I found the culprit this morning. I have two heater from the original setup. As soon as I plugged in the "culprit", the AFCI tripped. It's an older finnex heater.
Purchase date was 2018!
I also sent an image of my breaker box to an Electrician. He advised on a few steps, and if it tripped again...