In practice, one of the most overlooked aspects of AI implementation is the freshness of context data, especially in rapidly changing environments. Streaming databases are crucial here, allowing real-time context updates that keep AI agents from making outdated decisions. We've seen that integrating these databases effectively requires not just technical setup but also aligning data streams with business logic to ensure AI insights are always relevant. - Ali Muwwakkil (ali-muwwakkil on LinkedIn)