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In this video, I break down the AI systems pyramid and explain how I decide what type of system to build for a given problem. We walk through all four layers, starting with custom GPTs, then simple workflow automations with no AI, followed by AI workflows, and finally full AI agents. As you move up the pyramid, complexity, cost, and the chance of things going wrong all increase, and I explain exactly why that matters in real projects. I also show real examples of each layer so you can see how these systems actually work in practice. By the end of the video, you should be able to confidently decide which type of AI system you need to build and avoid overengineering solutions that do not need it. Access the Decision Tree HERE

Earliertonight I shared the Huang / Rogan clip about nuclear‑powered AI data centers and AI’s new bottleneck: electricity, not chips. On that same theme, one of my real estate clients is actively marketing a site off Lake Erie specifically for AI data center infrastructure – heavy power, transmission, and access to lake water for cooling in a region that’s quickly becoming a data center magnet. It feels like the whole stack is converging in real time: land, water, power, and now AI tools that help design and optimize these AI campuses. For everyone here, this isn’t just an “AI narrative” – it’s a physical infrastructure wave we can build on top of.

Hey everyone! My UGC ad workflow is working well, but I’m facing one issue. The video generator needs an image URL, but Telegram only gives me a file path. I don’t want to generate a new image just to create a URL. Is there no way to use the Telegram-uploaded image directly? I’m getting an error saying: “JSON parameter needs to be valid JSON.”