Incremental Indexing for Financial Research Dashboards — 4 Stages That Preserve Freshness
A financial research dashboard has an awkward retrieval constraint: a corrected PDF must become searchable without making yesterday's citations impossible to explain. That changes the architecture more than the choice of vector database does. Short answer: use four observable stages — document intake, chunk preparation, collection upsert, and bounded query — with stable source metadata carried…
We haven't written up this one. Dev.to has the full story — the link below goes straight to it.
