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Generative AI Is an Engineering Disaster. A shockingly inefficient trillion-dollar project.
(www.theatlantic.com)
This is a most excellent place for technology news and articles.
The author seems to be confusing user scalability with performance scaling:
This is a question of whether openai can handle 1 million users asking chatgpt to write a basic html website. That can be scaled horizontally and is just a matter of building more data centers.
The author then goes on to conflate this user scaling with performance scaling:
This is a question of whether chatgpt can generate a full complex web app. For this there may be a limit to this bigger model approach but this is common to most technologies, performance sometimes has hard limits. You aren't going to get a car to go 300 mph by making the engine bigger and adding more cylinders, there's diminishing returns, that doesn't make cars the worst technology ever deployed... maybe they are but for other reasons.
Economies of scale also isn't about performance scaling, it's about capacity scaling. Capacity scaling for AI does reflect economies of scale, that's why you have these large AI companies building large data centers.
That was a spectacular way of outlining the fact that you don’t at all understand the problems and limits with “AI” without having any awareness or understanding that you don’t at all understand the problems and limits with “AI.”
Ok, explain to me why you can't scale out existing small and mid tier models horizontally? yes there are current resource limits on chips and energy but we know how to build those out and those types of limits are common to nearly every other industry, it's just that no other industry has generated such rapid demand/investment for infrastructure.
There's no O(n^2) problem on number of requests that would make handling large scale rollout impossible like the article is suggesting.
If “AI” data centers are the only goal, sure, we could definitely bottleneck all technological progress into forcing a fractional level of slightly higher functionality to things that have already hit their potential at the cost of hobbling every other technology. Just fuck the environment, every level of consumer technology, limit the marketplace of ideas and materials to tech oligarchs, and cripple progress in literally any other field of technology, and it all just makes sense, right? Easy peasy.