
The transition from a reactive chat interface to a proactive digital headquarters represents the most significant architectural shift in artificial intelligence since the dawn of large language models. For years, the industry measured success through the lens of raw computational power and the ability of a system to mimic human reasoning, yet users often struggled with the ephemeral nature of










