Interacting with LLMs like Copilot has been most interesting for me when I treat it like a rubber duck. I will have a conversation with the agent. I will prese

Interacting with LLMs like Copilot has been most interesting for me when I treat it like a rubber duck. I will have a conversation with the agent. I will present it with a context, an observed behavior, and a question... often tinged with frustration. What I get out of this interaction at the end of it is usually a revised context that leads me figure out a better outcome. The AI doesn't give me the outcome. It gives me alternative contexts. On the other hand, when I just have AI write code for me, I lose my mental model of the project and ultimately just feel like I'm delaying some kind of execution.