2026 (God-Tier Signal)
If you're serious about staying ahead in AI, here’s a tight list of the best voices to follow right now: 1. @karpathy – Deep, practical insights from one of the clearest minds in deep learning. 2. @fchollet – Creator of Keras. Sharp thinking on AI progress, benchmarks & intelligence. 3. @ylecun – Meta’s Chief AI Scientist. Foundational research and big-picture views. 4. @AndrewYNg – AI education pioneer. Excellent takes on applied ML and career advice. 5. @rasbt – Machine learning educator & author. Gold for code, papers, and best practices. 6. @dair_ai – Curates the best AI papers, tools & resources daily. 7. @lilianweng – OpenAI. Exceptional long-form writing on RL, alignment & systems. 8. @jeremyphoward – Fast.ai co-founder. Practical deep learning and real-world engineering. 9. @simonw – The king of useful AI tooling and thoughtful product commentary. 10. @_akhaliq – Papers with Code in real time. First to surface major new releases. 11. @ID_AA_Carmack – Legendary programmer & AI thinker. Raw, high-signal opinions. 12. @gwern – Deep, meticulous research on models, scaling & everything in between. 13. @goodside – Prompt engineering and LLM behavior at the highest level. 14. @drfeifei – Stanford legend. Computer vision, AI+humanity, and big research direction. 15. @demishassabis – DeepMind CEO. Strategic vision on AGI, science, and the future. Who’s missing from this list? Drop your strongest recommendations below. If you want links, it's here https://www.skool.com/cliefnotes/classroom/c7f102c7?md=32120347188a4ec2bc34d3a8ba78342f&utm_campaign=skool_link_post&utm_content=9a42d1d697754c499c3effeee8135e03 Save this post. Follow these accounts. Level up. — Cheers
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Jake Van Clief, giving you the Cliff notes on the new AI age.
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