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.

Is there anyone available to help with getting an endorsement? I have published one paper on SSRN https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6578241but wanted to share more of my findings on arXiv.org to get them reviewed and shared with the world. If you could help, please message me, and I will share an endorsement code with you.

I need to walk back this morning's announcement before anything else. @Ariel Ortiz is not a Premium or VIP member. The competition was Premium and VIP only, stated in bold in the original brief. That eligibility check should have happened before judging and it didn't. That's on me. The $325 and the Week 4 title go to @Ruby Sparks. The rest of the writeup stands. Repeating it here so the corrected results live in one place. ➖➖➖ 🏆 WINNER: @Ruby Sparks 🏆 🔗 Repo: https://github.com/sparkles-inc/agency-os 🌐 Live site: https://agency-os-tan-five.vercel.app/ Ruby was within an inch of taking it on the original call. The judging call between her build and Ariel's was the longest I've sat with on any comp. She earned this on the work alone. The Loom video she recorded for this submission is the cleanest voice work I've heard on any community submission. Full-on infomercial quality. Voice acting level. If you haven't watched it yet, go watch it. It's a master class in how to present a build. Beyond the voice: an animated handoff explainer on the companion site, a WRITEUP.md that compresses the entire submission into three paragraphs of clean argument, and a design philosophy made explicit. She refused typed schemas in favor of human-readable Handoff Cards with seven sections including a required Gaps field ("if Gaps is empty, you're not looking hard enough"). One continuous narrative thread runs through all 27 files of her repo. Ruby takes the $325. @Sonija Quinn will reach out to Ruby directly for payment details. Remember: in a world where AI is making it easier to build, it's the unique opinions and styles that become valuable. ➖➖➖ I thought last week was hard to judge. This was the hardest comp to judge so far. Not even close.