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One thing stopping them self replicating is they require hundreds of billions of dollars in hardware and the power of a medium city to run.

There isn’t too much of that sitting around unused right now.

Right now, yes. Eventually, we will have sufficiently capable local models that run on ordinary machines.

There's some time between now and eventually, which is to say if it is not a sudden change we have time to adapt.