The Live Index: Why Vector Search Should Be a Streaming Problem

The article argues that vector search should be treated as a streaming problem rather than a batch operation, since traditional vector databases operate on static snapshots that lag behind data changes. RisingWave proposes integrating vector indexing directly into a streaming database, collapsing the gap between data updates and queryable indexes to sub-second latency while eliminating separate ETL pipelines and consistency management.