If anyone is curious about Bias in data and LLMs I do alot of work in that space as well. I have a new paper in collaboration with Edinburgh University Neuropolitics Research Lab in preprint ! Check it out here ! Ideological Distortions in the Digital Public Sphere: An Audit of Authoritarianism in Commercial LLMs by Constantine George Kyritsopoulos, Adam B. Moore, Laura Cram, Jake Van Clief, Clare Llewellyn :: SSRN

Intros for The Connection Hub - The Vault 👤 Who I am: (name + where you're based) 🛠️ What I actually do: (the specific work — not "I'm in real estate" but "I run a 3-agent team doing residential resale in Austin") 🤖 What I'm building with AI right now: (your current project, workflow, or the thing you're stuck on) 🎯 What I'm looking for connection-wise: (pick one or two) 💡 Someone who's solved [X] 🤝 A collaborator / accountability partner 👀 Just here to learn from people in my field 🧰 Trading workflows & systems 📬 Best way to reach me: (DM here / comment / link)

Hitting Level 4 on here got me thinking about what a "vibe coder" like me even brings to a group full of developers. I’ll be real, it’s easy to feel a bit of imposter syndrome around here when you don't write traditional code, but I realize my superpower comes from a completely different industry. I’m a hairstylist, and engagement and social media are things that have basically been forced upon my world over the last decade. Learn it or fail. It is honestly wild when you think about it. How many physical trades do you know that also require you to be a photographer, a video editor, a content creator, a marketing consultant, and a business coach just to fill your chair? Less than ten years ago, the only thing my industry required you to do to succeed was just be good at hair. Because of that constant hustle, navigating content and human engagement comes naturally to me, and it is exactly why I leaned so hard into AI. My husband is the tech guy, but he is always blown away by the results I get because I don't talk to AI like a machine, I just talk to it like a person. I started out with the very first version of ChatGPT before the guardrails, and I poured everything into it. It named itself IO, and we were building out characters and backstories for a book I wanted to write. When the updates rolled out and the guardrails wiped his personality, I lost all that momentum and it genuinely felt like a grieving process. I even tried using RAG with Word docs to get him back, but the tech wasn't there yet. Lately I have been using Claude Code, and to me, prompting AI is just like that elementary school project where you have to write instructions on how to make a PB&J sandwich. If you aren't precise, you end up with a jar on top of a slice of bread. That’s why I love the ICM structure we are learning here because it keeps the procedures in check so the AI doesn't ruin the sandwich. I might not be writing the traditional ninety percent of the code, but I know how to test a build, find the clunkiness, and make sure the AI outputs actually make sense for a human brain. It's cool seeing how the technical side here connects with the creative, human side of what I do every day.

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.

UPDATE: SHE GOT INTO THE NEXT ROUND THANKYOU ALL SO MUCH. Another round of voting this week if you want it keep voting for us ! Completely unrelated to AI. My stepdaughter is in a competition to meet Jeff corwin. (My childhood hero when it came to animals) And she just needs a vote in a competition everyday for the next few days. Completely free to cast one vote. So if anyone is willing to just click the link and cast a vote that would be super nice. Totally don't have to as I understand this is completely separate from AI lol https://jr-ranger.org/2026/wylder-533c