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HA doesn't require 4/4/32, that's just the hardware the HA people sell. (which, given that your phone may be 8/16/128, is hardly "robust"). Generally, the Home Assistant crowd kind of target an audience that's probably already running some kind of home server, NAS, or router, and HA can probably be installed on that device.
Theoretically, there's no reason the HA server couldn't be installed on your phone, except then your smart home functions would only work while your phone is in the house and not sleeping. Kind of defeats the point of a lot of it, unless you're just thinking of smart home like "remote control for everything." Regardless, much smaller niche for an already-small market, and apparently not a priority for the dev team.
Also, the point of HA is usually to avoid 3rd party servers, so you don't just need something that runs HA, you need something that can receive data signals that may not be over wifi. Unless you can connect 3rd party receiver dongles to your phone, it'll end up limiting which devices you can use on your network.
THIS.
Home Assistant is the brain of the operation. Your smart phone is just an arm or hand in the operation. It’s the same for any of the services you perceive to be just using your smart phone. They actually call out to servers owned by the various companies, and then return requested operations to your devices at home. So with Home Assistant you have the opportunity to use devices and a server that all remain in your own network. Your data and information aren’t being sent to a third party. This, of course, depends on the devices you buy.
But that’s the power behind Home Assistant.