That feels like you're moving the goal posts a bit.
Exponential growth over the short term is very uninteresting. Exponential growth is exciting when it can compound.
E.g. if i offered you an investing opportunity 500% / per year compounded daily - that's amazing. If the fine print is that that rate will only last for the very near term (say a week), then it would be worse than a savings account.
Well, growth has been on this exponential already for 5+ years (for the METR eval), and we are at the point where models are very close to matching human expert capabilities in many domains - only one or two more years of growth would put us well beyond that point.
Personally I think we'll see way more growth than that, but to see profound impacts on our economy you only need to believe the much more conservative assumption of a little extra growth along the same trend.
> we are at the point where models are very close to matching human expert capabilities in many domains
This is not true because experts in these domains don't make the same routine errors LLMs do. You may point to broad benchmarks to prove your point, but actual experts in the benchmarked fields can point to numerous examples of purportedly "expert" LLMs making things up in a way no expert would ever.
Expertise is supposed to mean something -- it's supposed to describe both a level of competency and trustworthiness. Until they can be trusted, calling LLMs experts in anything degrades the meaning of expertise.
> we are at the point where models are very close to matching human expert capabilities in many domains
That's a bold claim. I don't think it matches most people's experiences.
If that was really true people wouldn't be talking about exponential growth. You don't need exponential growth if you are already almost at your destination.
What I’ve seen is that LLMs are very good at simulating an extremely well read junior.
Models know all the tricks but not when to use them.
And because of that, you’re continually have to hand hold them.
Working with an LLM is really closer to pair programming than it is handing a piece of work to an expert.
The stuff I’ve seen in computer vision is far more impressive in terms of putting people out of a job. But even there, it’s still highly specific models left to churn away at tasks that are ostensibly just long and laborious tasks. Which so much of VFX is.
Exponential growth over the short term is very uninteresting. Exponential growth is exciting when it can compound.
E.g. if i offered you an investing opportunity 500% / per year compounded daily - that's amazing. If the fine print is that that rate will only last for the very near term (say a week), then it would be worse than a savings account.