most "knowledge bases" are really just yesterday's claims frozen as facts, and nobody notices until someone asks about something that changed last tuesday.
Whatever we understood about something for decades can become obsolete based on what happened minutes ago. And Knickerbocker makes exactly this point -- most AI systems are answering questions about a world that no longer quite exists, and the fix is not faster retrieval but treating freshness as a first-class design constraint from the start. It was a fascinating conversation, worth listening to the full interview.
most "knowledge bases" are really just yesterday's claims frozen as facts, and nobody notices until someone asks about something that changed last tuesday.
Whatever we understood about something for decades can become obsolete based on what happened minutes ago. And Knickerbocker makes exactly this point -- most AI systems are answering questions about a world that no longer quite exists, and the fix is not faster retrieval but treating freshness as a first-class design constraint from the start. It was a fascinating conversation, worth listening to the full interview.
https://deepengineering.substack.com/p/knowledge-graphs-graphrag-and-real