It’s hard to put this into words succinctly. But when I was a kid before the Internet, the library was the main source of human knowledge, and it was very organized through the Dewey Decimal System which imposed a kind of tree-like hierarchy across a wide spectrum of topics. And while I imagined that one day this might all wind up served by computers, I thought this organization would survive the transition. But it didn’t.
I suppose in the early days of the Internet, they tried? Yahoo was kind of an Internet directory in the beginning, and the Whole Internet catalog was another such effort. But these eventually fell apart and we had to resort to search engines to find anything. Frankly, it’s a bit like the early days of personal computing when we used flat file systems instead of hierarchical ones with proper directory trees. When you were limited to what could fit on a floppy, this wasn’t such a big burden. But the Internet as it stands might as well be a giant flat file system.
Today, even the search engines are failing us, and we are turning to AI. In the pre-Internet era, we had sort of an equivalent to this also. They were called librarians. But a librarian’s job was made easier by the fact that all the books were carefully organized by topic. For AI, it’s as though the library were just a massive pile of books tossed around haphazardly and the librarian had to make sense of it enough to pull whatever you’re looking for out of the chaos. Is it at all surprising, then, that it takes a huge amount of energy and computing resources to make any of this work?


It doesn’t need to; It just relies on the normal web search to get better data than what it could generate from its training data alone. This wasn’t a thing with the early popular LLM interfaces, which is why they were ridiculously bad. They still make plenty of mistakes, but at least now you get a link to what it looked up (so you can facepalm when you see it’s way too generic and your question was very specific, so the generated answer is still wrong)
I often get dead links or those that state something completely different from what the LLM says. If we’d just cut out AI as the middleman, oh well. 🥲