AI-Assisted Coding on a Budget

Introduction Six months ago, I wrote about LLMs and coding with cautious optimism. I still hadn’t fully put my finger on what AI assistance was best for, but I found it genuinely useful for throwaway prototypes, busy work (like documenting APIs), building test scaffolds (though I didn’t fully trust it to write valid tests), and writing the kind of helper function that you’d previously reach for a…