The human equivalent of LLM could be to build a wiki / semantic graph of all algorithms, tutorials, framework docs, stdlib docs and attach a make file at the end each node.

I've been stating it elsewhere, attention has made English into a context aware sensitive programming language by resolving ambiguities through anaphora and coreference resolution. Inform7 did limited anaphora resolution - it - but LLMs are able to resolve "move that file to this folder".