Cool to see principles behind this, although I think it’s definitely geared towards the consumer space. Shameless self plug, but related: we’re doing this for industrial assets/industrial data currently (www.sentineldevices.com), where the entire training, analysis and decision-making process happens on customer equipment. We don’t even have any servers they can send data to, our model is explicitly geared on everything happening on-device (so the network principle the article discussed I found really interesting). This is to support use cases in SCADA/industrial automation where you just can’t bring data to the outside world. There’s imo a huge customer base and set of use cases that are just casually ignored by data/AI companies because actually providing a service where the customer/user is is too hard, and they’d prefer to have the data come to them while keeping vendor lock-in. The funny part is, in discussions with customers we actually have to lean in and be very clear on “no this is local, there’s no external connectivity” piece, because they really don’t hear that anywhere and sometimes we have to walk them through it step by step to help them understand that everything is happening locally. It also tends to break the brains of software vendors. I hope local-first software starts taking hold more in the consumer space so we can see people start getting used to it in the industrial space.