RL can provide amazing results (AlphaGo, AlphaStar (Starcraft 2 agent), etc) but it requires a well modeled world to work with.
Games like Go and Starcraft are well modeled worlds. If you want something akin to AGI to operate in the "real world" you will need a high quality data model of the real world for the RL system to work off of.