05/22/2026
๐ ๐น๐ผ๐ ๐ผ๐ณ ๐ฝ๐ฒ๐ผ๐ฝ๐น๐ฒ ๐๐๐ถ๐น๐น ๐ฑ๐ผ๐ปโ๐ ๐ฟ๐ฒ๐ฎ๐น๐ถ๐๐ฒ ๐๐ต๐ฎ๐ ๐๐ ๐ฐ๐ฎ๐ป ๐ฑ๐ผ ๐ณ๐ผ๐ฟ ๐๐ต๐ฒ๐บ ๐ฑ๐ฎ๐ ๐๐ผ ๐ฑ๐ฎ๐. ๐ง๐ต๐ฒ๐ ๐ฎ๐ฟ๐ฒ ๐๐ฎ๐น๐ธ๐ถ๐ป๐ด ๐๐ผ ๐ถ๐ ๐ฏ๐๐ ๐ถ๐๐ ๐น๐ถ๐ธ๐ฒ ๐ฎ ๐ฑ-๐๐๐ฎ๐ฟ ๐ฐ๐ต๐ฒ๐ณ ๐๐ถ๐๐ต ๐ป๐ผ ๐ธ๐ถ๐๐ฐ๐ต๐ฒ๐ป.
Smart. Knowledgeable. Ready to work. Talks about food, and flavors, pairings, and desserts Now Iโm hungry and the chef doesnโt even have a kitchen.
Thatโs a GPT without structure. Great at conversation, useless without a place to operate.
Last week I taught a class on building your first actual AI agent, getting out of chat mode and making things happen.
Give that same chef a kitchen, the right tools, utensils, and ingredients? Now youโre getting a 5-course meal.
๐๐ฒ๐ฟ๐ฒโ๐ ๐๐ต๐ฎ๐ ๐๐ฒ ๐ฐ๐ผ๐ป๐ป๐ฒ๐ฐ๐๐ฒ๐ฑ:
๐น A Brain, the LLM. This is the knowledge layer. It thinks, reasons, and responds based on your domain knowledge. Pick your favorite one, Claude, Gemini, ChatGPT, Grok, Manus. You choose.
๐นMemory and Structure, so the agent has consistent context. It knows who itโs working for, what the goal is, how to stay on task, and where to find the data and tools it needs.
๐นAn Operating System, repeatable skills and guardrails that keep it on the rails and performing consistently.
๐นTools, the ability to connect, communicate, and create inside your real workflow the same way you would.
Then you switch it on.
Not to chat. To work. At this point youโve switched from prompting to tasking. Agents have the knowledge, the context, the standard, the goal, and the pitfalls. It can navigate to success.
It runs in a loop, an OODA loop, observe, orient, decide, act, until the task is complete.
Thatโs the difference.
The chef with no kitchen is still thinking and talking about food. Meanwhile Your new agent is already prepping your favorite dish.
Itโs fun to watch light bulbs go on in real time with entrepreneurs and teams who stop chatting with AI and start cooking with it!
๐ช๐ต๐ฎ๐โ๐ ๐๐ต๐ฒ ๐ณ๐ถ๐ฟ๐๐ ๐๐ฎ๐๐ธ ๐๐ผ๐โ๐ฑ ๐ต๐ฎ๐ป๐ฑ ๐ผ๐ณ๐ณ ๐๐ผ ๐๐ผ๐๐ฟ ๐ฎ๐ด๐ฒ๐ป๐?
