I find it difficult to take this too seriously, because Ad-Blockers already exist, are free, easy to install/use and work reliably (which is not given when ads could just be injected at the source).
An AI device that slurps content and removes the ads is probably going to run smack into Apple content policy again.
Anyway, usable local AI will probably lead to fully automated luxury communism, so I am not very worried.