Across the U.S., so many people are taking chances on their own ideas. Some start with very little. Just an idea, a bit of courage, and the hope of making something better. Of course, it isn't easy. There are failures, financial struggles, and plenty of moments when giving up seems like the easier choice. But I really admire people who keep going, even when things don't work out the first time. I've always believed that one good idea, with the right people and enough patience, can change someone's life. A little about me. I'm a physician and a senior female AI/ML and full-stack engineer based in Berlin, Germany. I've worked with different companies over the years, and one thing I've come to realize is that there's something special about building something that's truly your own. Germany has taught me a lot about careful planning, quality, and long-term thinking. What I admire about the U.S., though, is how people are willing to take risks, try new things, and turn their ideas into something real. My background is mostly in engineering and medicine, but I've always had a strong interest in entrepreneurship, strategy, and how small ideas grow into successful companies. I'd genuinely love to connect with people across the U.S. who have ideas of their own. Maybe you're a college student thinking about your first startup, someone working on a side project, or simply someone who wants to create something different. I'm curious. What are you working on? What kind of idea have you been thinking about but haven't had the chance to pursue yet? I really enjoy talking with Americans, hearing different perspectives, and learning how people approach challenges. You don't need to be an experienced founder or have everything figured out. I'm happy to connect with anyone who's willing to share their thoughts and have a good conversation. Sometimes, a simple conversation is where something meaningful begins. #Entrepreneurship #Startups #Innovation #Founders #USA

Hey team, I'm not sure exactly what happened today but it seems that ChatGPT is aggressively using up tokens and having to reset your token usage or purchased more tokens. If this is happening to you, to try to figure out what's going on inside your ChatGPT (if you've created agents that are eating up a lot of tokens), you can run this prompt. "Audit my Codex token use for the past 30 days. Include every task and agent you can access, including subagents. Show the highest token users first, with input, cached input, output, and total tokens where those figures are available. Identify the tasks, repeated steps, or large inputs driving usage. Then give me five specific ways to use fewer tokens in my usual workflow. For each, explain the likely tradeoff and give me a short prompt or setting change I can use. Do this as a read-only audit and do not create subagents for the audit. Clearly distinguish measured usage from estimates. If you cannot access a complete account-wide or per-agent report, say what is missing and show the most useful breakdown you can verify." I hope everybody's having a great Monday.

Hey team, I'm working on a few other courses (email outreach agency and a couple of others), along with N8N deployments, which I don't think we'll need long term but some people still might like that. I have a lot of that detail done already. My question to the community is: is there a specific thing that you're looking to try to accomplish with AI that you would like me to vet out and write a course for? Literally there are no bad ideas here. I'm working on a few projects that I don't have AI tutorials for at the moment but I'm going to run out here quickly. I'd love to know what projects you would like done by AI.

Hey everybody, I just want to talk about Jev for a moment. It's a new decision model that's out and it changes a lot of things. I don't think it's for the average user yet but if you want to read on it or understand a little bit, it's probably a good idea. It comes from one of the co-creators of ChatGPT. And it's pretty powerful stuff. Everybody, have a great weekend! If you haven't done this yet, try to give your AI, ChatGPT or Claude, the URL to your Facebook or your website. To use this as a starting point and do deep-dive research into me and create a dossier.