Why your LLM knows more about ancient Rome than...

Your AI assistant can tell you the exact year Julius Caesar crossed the Rubicon. Ask it what devices are currently offline in your network? Blank stare. This is not a bug. It is architecture. The training data problem LLMs are trained on the public internet — Wikipedia, Stack Overflow, GitHub, books, papers. Ancient Rome is well-documented. Your internal database is not. This means your AI has deep knowledge about everything except the thing you actually care about: your own systems, your client