As generative AI moves from experimental novelty to enterprise necessity, architects and developers inevitably hit a fundamental wall: the knowledge cutoff. Foundation models are undeniably brilliant at reasoning, formatting, and synthesizing, but their internal facts are frozen in time and inherently prone to confident fabrication. If you are building production-ready AI systems, you cannot rely solely on the parameterized memory […]