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RL & search is a terrifying way to build AGI (an FAQ)

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Q1: What are you saying?A: My claim here is that if you build artificial general intelligence (AGI) via any algorithm that’s choosing actions via reinforcement learning (RL) and/or model-based search and planning—a giant chunk of your AI textbook—then that’s just an utterly terrifying thing that you’re doing. You’re playing around with algorithms that, if they work at all, would tend to create ruthless, callous AGIs, AGIs which would happily exterminate humanity and run the world by themselves, given an opportunity.Mercifully, large language models (LLMs) today are not in the category of “algorithms that choose actions via RL & search”. At least, not primarily—see LLMs are (still) mostly powered by imitative learning, not RL. So LLMs are outside the scope of this post. However, lots of other researchers and companies around the world are enthusiastically trying to build AGI in the maximally terrifying way, as we speak.[1]Q2: So you’re saying, don’t build AGI based on RL and/or search &...

AI Alignment Forumabout 2 hours ago
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RL & search is a terrifying way to build AGI (an FAQ) | Steek AI Signal | Steek