Incremental Graph Updates for Corporate Knowledge Graphs: Three Problems Batch Pipelines Can't Solve

Corporate knowledge graphs break in production the moment you treat them as a batch artifact.

I ran into this building . The Graph-RAG system this is based on runs against East Asian corporate registries where transliteration variance and entity deduplication are the hard problems.