>Shareholders. All the frontier models are going public,
what I meant is that there isn't a singular entity capable of doing such a rag pull. even if/when closedai and misanthropic do it, open-weights models obviously won't follow.
>Who foots the bill?
primary schoolers don't need $50/1M SOTA. dirt cheap "flash" tier models are more than enough, and even models that can run on consumer hardware are enough for great many things if you know their limitations.
>Who gets the benefit.
students who use it.
again, a LLM can essentially act as a fairly proficient and infinitely patient tutor on every subject, and you have unlimited access to it. that's the application I see for them in education. it would've been amazing to me to have that when I was in school.
>despite it being well established that LLMs are not sustainable at current costs
not a single third-party provider on openrouter is subsidizing their tokens.
>dirt cheap "flash" tier models are more than enough
And do you trust companies to keep subsidizing the "cheap" models? The reason for the memory crisis isn't due to consumer DRAM but affects it nonetheless.
Remember, the kinds of families being talked about here are on districts that apparently cannot afford basic learning supplies and it's a "fantasy" to get them more funding. Who's footing the bill?
>and you have unlimited access to it.
You keep handwaving the costs but not providing good argument for who's covering it. There's no such thing as a free (or in this case, unlimited) lunch. A disadvantaged family may not be able to bear yet another subscription (and again, that train has already left on subscription based syst3ms), a school district would need to fund this for thousands of students, likely funded by property taxes.
>not a single third-party provider on openrouter is subsidizing their tokens.
Yes. Their earnings reports reflect this. The companies are running defecits to fund this. They are the ones subsidizing it.
We all know that will not last forever in this post ZIRP economy. Proponents for AI love to argue about the capabilities in 3-5 years whenever flaws in AI models arise, but seem sheepish to talk about the costs and monetization models. But the latter is the real important part when talking on the scale of an entire education system. I think we can all agree that the products that win such educational bids are rarely the highest quality ones.