Submitted by Dramatic-Economy3399 t3_106oj5l in singularity
This is an idea my friend has about how artificial intelligence should be developed. He's not a computer scientist, and neither am I, but I wanted to share what he said and get everyone's thoughts.
AI should be able to discover and experience the world on its own, which it currently can't do. It doesn't have a way to process a camera feed or audio from microphones. This is opposed to giving it all of the information. If it can develop by itself, it can be more intelligent and well rounded and hence organic in its development.
I realize this would require huge advancements of technology to allow for this kind of processing of raw data, but I think this approach is fascinating!
Mortal-Region t1_j3i1gg7 wrote
This is roughly the idea behind reinforcement learning, which is a means of training so-called intelligent agents, which are AIs that interact with their (usually simulated) environments. It's basically a carrot-and-stick approach -- actions that lead to good outcomes are reinforced so that the agent is more likely to take the same kind of action in the future, while actions that lead to bad outcomes are treated in the opposite way.
Doing this well means maintaining a balance between "exploration" and "exploitation". Imagine an enormous room filled with billions of slot machines that pay out at different rates. "Exploration" consists of wandering around the room trying out different machines to see how well they pay. "Exploitation" means playing the best machine you've found so far over and over again.