Rooted a Samsung Frame TV to mute and hide commercials

I rooted my samsung frame TV and built a thing called Commercial Break to mute and hide commercials. Its not quite as fast as I want it to be yet, but its working.

tv-side app screenshots the display every couple seconds, sends it to a claude agent on my machine, and the second it sees an ad it mutes, dims the panel, and slaps a card over the screen. show keeps playing underneath. ad ends, card's gone.

Code / process shared below in case its helpful to anyone.