I suspect stronger edge performance will come as a side-effect of local inference. Your point on edge tool calls is interesting and I'll think about that. Features like offline mode could be a great motivating reason. Re knowing the shape vs not the internals - I'm mixed here. It feels like there's always a sampling period where you have to look at contents in order to understand what you want. But edge AI (like antirez's work running DeepSeek on Mac) will let you have both. I'm excited for that future!