And often incorrect! (and occasionally refuses to answer)
Much of the AI antipathy reminds me of Wikipedia in the early-mid 2000s. I remember feeling amazed with it, but also remember a lot of ranting by skeptics about how anyone could put anything on there, and therefore it was unreliable, not to be used, and doomed to fail.
20 years later and everyone understands that Wikipedia may have its shortcomings, and yet it is still the most impressive, useful advancement in human knowledge transfer in a generation.
I think LLMs as a technology are pretty cool, much like crowdsourcing is. We finally have pretty good automatic natural language processing that scales to large corpora. That's big. Also, I think the state of the software industry that is mostly driving the development, deployment, and ownership of this technology is mostly doing uninspired and shitty things with it. I have some hope that better orgs and distributed communities will accomplish some cool and maybe even monumental things with them over time, but right now the field is bleak, not because the technology isn't impressive (although somehow despite how impressive it is it's still being oversold) but because silicon valley is full of rotten institutions with broken incentives, the same ones that brought us social media and subscriptions to software. My hope for the new world a technology will bring about will never rest with corporate aristocracy, but with the more thoughtful institutions and the distributed open source communities that actually build good shit for humanity, time and time again
The scary applications are the ones where it's not so easy to check correctness...
this is important, i feel like a lot of people are falling in to the "stop liking what i don't like" way of thinking. Further, there's a million different ways to apply an AI helper in software development. You can adjust your workflow in whatever way works best for you. ..or leave it as is.
> ...to find the word, or words, by which [an] idea may be most fitly and aptly expressed
Digital reverse dictionaries / thesauri like https://www.onelook.com/thesaurus/ can take natural language input, and afaict are strictly better at this task than LLMs. (I didn't know these tools existed when I wrote the rest of this comment.)
I briefly investigated LLMs for this purpose, back when I didn't know how to use a thesaurus; but I find thesauruses a lot more useful. (Actually, I'm usually too lazy to crack out a proper thesaurus, so I spend 5 seconds poking around Wiktionary first: that's usually Good Enough™ to find me an answer, when I find an answer I can trust it, and I get the answer faster than waiting for an LLM to finish generating a response.)
There's definitely room to improve upon the traditional "big book of synonyms with double-indirect pointers" thesaurus, but LLMs are an extremely crude solution that I don't think actually is an improvement.
"What's a word that means admitting a large number of uses?"
That seems hard to find in a thesaurus without either versatile or multifarious as a starting point (but those are the end points).
> Best match is versatile which usually means: Capable of many different uses
with "multi-purpose", "adaptable", "flexible" and "multi-use" as the runner-up candidates.
---
Like you, I had no idea that tools like OneLook Thesaurus existed (despite how easy it would be to make one), so here's my attempt to look this up manually.
"Admitting a large number of uses" -> manually abbreviated to "very useful" -> https://en.wiktionary.org/wiki/useful -> dead end. Give up, use a thesaurus.
https://www.wordhippo.com/what-is/another-word-for/very_usef..., sense 2 "Usable in multiple ways", lists:
> useful multipurpose versatile flexible multifunction adaptable all-around all-purpose all-round multiuse multifaceted extremely useful one-size-fits-all universal protean general general-purpose […]
Taking advantage of the fact my passive vocabulary is greater than my active vocabulary: no, no, yes. (I've spuriously rejected "multipurpose" – a decent synonym of "versatile [tool]" – but that doesn't matter.) I'm pretty sure WordHippo is machine-generated from some corpus, and a lot of these words don't mean "very useful", but they're good at playing the SEO game, and I'm lazy. Once we have versatile, we can put that into an actual thesaurus: https://dictionary.cambridge.org/thesaurus/versatile. But none of those really have the same sense as "versatile" in the context I'm thinking of (except perhaps "adaptable"), so if I were writing something, I'd go with "versatile".
Total time taken: 15 seconds. And I'm confident that the answer is correct.
By the way, I'm not finding "multifarious" anywhere. It's not a word I'm familiar with, but that doesn't actually seem to be a proper synonym (according to Wiktionary, at least: https://en.wiktionary.org/wiki/Thesaurus:heterogeneous). There are certainly contexts where you could use this word in place of "versatile" (e.g. "versatile skill-set" → "multifarious skill-set"), but I criticise WordHippo for far less dubious synonym suggestions.
M-W gives an example use of "Today’s Thermomix has become a beast of multifarious functionality. — Matthew Korfhage, Wired News, 21 Nov. 2025 "
wordhippo strikes me as having gone beyond the traditional paper thesaurus, but I can accept that things change and that we can make a much larger thesaurus than we did when we had to collect and print. thesaurus.com does not offer these results, though, as a reflection of a more traditional one, nor does the m-w thesaurus.
Did you have trouble with this part?