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> Maintaining a suite of proptest[1] strategies alongside the codebase is not a very much larger investment than writing unit tests by hand, I actually generat
by jillesvangurp 2y ago
> Maintaining a suite of proptest[1] strategies alongside the codebase is not a very much larger investment than writing unit tests by hand,
I actually generate a unit tests with LLMs a lot lately. They do a decent job and you can just ask it to be a little more exhaustive, test any edge cases it can think of, or instruct it to deal with specific ones. I know a fair bit about how to write good tests and the effort you can put in that. But LLMs can generate better tests than me way faster.
If anything, they are less likely to do a half-assed job of it than me because I tend to run out of patience doing repetitive tedious shit. This is a healthy trait to have for a software engineer: we are supposed to make stuff easier by automating it. If it feels repetitive, your reflex should be to write code to make it less repetitive. Documentation is the same. I generate that too these days and since it is so easy, I do it more often and sooner.
LLMs might trigger a minor revolution in the adoption of formal method verification. Generating a correct specification is a combination of tedious and probably relatively easy for an LLM given enough context like working code, documentation, and other hints as to what the thing should do.
I'd be a lot more likely to bother with that stuff if I can just let it generate specification and then briefly glance through them than if I have to spell everything out manually.
I think using Rust kind of signals that you care about correctness. It's compiler is probably the closest to proving your system is probably correct that you can get without resorting to formal methods. And probably a lot easier than trying to bolt on formal methods to languages that don't even use a compiler or explicitly specified types.