
The shift from experimental large language model prototypes to mission-critical enterprise systems has fundamentally altered the landscape of software reliability and operational oversight. As these sophisticated artificial intelligence models have become more integrated into the core workflows of global businesses, they have revealed a fundamental challenge that traditional software monitoring was never designed to address. While standard infrastructure tools are










