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> A lot of the AI doomerism comes from folks who do not understand the real complexities in making systems which really can function in a fully autonomous way i
by visarga 3y ago
> A lot of the AI doomerism comes from folks who do not understand the real complexities in making systems which really can function in a fully autonomous way in an environment which is hostile and dynamic.
I agree. Autonomy is hard. But a weaker version of it is possible - self replication in software. An AI model can generate text that can train new models from scratch[1]. They can also generate the model code, explain it, make meaningful changes[2], monitor the training run and evaluate the "child" models[3].
So AI can "pull everything from inside" to make a child, no external materials needed, but any human generated or synthetic data can be used as well. AI is capable of doing half the job of self replication, but can't make GPUs, and probably won't be able to do it autonomously for a long time. High end GPUs are so hard to make no company or even country controls the whole stack, it only works through global cooperation.
[1] TinyStories https://arxiv.org/abs/2305.07759 https://arxiv.org/abs/2305.07759
and Microsoft's Phi-1 using generated data
[2] Evolution through Large Models https://arxiv.org/abs/2206.08896 https://arxiv.org/abs/2206.08896
[3] G-Eval: NLG Evaluation using GPT 4 with Better Human Alignment https://arxiv.org/abs/2303.16634 https://arxiv.org/abs/2303.16634