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The uncritical adoption of AI in science is alarming — we urgently need guard rails
(www.nature.com)
"We did it, Patrick! We made a technological breakthrough!"
A place for all those who loathe AI to discuss things, post articles, and ridicule the AI hype. Proud supporter of working people. And proud booer of SXSW 2024.
AI, in this case, refers to LLMs, GPT technology, and anything listed as "AI" meant to increase market valuations.
I perhaps didn't go into enough detail about what i think their motivations are, when i say profit i should have said profit/power/control, they aren't all the same but they could be considered different faces of the same rough concept.
i did imply that they were only in it for the money and that i think is where a miscommunication is coming from.
I fully agree with all of that and i wasn't arguing against it.
I was simply arguing that countering all the problems you mentioned isn't the goal of the companies/corporations selling the pickaxe infrastructure.
ML (and AI) in general hasn't been the kind of problem we are seeing now until the introduction of the current incarnation of LLM's, it's why i specifically mentioned LLM's as the target of my thoughts.
There have been AI winters and bubbles before but the scale and cultural penetration of this wave seems different (though i suppose we'll see over time if i'm right about that)
It's not only a difference in scale/scope but it seems to be one of those problems that's cumulative and feeds off of itself once it's hits a critical threshold of adoption/usage.
It happens to be wildly profitable(fiscally and in terms of power/control) for the companies involved, which doesn't help.
By profitable i don't mean that the companies are making money on the P&L sheets, i mean the few individuals who are accumulating power/wealth/control from the shenanigans that are ongoing.
Also agreed.
I would further argue that the possibility of the erosion of skills being something of an active goal is non-zero. \ mid to long term power/control/profit can only be helped by fostering a dependence on throwing more and more tokens at a problem because the developer no longer has the ability to solve it themselves.
Though that's some full tinfoil hat speculation there on my part.
Also agreed, although profit has always been a gateway to power , the exchange rate is at an all time high.
As i said before, i was intentionally being simplistic when i said profit, i just didn't necessarily want to go full capitalist oligarchs/ruling class/erosion of the current version of society.
To the twitter purchase, it doesn't have to be a line item on a sheet for it to be useful investment, he was able to leverage that inflated valuation to "borrow" money against it that he didn't need to pay the prerequisite amount of tax against , which is a common tactic for people already rich AF.
It's a similar thing to what's happening with the LLM investment circle/bubble that will fully fuck over the american stock market (and tangentially everything else to some degree).
Nvidia, openAI, anthropic, microsoft etc , all trading imaginary purchases on speculative future resources to inflate the valuation of each other in a big circle is similar in concept, if more extravagant in execution.
I think it's the conversation we should be having. I also can't say for certain that this is their case, but a certain company which rhymes with "boogle" is putting a huge amount of pressure on the industry to get people to use their alpha earth embeddings to create derivative ml products. They put on a wowfest at ForesttSAT a few weeks back, but it's clear that either a) the earth engine project is deeply unprofitable and is going to get axed, or b) they think they can run the same strat for satellite remote sensing they're doing with llms in programing.
Unfortunately I couldn't attend so it was just a coauthor who attended who reported back, but then low and behold, all kinds of non profits and "for good" organizations are finding funding (since, you know, Musk collapsed the state funded research apparatus via DOGE.. coincidence?) to build solutions off of these embeddings. It's a solution looking for a problem but it basically means all solutions using it will be built on that company's architecture and hardware.
And like.. I don't have a problem with the idea of an embedding layer. And earth engine absolutely has been a major force for good..
But there is clearly an effort to center corporations as owning information we all collectively paid for with our taxes, which is what those embeddings represent.