One fundamental challenge to me is that if each training run because more and more expensive, the time it takes it to learn what works/doesn't work widens. Half a billion dollars for training a model is already nuts, but if it takes 100 iterations to perfect it, you've cumulatively spent 50 billion dollars... Smaller models may actually be where rapid innovation continues simply because of tighter feedback loops. O3…
AGI is the Sisyphean task of our age. We’ll push this boulder up the mountain because we have to, even if it kills us.
GPT-5 is behind schedule
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Re: GPT-5 is behind schedule
#272One fundamental challenge to me is that if each training run because more and more expensive, the time it takes it to learn what works/doesn't work widens. Half a billion dollars for training a model is already nuts, but if it takes 100 iterations to perfect it, you've cumulatively spent 50 billion dollars... Smaller models may actually be where rapid innovation continues simply because of tighter feedback loops. O3…
O3 is not a smaller model. It's an iterative GPT of sorts with the magic dust of reinforcement learning.
Re: GPT-5 is behind schedule
#273Re: GPT-5 is behind schedule
#274Earlier quoted context omitted.
a) There is evidence e.g. private data deals that we are starting to hit the limitations of what data is available. b) There is no evidence that LLMs are the roadmap to AGI. c) Continued investment hinges on their being a large enough cohort of startups that can leverage LLMs to generate outsized returns. There is no evidence yet this is the case.
Have we really hit the wall? Do they use GPS based data? Feels like there’s data all around us. Sure they’ve hit the wall with obvious conversations and blog articles that humans produced, but data is a by product of our environment. Surely there’s more. Tons more.
But just like GPS data it isn't suited for LLMs given that you know it has no relevance what so ever to language.
Re: GPT-5 is behind schedule
#275Earlier quoted context omitted.
But if the scaling law holds true, more dollars should at some point translate into AGI, which is priceless. We haven't reached the limits yet of that hypothesis.
a) There is evidence e.g. private data deals that we are starting to hit the limitations of what data is available. b) There is no evidence that LLMs are the roadmap to AGI. c) Continued investment hinges on their being a large enough cohort of startups that can leverage LLMs to generate outsized returns. There is no evidence yet this is the case.
Re: GPT-5 is behind schedule
#276"OpenAI’s is called GPT-4, the fourth LLM the company has developed since its 2015 founding." - that sentence doesn't fill me with confidence in the quality of the rest of the article, sadly.
> At best, they say, Orion performs better than OpenAI’s current offerings, but hasn’t advanced enough to justify the enormous cost of keeping the new model running.
wdym "keep it running"?
Re: GPT-5 is behind schedule
#277Earlier quoted context omitted.
And when we get it there, it kills us.
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Re: GPT-5 is behind schedule
#278Earlier quoted context omitted.
a) There is evidence e.g. private data deals that we are starting to hit the limitations of what data is available. b) There is no evidence that LLMs are the roadmap to AGI. c) Continued investment hinges on their being a large enough cohort of startups that can leverage LLMs to generate outsized returns. There is no evidence yet this is the case.
"There is no evidence that LLMs are the roadmap to AGI." - There's plenty of evidence. What do you think the last few years have been all about? Hell, GPT-4 would already have qualified as AGI about a decade ago.
Did you just make that up?
Re: GPT-5 is behind schedule
#279Earlier quoted context omitted.
"There is no evidence that LLMs are the roadmap to AGI." - There's plenty of evidence. What do you think the last few years have been all about? Hell, GPT-4 would already have qualified as AGI about a decade ago.
> What do you think the last few years have been all about? Next token language-based predictors with no more intelligence than brute force GIGO which parrot existing human intelligence captured as text/audio and fed in the form of input data. 4o agrees: "What you are describing is a language model or next-token predictor that operates solely as a computational system without inherent intelligence or understanding. T…
Re: GPT-5 is behind schedule
#280Earlier quoted context omitted.
Technically…? Does anyone here believe that the EU and Europe is the same thing? Would you find it weird if someone said that a Norwegian company was in Europe?
Many people certainly seem to! And it annoys me. I wasn’t talking about the EU, though. I was just commenting on the fact that in the UK, ‘Europe’ generally means ‘continental Europe’. > Would you find it weird if someone said that a Norwegian company was in Europe? I’d find it weird if a European did. But from Americans it’s to be expected.