> I think the biggest reason is to own the stack so your model can't be changed out from under you,
The concern would be future regulations that prohibit you from buying a hosted version of the model. Even that could be bypassed with a VPN to another country but it's more work to go through the payments.
As long as there is demand for a model, it will be hosted by multiple providers.
The only reason I'm considering picking one up is I think we're not that far away from compute limitations in consumer hardware.
I live in a place where using VPN is illegal and akin to "terrorism" because why would you want to hide what you are doing. Only bad guys hide. So if you use VPN, you are a bad guy.
https://srinagar.nic.in/notice/immediate-suspension-of-virtu...
Phones are randomly searched on the streets and if VPN is found, arrested
https://www.medianama.com/2026/01/223-jammu-kashmir-vpn-ban-...
https://timesofindia.indiatimes.com/india/after-vpn-ban-in-k...
“Out of the 15 individuals identified, five were minors who were counselled and advised in the presence of their guardians, with emphasis on awareness, lawful digital conduct, and the consequences of violating lawful orders,” he added.
What if the model is hopelessly obsolete, and thus no demand, but I want that specific model? Owning the weights and hardware is not just solving for one problem. It eliminates all the classes of problems that occur outside of your building, if you have a solar and battery setup.
Also, on a more practical basis, what if the way it's served is bad. Maybe I want my specific KV setup, or ultra low quant for entertaining garbage at 200 tk/s