@Pascal Pollack I can tell you're really passionate about AI and these concepts, and I appreciate how thoughtfully you approach them. You ask great questions and share insightful perspectives that really get me thinking. I'm excited to learn from you and exchange ideas as we continue exploring all of this. I really appreciate you reaching out! To answer your question, at work, I already have a folder structure that closely aligns with some of the concepts Jake Van Clief has been teaching about organizing systems for Claude and ChatGPT. Our front-end architecture is organized into three main layers: - **Elements:** Foundational, reusable UI building blocks. - **Components:** Functional UI sections built using those elements. - **Layouts:** The overall structures that bring components together to create complete pages. This approach creates a reusable, scalable architecture where changes to foundational elements can be reflected consistently throughout the application, while also making the codebase easier for developers to maintain. Here's a simplified example of how we organize it: ``` src/ │ ├── elements/ # Reusable UI building blocks │ ├── buttons/ │ ├── alerts/ │ ├── inputs/ │ ├── typography/ │ └── icons/ │ ├── components/ # Built using reusable elements │ ├── forms/ │ ├── modals/ │ ├── heroes/ │ ├── cards/ │ ├── navigation/ │ └── accordions/ │ └── layouts/ # Overall page and template structure ├── grid-systems/ ├── page-templates/ ├── headers/ └── footers/ ``` What's exciting to me is that we already have a similar foundation in place, so I can see how these concepts could translate into an AI driven development workflow. The part I'm most interested in learning more about is how to structure the instructions and context so AI knows which resources to reference, when to use them, and in what order. That seems to be where the real value comes in. It ties back to something Jake mentioned in "What Do We Build Now That AI Can Do the Work?" Rather than just getting AI to complete individual tasks, how do we build systems that allow AI to work effectively within an established structure?

Great! I’ll try to take a look at it over the weekend. Thanks for sending the article! If something says “TOP SECRET”, you’re pretty much required to read it, right? Hahaha..

This is a great question, and it’s actually something my coworkers and I have been discussing recently. It’s easy to waste tokens when you’re not being thoughtful and intentional about what you’re asking AI to do. I think a lot of that comes down to poor planning or simply rushing to get something done. We tend to focus on getting results quickly rather than taking the time to establish clear instructions, guidelines, and workflows. I'm starting to realize that the real value isn't necessarily having access to more AI resources, but learning how to build better systems that use those resources efficiently. That's exactly what I'm here to learn.

@Pascal Pollack I love this! 🤣 Hilarious and yet GENIUS! My wife is always talking to her Whisper.io tool from her computer. I might have to steal your idea and get myself a remote. My family already thinks I talk to AI too much. Just wait until they catch me wandering around the house giving orders to a remote. Hahaha

@Allan Durhuus It is great to hear that you have learned so much over the last 8 months! It gives me hope and motivates me. Thanks for the reply.

@Allan Durhuus Looking forward to it Allan!

I am excited, nervous, but looking forward to being part of this community.

@Andrés Curcio Thanks!