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LLM Inevitabilism

(tomrenner.com)
1612 points SwoopsFromAbove | 6 comments | | HN request time: 0.832s | source | bottom
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lsy ◴[] No.44568114[source]
I think two things can be true simultaneously:

1. LLMs are a new technology and it's hard to put the genie back in the bottle with that. It's difficult to imagine a future where they don't continue to exist in some form, with all the timesaving benefits and social issues that come with them.

2. Almost three years in, companies investing in LLMs have not yet discovered a business model that justifies the massive expenditure of training and hosting them, the majority of consumer usage is at the free tier, the industry is seeing the first signs of pulling back investments, and model capabilities are plateauing at a level where most people agree that the output is trite and unpleasant to consume.

There are many technologies that have seemed inevitable and seen retreats under the lack of commensurate business return (the supersonic jetliner), and several that seemed poised to displace both old tech and labor but have settled into specific use cases (the microwave oven). Given the lack of a sufficiently profitable business model, it feels as likely as not that LLMs settle somewhere a little less remarkable, and hopefully less annoying, than today's almost universally disliked attempts to cram it everywhere.

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strange_quark ◴[] No.44574774[source]
> There are many technologies that have seemed inevitable and seen retreats under the lack of commensurate business return (the supersonic jetliner)

I think this is a great analogy, not just to the current state of AI, but maybe even computers and the internet in general.

Supersonic transports must've seemed amazing, inevitable, and maybe even obvious to anyone alive at the time of their debut. But hiding under that amazing tech was a whole host of problems that were just not solvable with the technology of the era, let alone a profitable business model. I wonder if computers and the internet are following a similar trajectory to aerospace. Maybe we've basically peaked, and all that's left are optimizations around cost, efficiency, distribution, or convenience.

If you time traveled back to the 1970s and talked to most adults, they would have witnessed aerospace go from loud, smelly, and dangerous prop planes to the 707, 747 and Concorde. They would've witnessed the moon landings and were seeing the development of the Space Shuttle. I bet they would call you crazy if you told this person that 50 years later, in 2025, there would be no more supersonic commercial airliners, commercial aviation would basically look the same except more annoying, and also that we haven't been back to the moon. In the previous 50 years we went from the Wright Brothers to the 707! So maybe in 2075 we'll all be watching documentaries about LLMs (maybe even on our phones or laptops that look basically the same), and reminiscing about the mid-2020s and wondering why what seemed to be such a promising technology disappeared almost entirely.

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kenjackson ◴[] No.44575171[source]
I think this is both right and wrong. There was a good book that came out probably 15 years ago about how technology never stops in aggregate, but individual technologies tend to grow quickly and then stall. Airplane jets were one example in the book. The reason why I partially note this as wrong is that even in the 70s people recognized that supersonic travel had real concrete issues with no solution in sight. I don't think LLMs share that characteristic today.

A better example, also in the book, are skyscrapers. Each year they grew and new ones were taller than the ones last year. The ability to build them and traverse them increased each year with new technologies to support it. There wasn't a general consensus around issues that would stop growth (except at more extremes like air pressure). But the growth did stop. No one even has expectations of taller skyscrapers any more.

LLMs may fail to advance, but not because of any consensus reason that exists today. And it maybe that they serve their purpose to build something on top of them which ends up being far more revolutionary than LLMs. This is more like the path of electricity -- electricity in itself isn't that exciting nowadays, but almost every piece of technology built uses it.

I fundamentally find it odd that people seem so against AI. I get the potential dystopian future, which I also don't want. But the more mundane annoyance seems odd to me.

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1. bluefirebrand ◴[] No.44575503[source]
> even in the 70s people recognized that supersonic travel had real concrete issues with no solution in sight. I don't think LLMs share that characteristic today

I think they pretty strongly do

The solution seems to be "just lower your standards for acceptable margin of error to whatever the LLM is capable of producing" which should be concerning and absolutely unacceptable to anyone calling themselves an Engineer

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2. Aeolun ◴[] No.44576994[source]
> absolutely unacceptable to anyone calling themselves an Engineer

Isn’t that exactly what engineers do? Even very strong bridges aren’t designed to survive every possible eventuality.

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3. wrs ◴[] No.44577175[source]
That's what a "margin of error" is. The margin of error of a bridge is predictable thanks to well-established techniques of physical analysis.

An LLM system, on the other hand, can fail because you moved some punctuation around.

4. bluefirebrand ◴[] No.44577251[source]
No

I'm talking about engineering a bridge for 50 cars that collapses at 51, not engineering a bridge for 500 cars that is only expected to get 50

Engineering does require tradeoffs of course. But that's not what the minimum possible quality is

5. closewith ◴[] No.44579420[source]
99% or more of software developers behave in ways that would be inconceivable in actual engineering. That's not to say there aren't software engineers, but most developers aren't engineers and aren't held to that standard.
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6. skydhash ◴[] No.44580556[source]
Code is not physical. While computation errors can have real effects, a lot of orgs and people are resilient about them.