The on-device calorie tracker I wrote about a few months ago is on the App Store. It's called PocketMacro now. Here's what happened between "the model runs on a phone" and "this is an app people can use": portion confidence, a text entry path, a download pipeline that verifies itself, and a release gate for code that returns a guess instead of an answer.