It's simple. Don't ingest more than 40KB at a time into its LLM's RAG pipe and its hallucination goes way, way down. Preferably like not at the start and best

It's simple. Don't ingest more than 40KB at a time into its LLM's RAG pipe and its hallucination goes way, way down. Preferably like not at the start and best not to do more than 40KB at a time at all. That's how I learned how to deal with nftables' 120KB parser_bison.y file by breaking them up into clean sections. All of a sudden, a fully-deterministic LL(1) full semantic pathway of nftables' CLI syntax appears before my very eye (and spent hours validating it): 100% and test generators now can permutate crazy test cases with relative ease. Cue in Joe Walsh's "Life's Been Good To Me".