In Scala, I've had excellent luck using LLMs to speed up development when I'm using cats-effect, an effects library.

My experience in the past with something like cats-effect has been that there are straightforward things that aren't obvious, and if you haven't been using it recently, and maybe even if you've been using it but haven't solved a similar problem recently, you can get stuck trawling through the docs squinting at type signatures looking for what turns out to be, in hindsight, an elegant and simple solution. LLMs have vastly reduced this kind of friction. I just ask, "In cats-effect, how do I...?" and 80% of the time the answer gets me immediately unstuck. The other 20% of the time I provide clarifying context or ask a different LLM.

I haven't done enough maintenance coding yet to know if this will radically shift my view of the cost/benefit of functional programming with effects, but I'm very excited. Writing cats-effect code has always been satisfying and frustrating in equal measure, and so far, I'm getting the confidence and correctness with a fraction of the frustration.

I haven't unleashed Claude Code on any cats-effect code yet. I'm curious to see how well it will do.