Given that phones are a few years behind PCs on RAM, likely whenever the average PC can do it, plus a few years. There are phones out there with 24GB of RAM already, it looks like.
Of course battery life would be a concern there, so I think LLM usage on phones will remain in the cloud.
Haven't studied phone RAM capacity growth rates in detail though
