all that i’d agree with, but that’s also why RAG becomes very important. in this particular instance, did you introduce recent documentation into the prompt, or give the tool the ability to query local copies of these libraries? relying on data latently within the model alone is, i agree, hopeless, but the tools do become more useful if the right inputs are given.