You can argue about whether it's actually bulletproof or not but the fact is, nobody else is even trying, and have lost sight of all privacy-focused features in their rush to ship anything and everything on my device to OpenAI or Gemini.
I am thrilled to shell out thousands and thousands of dollars to purchase a machine that feels like it really belongs to me, from a company that respects my data and has aligned incentives.
From a skill and trust point of view, Google is doing a lot better than apple will ever.
Including ondevice AI
On federated learning, you just make sure to keep this mechanism in the right stage of your pipeline