Yeah, {zero, one}-shot is frequently wrong, to get good results you need to ToT or GoT (Tree of thought, graph of thought) which is currently only useful in more automated codewriting systems (like I'm building with https://atomictessellator.com) and not really useful in a co-pilot scenario.