This one breaks down orchestration. Vote below, then pick one AI tool you actually use and tell us in the comments: can you identify which part is the model and which part is the routing layer around it?

$200 cash prize. One winner. Let's go!!!! THE CHALLENGE: "The Fake Client You just got hired. Here's your client 👇 - 📎 Download the full client brief attached to this post. YOUR DELIVERABLE: - A complete brand voice document for Ruff Cuts. - How you structure it, how detailed you go, what sections you include, how you get AI to nail the tone... that's all on you. - Same brief. Wildly different outputs. Show us what you've got. 💰 PRIZE: $200 CASH - One winner takes it all. 🗳️ HOW WE PICK THE WINNER - Community vote. Your fellow members decide. 📅 DATES - Submit by: Saturday, April 25th at 12:00 PM EST - Winner announced: Monday, April 27th at 12:00 PM EST 🎟️ WHO CAN ENTER - Premium and VIP members only. - Not a member yet? You know what to do. 📝 HOW TO SUBMIT - Drop your brand voice guide in the comments below. Text, screenshots, PDF, whatever works. Just make sure we can see it. ⚡ A NOTE ON FUTURE COMPETITIONS - This first one is straightforward on purpose. We wanted to start simple. - They won't all be like this. Challenges will get harder, more creative, and more technical as the weeks go on. Enjoy the easy win while it lasts. First competition. First winner. First $200. - Who's taking it? 👇

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.

Claude design is fully released. It burns up tokens but it works very well, and allows you to automate the folder design process that I've been showing you all. My video will go on to how not to use it as I think there's still some limits to what it can be done, but it's the step in the right direction. Again, I've been telling you about building systems that will be amplified by updates, not replaced. This is a perfect example. I'm going to go ahead and make a nice long form video out about this. What do you want out of the YouTube video? Comment below what use cases you want me to explore in the long-form (and eventually course addition of course !) For those of you that have been studying this the past few months, how does it feel to be ahead for once!?

Jake talks about building systems that last a decade. That's a long time. What is the one thing you’re actually hoping to solve or scale with AI so you can focus on bigger things over the next 10 years? For me, it’s about mastering the technical logic so I’m not constantly chasing the next "hype" tool every six months. I want the systems to do the heavy lifting so I can reclaim my time.