04:10
2026-05-21
dev.to
large-language-models
I rebuilt my Financial Mentor retrieval from scratch. Here's everything the RAG stack taught me
Author's journey rebuilding a financial advisory AI system called FinMentor, moving from a naive approach that dumped entire JSON portfolio snapshots into the model's context to a proper Retrieval-Augโฆ