Let's get to know each other! Comment below sharing where you are in the world, a career goal you have, and something you like to do for fun. 😊

This is the full walkthrough of how I build my AI Operating System inside Claude Code, from the frameworks I use to think about it (the Three Ms and the Four Cs) to the actual setup, connections, skills, and routines that run while I sleep. By the end you'll know exactly how to set up your own AIOS, even if you've never opened Claude Code before. The full template, docs, and resources are free in my school community linked below. GITHUB REPO

I dropped a video on how I build n8n workflows. After building for 32 different clients and making 10k in the last 6 months. I decided to document my method so that once and if I hire somebody in the future, I can direct them to this video. Because I break down how I go about building, why I do certain things and why I build the way I do. The idea with the video is that I should not need to explain how to build. Granted I do not go into how nodes works, or data tables. What I walk through is a way to not get stuck while building. How to approach system thinking and have a working system. That it's easy to manage. I hope that y'all find it useful :)

Hey everyone 👋 Question for those of you building AI chatbots for clients (or your own product): When you deploy a chatbot on a website, are you actually GDPR-compliant — or are you hoping nobody notices? I’m based in Austria, building AI automation solutions for European SMBs, and the #1 question I get asked isn’t “how smart is your bot?” — it’s: “Where is the data going? Who processes it? Do you have an AVV?” Most US-built chatbots fail this conversation immediately because: • No signed Data Processing Agreement (Art. 28 GDPR requirement) • Subprocessors (OpenAI, Pinecone, Vercel) not disclosed • No Datenschutzerklärung (privacy notice) in the local language • EU AI Act transparency requirements ignored (mandatory from August 2026) Curious — how are you handling this for European clients? Or are you avoiding the European market entirely because it feels too complicated? Happy to share what I’ve built (a 10-point GDPR transparency package) if anyone wants to dig in 🙌

After a while you'll reach a point where you might want to go down the agency route. The only issue? I've run into too many businesses that don't want to work with me if I operate an agency. Every single time they've said that, I found it kind of weird because I didn't fully understand the problem. But after doing some digging I figured it out. What seems to happen when a business works with an agency: - The response time from the agency starts to get slower and slower - The person in charge is not the most skilled, but the cheapest person to manage the system - When the system breaks it takes forever to fix it And the agency has multiple clients to juggle, so they can't put all of their attention on one single business. But as a freelancer you could probably handle 5 clients at the same time and make it work. So it raises the question, when should you go from one person to an agency? For me, I'll skip the agency path. I can manage between 3 to 5 clients easily without any extra help. And if I have too many clients, I'd rather raise my prices and have fewer, which is what I've been doing. From my experience, 5 clients at $2k to $5k each is something I can manage. And most businesses rarely need help 24/7. What about you? Does the agency route seem interesting, or would you rather stay a solo freelancer?