Forgive me, I’m no AI expert to fully compare the needed tokens per second measurement to relate to the average query Siri might handle, but I will say this:

Even in your article, only the largest model ran at 8/tps, others ran much faster, and none of these were optimized for a task, just benchmarking.

Would it be impossible for Apple to be running an optimized model specific to expected mobile tasks, and leverage their own hardware more efficiently than we can, to meet their needs?

I imagine they cut out most worldly knowledge etc/use a lightweight model, which is why there is still a need to link to ChatGPT or Apple for some requests, would this let them trim Siri down to perform well enough on phones for most requests? They also advertised launching AI on M1-2 chip devices, which are not M3-Max either…

Onboard AI chips will allow this to be local.

Phones do not have the power to ~~~

Perhaps this is why these features will only be available on iPhone 15 Pro/Max and newer? Gotta have those latest and greatest chips.

It will be fun to see how it all shakes out. If the AI can’t run most queries on the phone with all this advertising of local processing…there’ll be one hell of a lawsuit coming up.

EDIT: Finished looking for what I thought I remembered…

Additionally, Siri has been locally processed since iOS 15.

https://www.macrumors.com/how-to/use-on-device-siri-iphone-ipad/

I think there’s a larger picture at play here that is being missed.

Getting the weather is a standard feature for years now. Nothing AI about it.

What is “AI” is, Hey Siri, what is the weather at my daughter’s recital coming up?

The AI processing, calculated on-device if what they claim is true, is:

1. the determination of who your daughter is
2. What is a recital? An event? Are there any upcoming calendar events that match this concept?
3. Is the “daughter” associated with this event by description or invitation? Yes? OK, what’s the address?
4. Submit zip code of recital calendar event involving the kid to the weather API, and churn out a reply that includes all this information…

Well {Your phone contact name}, it looks like it will {remote weather response} during your {calendar event from phone} with {daughter from contacts} on {event date}.

That is the idea between on-device and cloud processing. The phone already has your contacts and calendar and does that work offline rather than educating an online server about your family, events and location, and requests the bare minimum from the internet, in this case nothing more than if you opened the weather app yourself and put in a zip code.

Plug it into a monitor or TV and keep an eye on the console.

I have an older NUC that will not cooperate with certain brands of NVMe drive under PVE…the issue sounds like yours where it would work for an arbitrary amount of time before crashing the file system, attempting to remount read-only and rendering the system inert and unable to handle changes like plugging a monitor in later, yet it would still be “on”.

I recommend Dockge over Portainer if you want a web admin panel. https://github.com/louislam/dockge

It’s basically docker compose in a website, and you can just decide one day to turn it off and use the compose files directly. No proprietary databases or other weirdness.