I recently led an Intro to AI session for over 100 non-technical employees. People from marketing, operations, HR, finance. People who use technology every day but have no reason to know what a large language model is or why it matters to their work. The goal wasn't to make them experts. It was to take them from "I've heard of ChatGPT" to "I just built something with it" in a single session.
The structure was deliberate. We started with what AI actually is and how it learns. Not the technical deep dive. The mental model. I wanted people to understand that these tools are pattern matchers trained on massive amounts of text, not magic and not sentient. That framing matters because it sets realistic expectations. When you understand that AI predicts the next most likely word based on context, you stop being afraid of it and you stop over-trusting it at the same time.
From there we moved into prompting fundamentals. How to give clear instructions. How to provide context. How to iterate instead of expecting perfection on the first try. I kept the examples grounded in work people actually do. Writing a project brief. Summarizing meeting notes. Drafting a communication for a specific audience. Nothing abstract. Nothing theoretical.
Everything built toward the real destination. Building custom Chat Agents. I walked through the concept of GPTs, showed how to give one a role, instructions, and shared knowledge so that prompts can be simple because the agent already has the context it needs. People saw the connection immediately. Instead of learning how to write perfect prompts, you build something that makes prompting easy for the next person. That shift from "I need to master this tool" to "I can shape this tool for my team" is where the energy in the room changed.
Then I demoed Workspace Agents. OpenAI released them on April 22nd. I learned the feature and built my demo in about three weeks. That timeline was part of the message. You don't need to wait until you've mastered something to share it. You need to be three weeks ahead of the people you're teaching. That's it. Learn it, try it, show what you found. The speed at which I picked it up and presented it showed the room that this stuff is accessible if you're willing to just start.
The reaction surprised me. Not the enthusiasm from the people I expected to be engaged. The questions from the people I expected to sit quietly. When you build a session that respects where people are starting from and takes them somewhere concrete, even the skeptics lean in.
Three weeks from learning to teaching. That's the cycle. That's how it works.